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
help 0
Loaded 851668 data points of dimension 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
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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
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Mstep: Class 1 contains 14284 members
Mstep: Class 2 contains 12933 members
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Iteration 21Q: 3 clusters Score -3300381 nChanged 182
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Mstep: Class 1 contains 14380 members
Mstep: Class 2 contains 12837 members
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Iteration 22Q: 3 clusters Score -3300423 nChanged 174
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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
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Mstep: Class 1 contains 14530 members
Mstep: Class 2 contains 12687 members
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Iteration 24Q: 3 clusters Score -3300478 nChanged 147
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Mstep: Class 1 contains 14623 members
Mstep: Class 2 contains 12594 members
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Iteration 25Q: 3 clusters Score -3300492 nChanged 138
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Mstep: Class 1 contains 14707 members
Mstep: Class 2 contains 12510 members
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Score: -3300512.750000 Penalty: 5064.952148
Iteration 26Q: 3 clusters Score -3300513 nChanged 146
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Mstep: Class 1 contains 14791 members
Mstep: Class 2 contains 12426 members
Entering Unmasked Estep
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Iteration 27Q: 3 clusters Score -3300537 nChanged 139
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Mstep: Class 1 contains 14880 members
Mstep: Class 2 contains 12337 members
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Iteration 28Q: 3 clusters Score -3300565 nChanged 106
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Mstep: Class 1 contains 14966 members
Mstep: Class 2 contains 12251 members
Entering Unmasked Estep
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Iteration 29Q: 3 clusters Score -3300582 nChanged 125
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Mstep: Class 1 contains 15059 members
Mstep: Class 2 contains 12158 members
Entering Unmasked Estep
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Iteration 30Q: 3 clusters Score -3300606 nChanged 104
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Mstep: Class 1 contains 15135 members
Mstep: Class 2 contains 12082 members
Entering Unmasked Estep
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Iteration 31Q: 3 clusters Score -3300626 nChanged 128
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Mstep: Class 1 contains 15239 members
Mstep: Class 2 contains 11978 members
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Iteration 32Q: 3 clusters Score -3300635 nChanged 126
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Mstep: Class 1 contains 15349 members
Mstep: Class 2 contains 11868 members
Entering Unmasked Estep
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Iteration 33Q: 3 clusters Score -3300662 nChanged 124
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Mstep: Class 1 contains 15451 members
Mstep: Class 2 contains 11766 members
Entering Unmasked Estep
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Iteration 34Q: 3 clusters Score -3300682 nChanged 121
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Mstep: Class 1 contains 15552 members
Mstep: Class 2 contains 11665 members
Entering Unmasked Estep
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Iteration 35Q: 3 clusters Score -3300708 nChanged 123
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Mstep: Class 1 contains 15657 members
Mstep: Class 2 contains 11560 members
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Iteration 36Q: 3 clusters Score -3300726 nChanged 131
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Mstep: Class 1 contains 15752 members
Mstep: Class 2 contains 11465 members
Entering Unmasked Estep
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Iteration 37Q: 3 clusters Score -3300750 nChanged 141
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Mstep: Class 1 contains 15853 members
Mstep: Class 2 contains 11364 members
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Iteration 38Q: 3 clusters Score -3300764 nChanged 153
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Mstep: Class 1 contains 15962 members
Mstep: Class 2 contains 11255 members
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Iteration 39Q: 3 clusters Score -3300790 nChanged 135
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Mstep: Class 1 contains 16067 members
Mstep: Class 2 contains 11150 members
Entering Unmasked Estep
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Iteration 40F: 3 clusters Score -3300828 nChanged 116
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Mstep: Class 1 contains 16147 members
Mstep: Class 2 contains 11070 members
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Iteration 41Q: 3 clusters Score -3300837 nChanged 130
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Mstep: Class 1 contains 16247 members
Mstep: Class 2 contains 10970 members
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Iteration 42Q: 3 clusters Score -3300854 nChanged 140
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Mstep: Class 1 contains 16353 members
Mstep: Class 2 contains 10864 members
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Iteration 43Q: 3 clusters Score -3300870 nChanged 119
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Mstep: Class 1 contains 16448 members
Mstep: Class 2 contains 10769 members
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Iteration 44Q: 3 clusters Score -3300890 nChanged 141
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Mstep: Class 1 contains 16571 members
Mstep: Class 2 contains 10646 members
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Iteration 45Q: 3 clusters Score -3300925 nChanged 150
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Mstep: Class 1 contains 16697 members
Mstep: Class 2 contains 10520 members
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Iteration 46Q: 3 clusters Score -3300949 nChanged 149
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Mstep: Class 1 contains 16818 members
Mstep: Class 2 contains 10399 members
Entering Unmasked Estep
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Iteration 47Q: 3 clusters Score -3300977 nChanged 140
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Mstep: Class 1 contains 16940 members
Mstep: Class 2 contains 10277 members
Entering Unmasked Estep
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Iteration 48Q: 3 clusters Score -3300998 nChanged 175
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Mstep: Class 1 contains 17097 members
Mstep: Class 2 contains 10120 members
Entering Unmasked Estep
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Iteration 49Q: 3 clusters Score -3301035 nChanged 191
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Mstep: Class 1 contains 17264 members
Mstep: Class 2 contains 9953 members
Entering Unmasked Estep
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Iteration 50Q: 3 clusters Score -3301075 nChanged 176
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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
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Mstep: Class 1 contains 17571 members
Mstep: Class 2 contains 9646 members
Entering Unmasked Estep
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Iteration 52Q: 3 clusters Score -3301130 nChanged 135
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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
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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
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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
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Mstep: Class 1 contains 18045 members
Mstep: Class 2 contains 9172 members
Entering Unmasked Estep
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Iteration 56Q: 3 clusters Score -3301246 nChanged 126
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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
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Mstep: Class 1 contains 18297 members
Mstep: Class 2 contains 8920 members
Entering Unmasked Estep
Score: -3301289.000000 Penalty: 5064.952148
Iteration 58Q: 3 clusters Score -3301289 nChanged 133
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Mstep: Class 1 contains 18426 members
Mstep: Class 2 contains 8791 members
Entering Unmasked Estep
Score: -3301320.000000 Penalty: 5064.952148
Iteration 59Q: 3 clusters Score -3301320 nChanged 140
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Mstep: Class 1 contains 18560 members
Mstep: Class 2 contains 8657 members
Entering Unmasked Estep
Score: -3301341.750000 Penalty: 5064.952148
Iteration 60F: 3 clusters Score -3301342 nChanged 139
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Mstep: Class 1 contains 18693 members
Mstep: Class 2 contains 8524 members
Entering Unmasked Estep
Score: -3301368.750000 Penalty: 5064.952148
Iteration 61Q: 3 clusters Score -3301369 nChanged 165
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Mstep: Class 1 contains 18852 members
Mstep: Class 2 contains 8365 members
Entering Unmasked Estep
Score: -3301397.500000 Penalty: 5064.952148
Iteration 62Q: 3 clusters Score -3301398 nChanged 167
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Mstep: Class 1 contains 19017 members
Mstep: Class 2 contains 8200 members
Entering Unmasked Estep
Score: -3301448.500000 Penalty: 5064.952148
Iteration 63Q: 3 clusters Score -3301448 nChanged 165
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Mstep: Class 1 contains 19178 members
Mstep: Class 2 contains 8039 members
Entering Unmasked Estep
Score: -3301487.000000 Penalty: 5064.952148
Iteration 64Q: 3 clusters Score -3301487 nChanged 181
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Mstep: Class 1 contains 19357 members
Mstep: Class 2 contains 7860 members
Entering Unmasked Estep
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Iteration 65Q: 3 clusters Score -3301525 nChanged 193
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Mstep: Class 1 contains 19546 members
Mstep: Class 2 contains 7671 members
Entering Unmasked Estep
Score: -3301568.250000 Penalty: 5064.952148
Iteration 66Q: 3 clusters Score -3301568 nChanged 185
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Mstep: Class 1 contains 19727 members
Mstep: Class 2 contains 7490 members
Entering Unmasked Estep
Score: -3301615.250000 Penalty: 5064.952148
Iteration 67Q: 3 clusters Score -3301615 nChanged 172
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Mstep: Class 1 contains 19897 members
Mstep: Class 2 contains 7320 members
Entering Unmasked Estep
Score: -3301658.750000 Penalty: 5064.952148
Iteration 68Q: 3 clusters Score -3301659 nChanged 204
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Mstep: Class 1 contains 20099 members
Mstep: Class 2 contains 7118 members
Entering Unmasked Estep
Score: -3301701.000000 Penalty: 5064.952148
Iteration 69Q: 3 clusters Score -3301701 nChanged 168
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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
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Mstep: Class 1 contains 20414 members
Mstep: Class 2 contains 6803 members
Entering Unmasked Estep
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Iteration 71Q: 3 clusters Score -3301747 nChanged 151
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Mstep: Class 1 contains 20565 members
Mstep: Class 2 contains 6652 members
Entering Unmasked Estep
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Iteration 72Q: 3 clusters Score -3301785 nChanged 151
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Mstep: Class 1 contains 20716 members
Mstep: Class 2 contains 6501 members
Entering Unmasked Estep
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Iteration 73Q: 3 clusters Score -3301813 nChanged 136
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Mstep: Class 1 contains 20852 members
Mstep: Class 2 contains 6365 members
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Iteration 74Q: 3 clusters Score -3301845 nChanged 133
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Mstep: Class 1 contains 20981 members
Mstep: Class 2 contains 6236 members
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Iteration 75Q: 3 clusters Score -3301860 nChanged 131
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Mstep: Class 1 contains 21110 members
Mstep: Class 2 contains 6107 members
Entering Unmasked Estep
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Iteration 76Q: 3 clusters Score -3301884 nChanged 126
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Mstep: Class 1 contains 21236 members
Mstep: Class 2 contains 5981 members
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Iteration 77Q: 3 clusters Score -3301924 nChanged 104
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Mstep: Class 1 contains 21340 members
Mstep: Class 2 contains 5877 members
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Iteration 78Q: 3 clusters Score -3301952 nChanged 113
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Mstep: Class 1 contains 21453 members
Mstep: Class 2 contains 5764 members
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Iteration 79Q: 3 clusters Score -3301976 nChanged 105
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Mstep: Class 1 contains 21558 members
Mstep: Class 2 contains 5659 members
Entering Unmasked Estep
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Iteration 80F: 3 clusters Score -3301985 nChanged 90
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Mstep: Class 1 contains 21646 members
Mstep: Class 2 contains 5571 members
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Iteration 81Q: 3 clusters Score -3302004 nChanged 91
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Mstep: Class 1 contains 21737 members
Mstep: Class 2 contains 5480 members
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Iteration 82Q: 3 clusters Score -3302024 nChanged 100
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Mstep: Class 1 contains 21837 members
Mstep: Class 2 contains 5380 members
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Iteration 83Q: 3 clusters Score -3302035 nChanged 94
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Mstep: Class 1 contains 21929 members
Mstep: Class 2 contains 5288 members
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Iteration 84Q: 3 clusters Score -3302055 nChanged 112
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Mstep: Class 1 contains 22039 members
Mstep: Class 2 contains 5178 members
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Iteration 85Q: 3 clusters Score -3302076 nChanged 106
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Mstep: Class 2 contains 5072 members
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Iteration 86Q: 3 clusters Score -3302098 nChanged 113
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Mstep: Class 1 contains 22258 members
Mstep: Class 2 contains 4959 members
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Iteration 87Q: 3 clusters Score -3302121 nChanged 87
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Mstep: Class 2 contains 4872 members
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Iteration 88Q: 3 clusters Score -3302142 nChanged 102
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Mstep: Class 2 contains 4772 members
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Iteration 89Q: 3 clusters Score -3302158 nChanged 93
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Mstep: Class 1 contains 22538 members
Mstep: Class 2 contains 4679 members
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Iteration 90Q: 3 clusters Score -3302174 nChanged 93
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Mstep: Class 1 contains 22631 members
Mstep: Class 2 contains 4586 members
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Iteration 91Q: 3 clusters Score -3302195 nChanged 88
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Mstep: Class 1 contains 22719 members
Mstep: Class 2 contains 4498 members
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Iteration 92Q: 3 clusters Score -3302204 nChanged 69
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Mstep: Class 2 contains 4429 members
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Iteration 93Q: 3 clusters Score -3302226 nChanged 68
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Mstep: Class 1 contains 22856 members
Mstep: Class 2 contains 4361 members
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Iteration 94Q: 3 clusters Score -3302227 nChanged 65
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Mstep: Class 2 contains 4296 members
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Iteration 95Q: 3 clusters Score -3302241 nChanged 65
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Mstep: Class 2 contains 4231 members
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Iteration 96Q: 3 clusters Score -3302256 nChanged 62
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Mstep: Class 2 contains 4169 members
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Iteration 97Q: 3 clusters Score -3302262 nChanged 62
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Iteration 98Q: 3 clusters Score -3302268 nChanged 72
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Mstep: Class 2 contains 4037 members
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Iteration 99Q: 3 clusters Score -3302288 nChanged 60
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Mstep: Class 2 contains 3977 members
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Iteration 100F: 3 clusters Score -3302298 nChanged 65
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Mstep: Class 2 contains 3914 members
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Iteration 101Q: 3 clusters Score -3302313 nChanged 70
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Mstep: Class 2 contains 3844 members
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Iteration 102Q: 3 clusters Score -3302325 nChanged 69
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Mstep: Class 2 contains 3779 members
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Iteration 103Q: 3 clusters Score -3302339 nChanged 67
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Mstep: Class 2 contains 3716 members
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Iteration 104Q: 3 clusters Score -3302357 nChanged 48
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Mstep: Class 2 contains 3668 members
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Iteration 105Q: 3 clusters Score -3302375 nChanged 49
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Mstep: Class 2 contains 3619 members
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Iteration 106Q: 3 clusters Score -3302380 nChanged 65
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Mstep: Class 2 contains 3556 members
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Iteration 107Q: 3 clusters Score -3302386 nChanged 59
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Mstep: Class 1 contains 23718 members
Mstep: Class 2 contains 3499 members
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Iteration 108Q: 3 clusters Score -3302398 nChanged 59
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Mstep: Class 2 contains 3444 members
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Iteration 109Q: 3 clusters Score -3302410 nChanged 55
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Mstep: Class 1 contains 23826 members
Mstep: Class 2 contains 3391 members
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Iteration 110Q: 3 clusters Score -3302421 nChanged 72
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Mstep: Class 2 contains 3319 members
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Iteration 111Q: 3 clusters Score -3302444 nChanged 62
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Mstep: Class 2 contains 3257 members
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Iteration 112Q: 3 clusters Score -3302452 nChanged 62
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Mstep: Class 1 contains 24022 members
Mstep: Class 2 contains 3195 members
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Iteration 113Q: 3 clusters Score -3302466 nChanged 64
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Mstep: Class 1 contains 24086 members
Mstep: Class 2 contains 3131 members
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Iteration 114Q: 3 clusters Score -3302479 nChanged 66
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Mstep: Class 2 contains 3067 members
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Iteration 115Q: 3 clusters Score -3302499 nChanged 66
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 24214 members
Mstep: Class 2 contains 3003 members
Entering Unmasked Estep
Score: -3302512.500000 Penalty: 5064.952148
Iteration 116Q: 3 clusters Score -3302512 nChanged 57
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 24271 members
Mstep: Class 2 contains 2946 members
Entering Unmasked Estep
Score: -3302529.500000 Penalty: 5064.952148
Iteration 117Q: 3 clusters Score -3302530 nChanged 54
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 24325 members
Mstep: Class 2 contains 2892 members
Entering Unmasked Estep
Score: -3302533.750000 Penalty: 5064.952148
Iteration 118Q: 3 clusters Score -3302534 nChanged 60
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 24385 members
Mstep: Class 2 contains 2832 members
Entering Unmasked Estep
Score: -3302558.750000 Penalty: 5064.952148
Iteration 119Q: 3 clusters Score -3302559 nChanged 52
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 24437 members
Mstep: Class 2 contains 2780 members
Entering Unmasked Estep
Score: -3302570.750000 Penalty: 5064.952148
Iteration 120F: 3 clusters Score -3302571 nChanged 44
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 24481 members
Mstep: Class 2 contains 2736 members
Entering Unmasked Estep
Score: -3302579.500000 Penalty: 5064.952148
Iteration 121Q: 3 clusters Score -3302580 nChanged 51
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 24530 members
Mstep: Class 2 contains 2687 members
Entering Unmasked Estep
Score: -3302583.750000 Penalty: 5064.952148
Iteration 122Q: 3 clusters Score -3302584 nChanged 46
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 24576 members
Mstep: Class 2 contains 2641 members
Entering Unmasked Estep
Score: -3302600.000000 Penalty: 5064.952148
Iteration 123Q: 3 clusters Score -3302600 nChanged 53
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 24629 members
Mstep: Class 2 contains 2588 members
Entering Unmasked Estep
Score: -3302606.750000 Penalty: 5064.952148
Iteration 124Q: 3 clusters Score -3302607 nChanged 51
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 24680 members
Mstep: Class 2 contains 2537 members
Entering Unmasked Estep
Score: -3302607.750000 Penalty: 5064.952148
Iteration 125Q: 3 clusters Score -3302608 nChanged 36
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 24716 members
Mstep: Class 2 contains 2501 members
Entering Unmasked Estep
Score: -3302617.250000 Penalty: 5064.952148
Iteration 126Q: 3 clusters Score -3302617 nChanged 41
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 24757 members
Mstep: Class 2 contains 2460 members
Entering Unmasked Estep
Score: -3302627.500000 Penalty: 5064.952148
Iteration 127Q: 3 clusters Score -3302628 nChanged 32
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 24789 members
Mstep: Class 2 contains 2428 members
Entering Unmasked Estep
Score: -3302631.250000 Penalty: 5064.952148
Iteration 128Q: 3 clusters Score -3302631 nChanged 26
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 24815 members
Mstep: Class 2 contains 2402 members
Entering Unmasked Estep
Score: -3302641.750000 Penalty: 5064.952148
Iteration 129Q: 3 clusters Score -3302642 nChanged 28
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 24843 members
Mstep: Class 2 contains 2374 members
Entering Unmasked Estep
Score: -3302643.250000 Penalty: 5064.952148
Iteration 130Q: 3 clusters Score -3302643 nChanged 31
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 24874 members
Mstep: Class 2 contains 2343 members
Entering Unmasked Estep
Score: -3302652.750000 Penalty: 5064.952148
Iteration 131Q: 3 clusters Score -3302653 nChanged 38
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 24912 members
Mstep: Class 2 contains 2305 members
Entering Unmasked Estep
Score: -3302665.500000 Penalty: 5064.952148
Iteration 132Q: 3 clusters Score -3302666 nChanged 42
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 24954 members
Mstep: Class 2 contains 2263 members
Entering Unmasked Estep
Score: -3302679.750000 Penalty: 5064.952148
Iteration 133Q: 3 clusters Score -3302680 nChanged 60
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 25014 members
Mstep: Class 2 contains 2203 members
Entering Unmasked Estep
Score: -3302690.500000 Penalty: 5064.952148
Iteration 134Q: 3 clusters Score -3302690 nChanged 59
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 25069 members
Mstep: Class 2 contains 2148 members
Entering Unmasked Estep
Score: -3302703.750000 Penalty: 5064.952148
Iteration 135Q: 3 clusters Score -3302704 nChanged 53
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 25122 members
Mstep: Class 2 contains 2095 members
Entering Unmasked Estep
Score: -3302730.500000 Penalty: 5064.952148
Iteration 136Q: 3 clusters Score -3302730 nChanged 56
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 25176 members
Mstep: Class 2 contains 2041 members
Entering Unmasked Estep
Score: -3302746.500000 Penalty: 5064.952148
Iteration 137Q: 3 clusters Score -3302746 nChanged 38
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 25214 members
Mstep: Class 2 contains 2003 members
Entering Unmasked Estep
Score: -3302741.500000 Penalty: 5064.952148
Iteration 138Q: 3 clusters Score -3302742 nChanged 37
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 25251 members
Mstep: Class 2 contains 1966 members
Entering Unmasked Estep
Score: -3302757.750000 Penalty: 5064.952148
Iteration 139Q: 3 clusters Score -3302758 nChanged 35
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 25286 members
Mstep: Class 2 contains 1931 members
Entering Unmasked Estep
Score: -3302777.250000 Penalty: 5064.952148
Iteration 140F: 3 clusters Score -3302777 nChanged 38
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 25324 members
Mstep: Class 2 contains 1893 members
Entering Unmasked Estep
Score: -3302786.000000 Penalty: 5064.952148
Iteration 141Q: 3 clusters Score -3302786 nChanged 33
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 25355 members
Mstep: Class 2 contains 1862 members
Entering Unmasked Estep
Score: -3302792.250000 Penalty: 5064.952148
Iteration 142Q: 3 clusters Score -3302792 nChanged 32
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 25385 members
Mstep: Class 2 contains 1832 members
Entering Unmasked Estep
Score: -3302797.250000 Penalty: 5064.952148
Iteration 143Q: 3 clusters Score -3302797 nChanged 30
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 25415 members
Mstep: Class 2 contains 1802 members
Entering Unmasked Estep
Score: -3302812.000000 Penalty: 5064.952148
Iteration 144Q: 3 clusters Score -3302812 nChanged 30
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 25445 members
Mstep: Class 2 contains 1772 members
Entering Unmasked Estep
Score: -3302813.500000 Penalty: 5064.952148
Iteration 145Q: 3 clusters Score -3302814 nChanged 30
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 25473 members
Mstep: Class 2 contains 1744 members
Entering Unmasked Estep
Score: -3302829.250000 Penalty: 5064.952148
Iteration 146Q: 3 clusters Score -3302829 nChanged 30
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 25501 members
Mstep: Class 2 contains 1716 members
Entering Unmasked Estep
Score: -3302848.250000 Penalty: 5064.952148
Iteration 147Q: 3 clusters Score -3302848 nChanged 25
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 25526 members
Mstep: Class 2 contains 1691 members
Entering Unmasked Estep
Score: -3302856.250000 Penalty: 5064.952148
Iteration 148Q: 3 clusters Score -3302856 nChanged 41
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 25565 members
Mstep: Class 2 contains 1652 members
Entering Unmasked Estep
Score: -3302872.750000 Penalty: 5064.952148
Iteration 149Q: 3 clusters Score -3302873 nChanged 42
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 25607 members
Mstep: Class 2 contains 1610 members
Entering Unmasked Estep
Score: -3302889.250000 Penalty: 5064.952148
Iteration 150Q: 3 clusters Score -3302889 nChanged 42
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 25643 members
Mstep: Class 2 contains 1574 members
Entering Unmasked Estep
Score: -3302906.750000 Penalty: 5064.952148
Iteration 151Q: 3 clusters Score -3302907 nChanged 31
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 25670 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