FileBase /isis1/DataGab/Rat09-20140324/Rat09-20140324 ElecNo 13 MinClusters 20 MaxClusters 25 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 1111111111111111111111110 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 275708 data points of dimension 24. Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 91902 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 4822 members Mstep: Class 3 contains 4782 members Mstep: Class 4 contains 4817 members Mstep: Class 5 contains 4896 members Mstep: Class 6 contains 4915 members Mstep: Class 7 contains 4802 members Mstep: Class 8 contains 4712 members Mstep: Class 9 contains 4805 members Mstep: Class 10 contains 4893 members Mstep: Class 11 contains 4870 members Mstep: Class 12 contains 4832 members Mstep: Class 13 contains 4888 members Mstep: Class 14 contains 4868 members Mstep: Class 15 contains 4862 members Mstep: Class 16 contains 4806 members Mstep: Class 17 contains 4846 members Mstep: Class 18 contains 4822 members Mstep: Class 19 contains 4852 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 333.433594 but Gain 1857.125000 Score: -7596249.000000 Penalty: 33428.300781 Iteration 0F: 19 clusters Score -7596249 nChanged 85832 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 7438 members Mstep: Class 3 contains 4988 members Mstep: Class 4 contains 3306 members Mstep: Class 5 contains 2469 members Mstep: Class 6 contains 2999 members Mstep: Class 7 contains 4526 members Mstep: Class 8 contains 3341 members Mstep: Class 9 contains 3184 members Mstep: Class 10 contains 2607 members Mstep: Class 11 contains 11055 members Mstep: Class 12 contains 15280 members Mstep: Class 13 contains 3376 members Mstep: Class 14 contains 11954 members Mstep: Class 15 contains 5558 members Mstep: Class 16 contains 2479 members Mstep: Class 17 contains 2861 members Mstep: Class 18 contains 2100 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 1453.656982 but Gain 1857.128906 Score: -7987772.500000 Penalty: 31571.171875 Iteration 1F: 18 clusters Score -7987772 nChanged 40489 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 7679 members Mstep: Class 3 contains 4783 members Mstep: Class 4 contains 3476 members Mstep: Class 5 contains 1730 members Mstep: Class 6 contains 3311 members Mstep: Class 7 contains 6183 members Mstep: Class 8 contains 4946 members Mstep: Class 9 contains 1729 members Mstep: Class 10 contains 886 members Mstep: Class 11 contains 7400 members Mstep: Class 12 contains 23668 members Mstep: Class 14 contains 12962 members Mstep: Class 15 contains 5994 members Mstep: Class 16 contains 1073 members Mstep: Class 17 contains 2647 members Mstep: Class 18 contains 1334 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 1649.587158 but Gain 1857.128906 Score: -8167936.000000 Penalty: 29714.042969 Iteration 2F: 17 clusters Score -8167936 nChanged 25526 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 11285 members Mstep: Class 3 contains 3089 members Mstep: Class 4 contains 2298 members Mstep: Class 5 contains 1254 members Mstep: Class 6 contains 3697 members Mstep: Class 7 contains 5787 members Mstep: Class 8 contains 8691 members Mstep: Class 10 contains 883 members Mstep: Class 11 contains 8590 members Mstep: Class 12 contains 19592 members Mstep: Class 14 contains 11899 members Mstep: Class 15 contains 8496 members Mstep: Class 16 contains 765 members Mstep: Class 17 contains 2209 members Mstep: Class 18 contains 1725 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 1512.002563 but Gain 1857.126953 Score: -8259866.500000 Penalty: 27856.916016 Iteration 3F: 16 clusters Score -8259866 nChanged 20440 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 17064 members Mstep: Class 3 contains 1699 members Mstep: Class 4 contains 1576 members Mstep: Class 6 contains 3469 members Mstep: Class 7 contains 4177 members Mstep: Class 8 contains 11199 members Mstep: Class 10 contains 1049 members Mstep: Class 11 contains 12081 members Mstep: Class 12 contains 11508 members Mstep: Class 14 contains 11410 members Mstep: Class 15 contains 10866 members Mstep: Class 16 contains 678 members Mstep: Class 17 contains 1633 members Mstep: Class 18 contains 2331 members Entering Unmasked Estep ConsiderDeletion Score: -8306753.000000 Penalty: 27856.916016 Iteration 4F: 16 clusters Score -8306753 nChanged 10028 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 18763 members Mstep: Class 3 contains 1392 members Mstep: Class 4 contains 1649 members Mstep: Class 6 contains 3001 members Mstep: Class 7 contains 2758 members Mstep: Class 8 contains 12318 members Mstep: Class 10 contains 971 members Mstep: Class 11 contains 14134 members Mstep: Class 12 contains 8203 members Mstep: Class 14 contains 11151 members Mstep: Class 15 contains 11850 members Mstep: Class 16 contains 651 members Mstep: Class 17 contains 1582 members Mstep: Class 18 contains 2615 members Entering Unmasked Estep ConsiderDeletion Score: -8325772.500000 Penalty: 27856.916016 Iteration 5F: 16 clusters Score -8325772 nChanged 5827 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 19012 members Mstep: Class 3 contains 1393 members Mstep: Class 4 contains 1799 members Mstep: Class 6 contains 2465 members Mstep: Class 7 contains 1868 members Mstep: Class 8 contains 13094 members Mstep: Class 10 contains 889 members Mstep: Class 11 contains 14746 members Mstep: Class 12 contains 7601 members Mstep: Class 14 contains 10787 members Mstep: Class 15 contains 12057 members Mstep: Class 16 contains 674 members Mstep: Class 17 contains 2021 members Mstep: Class 18 contains 2727 members Entering Unmasked Estep ConsiderDeletion Score: -8339853.500000 Penalty: 27856.916016 Iteration 6F: 16 clusters Score -8339854 nChanged 4510 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 18864 members Mstep: Class 3 contains 1434 members Mstep: Class 4 contains 1990 members Mstep: Class 6 contains 2021 members Mstep: Class 7 contains 1360 members Mstep: Class 8 contains 13732 members Mstep: Class 10 contains 823 members Mstep: Class 11 contains 14240 members Mstep: Class 12 contains 8361 members Mstep: Class 14 contains 10468 members Mstep: Class 15 contains 11786 members Mstep: Class 16 contains 731 members Mstep: Class 17 contains 2516 members Mstep: Class 18 contains 2786 members Entering Unmasked Estep ConsiderDeletion Score: -8347833.500000 Penalty: 27856.916016 Iteration 7Q: 16 clusters Score -8347834 nChanged 3529 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 18714 members Mstep: Class 3 contains 1460 members Mstep: Class 4 contains 2132 members Mstep: Class 6 contains 1827 members Mstep: Class 7 contains 1097 members Mstep: Class 8 contains 14390 members Mstep: Class 10 contains 758 members Mstep: Class 11 contains 13435 members Mstep: Class 12 contains 9318 members Mstep: Class 14 contains 10259 members Mstep: Class 15 contains 11192 members Mstep: Class 16 contains 788 members Mstep: Class 17 contains 2885 members Mstep: Class 18 contains 2818 members Entering Unmasked Estep ConsiderDeletion Score: -8352117.500000 Penalty: 27856.916016 Iteration 8Q: 16 clusters Score -8352118 nChanged 2741 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 18609 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 2260 members Mstep: Class 6 contains 1771 members Mstep: Class 7 contains 964 members Mstep: Class 8 contains 15136 members Mstep: Class 10 contains 720 members Mstep: Class 11 contains 12614 members Mstep: Class 12 contains 10133 members Mstep: Class 14 contains 10104 members Mstep: Class 15 contains 10417 members Mstep: Class 16 contains 830 members Mstep: Class 17 contains 3173 members Mstep: Class 18 contains 2837 members Entering Unmasked Estep ConsiderDeletion Score: -8354990.000000 Penalty: 27856.916016 Iteration 9Q: 16 clusters Score -8354990 nChanged 2408 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 18543 members Mstep: Class 3 contains 1480 members Mstep: Class 4 contains 2369 members Mstep: Class 6 contains 1740 members Mstep: Class 7 contains 838 members Mstep: Class 8 contains 15986 members Mstep: Class 10 contains 708 members Mstep: Class 11 contains 11795 members Mstep: Class 12 contains 10884 members Mstep: Class 14 contains 9984 members Mstep: Class 15 contains 9528 members Mstep: Class 16 contains 908 members Mstep: Class 17 contains 3401 members Mstep: Class 18 contains 2849 members Entering Unmasked Estep ConsiderDeletion Score: -8356988.000000 Penalty: 27856.916016 Iteration 10Q: 16 clusters Score -8356988 nChanged 2292 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 18513 members Mstep: Class 3 contains 1487 members Mstep: Class 4 contains 2540 members Mstep: Class 6 contains 1726 members Mstep: Class 7 contains 751 members Mstep: Class 8 contains 16993 members Mstep: Class 10 contains 709 members Mstep: Class 11 contains 10943 members Mstep: Class 12 contains 11583 members Mstep: Class 14 contains 9895 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 972 members Mstep: Class 17 contains 3547 members Mstep: Class 18 contains 2856 members Entering Unmasked Estep ConsiderDeletion Score: -8358865.500000 Penalty: 27856.916016 Iteration 11Q: 16 clusters Score -8358866 nChanged 2426 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 18496 members Mstep: Class 3 contains 1503 members Mstep: Class 4 contains 2723 members Mstep: Class 6 contains 1718 members Mstep: Class 7 contains 703 members Mstep: Class 8 contains 18184 members Mstep: Class 10 contains 715 members Mstep: Class 11 contains 10063 members Mstep: Class 12 contains 12270 members Mstep: Class 14 contains 9814 members Mstep: Class 15 contains 7265 members Mstep: Class 16 contains 1008 members Mstep: Class 17 contains 3665 members Mstep: Class 18 contains 2860 members Entering Unmasked Estep ConsiderDeletion Score: -8361342.000000 Penalty: 27856.916016 Iteration 12Q: 16 clusters Score -8361342 nChanged 2497 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 18490 members Mstep: Class 3 contains 1517 members Mstep: Class 4 contains 2883 members Mstep: Class 6 contains 1717 members Mstep: Class 7 contains 706 members Mstep: Class 8 contains 19501 members Mstep: Class 10 contains 717 members Mstep: Class 11 contains 9240 members Mstep: Class 12 contains 12920 members Mstep: Class 14 contains 9739 members Mstep: Class 15 contains 5902 members Mstep: Class 16 contains 1015 members Mstep: Class 17 contains 3769 members Mstep: Class 18 contains 2863 members Entering Unmasked Estep ConsiderDeletion Score: -8363523.500000 Penalty: 27856.916016 Iteration 13Q: 16 clusters Score -8363524 nChanged 2333 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 18496 members Mstep: Class 3 contains 1534 members Mstep: Class 4 contains 2963 members Mstep: Class 6 contains 1721 members Mstep: Class 7 contains 712 members Mstep: Class 8 contains 20839 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 8609 members Mstep: Class 12 contains 13477 members Mstep: Class 14 contains 9682 members Mstep: Class 15 contains 4515 members Mstep: Class 16 contains 1010 members Mstep: Class 17 contains 3832 members Mstep: Class 18 contains 2866 members Entering Unmasked Estep ConsiderDeletion Score: -8365341.500000 Penalty: 27856.916016 Iteration 14Q: 16 clusters Score -8365342 nChanged 2059 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 18494 members Mstep: Class 3 contains 1544 members Mstep: Class 4 contains 2982 members Mstep: Class 6 contains 1721 members Mstep: Class 7 contains 716 members Mstep: Class 8 contains 22100 members Mstep: Class 10 contains 706 members Mstep: Class 11 contains 8100 members Mstep: Class 12 contains 13976 members Mstep: Class 14 contains 9634 members Mstep: Class 15 contains 3215 members Mstep: Class 16 contains 1007 members Mstep: Class 17 contains 3891 members Mstep: Class 18 contains 2869 members Entering Unmasked Estep ConsiderDeletion Score: -8367070.500000 Penalty: 27856.916016 Iteration 15Q: 16 clusters Score -8367070 nChanged 1597 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 18494 members Mstep: Class 3 contains 1558 members Mstep: Class 4 contains 2968 members Mstep: Class 6 contains 1722 members Mstep: Class 7 contains 717 members Mstep: Class 8 contains 23057 members Mstep: Class 10 contains 701 members Mstep: Class 11 contains 7687 members Mstep: Class 12 contains 14381 members Mstep: Class 14 contains 9605 members Mstep: Class 15 contains 2255 members Mstep: Class 16 contains 1006 members Mstep: Class 17 contains 3922 members Mstep: Class 18 contains 2869 members Entering Unmasked Estep ConsiderDeletion Score: -8368521.000000 Penalty: 27856.916016 Iteration 16Q: 16 clusters Score -8368521 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 18498 members Mstep: Class 3 contains 1577 members Mstep: Class 4 contains 2959 members Mstep: Class 6 contains 1721 members Mstep: Class 7 contains 725 members Mstep: Class 8 contains 23641 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 7376 members Mstep: Class 12 contains 14682 members Mstep: Class 14 contains 9577 members Mstep: Class 15 contains 1661 members Mstep: Class 16 contains 1005 members Mstep: Class 17 contains 3945 members Mstep: Class 18 contains 2870 members Entering Unmasked Estep ConsiderDeletion Score: -8369357.500000 Penalty: 27856.916016 Iteration 17Q: 16 clusters Score -8369358 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 18497 members Mstep: Class 3 contains 1584 members Mstep: Class 4 contains 2944 members Mstep: Class 6 contains 1721 members Mstep: Class 7 contains 726 members Mstep: Class 8 contains 23985 members Mstep: Class 10 contains 696 members Mstep: Class 11 contains 7118 members Mstep: Class 12 contains 14929 members Mstep: Class 14 contains 9553 members Mstep: Class 15 contains 1321 members Mstep: Class 16 contains 1005 members Mstep: Class 17 contains 3978 members Mstep: Class 18 contains 2870 members Entering Unmasked Estep ConsiderDeletion Score: -8369848.500000 Penalty: 27856.916016 Iteration 18Q: 16 clusters Score -8369848 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 18495 members Mstep: Class 3 contains 1588 members Mstep: Class 4 contains 2929 members Mstep: Class 6 contains 1722 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24146 members Mstep: Class 10 contains 695 members Mstep: Class 11 contains 6891 members Mstep: Class 12 contains 15148 members Mstep: Class 14 contains 9538 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 1005 members Mstep: Class 17 contains 3999 members Mstep: Class 18 contains 2869 members Entering Unmasked Estep ConsiderDeletion Score: -8370271.000000 Penalty: 27856.916016 Iteration 19Q: 16 clusters Score -8370271 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 18495 members Mstep: Class 3 contains 1592 members Mstep: Class 4 contains 2896 members Mstep: Class 6 contains 1719 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24231 members Mstep: Class 10 contains 691 members Mstep: Class 11 contains 6749 members Mstep: Class 12 contains 15308 members Mstep: Class 14 contains 9528 members Mstep: Class 15 contains 1081 members Mstep: Class 16 contains 1005 members Mstep: Class 17 contains 4008 members Mstep: Class 18 contains 2869 members Entering Unmasked Estep ConsiderDeletion Score: -8371263.500000 Penalty: 27856.916016 Iteration 20F: 16 clusters Score -8371264 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 18495 members Mstep: Class 3 contains 1604 members Mstep: Class 4 contains 2847 members Mstep: Class 6 contains 1734 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24383 members Mstep: Class 10 contains 662 members Mstep: Class 11 contains 6396 members Mstep: Class 12 contains 15676 members Mstep: Class 14 contains 9504 members Mstep: Class 15 contains 980 members Mstep: Class 16 contains 1004 members Mstep: Class 17 contains 4004 members Mstep: Class 18 contains 2870 members Entering Unmasked Estep ConsiderDeletion Score: -8372660.500000 Penalty: 27856.916016 Iteration 21Q: 16 clusters Score -8372660 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 18495 members Mstep: Class 3 contains 1604 members Mstep: Class 4 contains 2788 members Mstep: Class 6 contains 1737 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24490 members Mstep: Class 10 contains 653 members Mstep: Class 11 contains 6111 members Mstep: Class 12 contains 16002 members Mstep: Class 14 contains 9492 members Mstep: Class 15 contains 913 members Mstep: Class 16 contains 1005 members Mstep: Class 17 contains 3990 members Mstep: Class 18 contains 2870 members Entering Unmasked Estep ConsiderDeletion Score: -8373756.000000 Penalty: 27856.916016 Iteration 22Q: 16 clusters Score -8373756 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 18502 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 2718 members Mstep: Class 6 contains 1737 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24586 members Mstep: Class 10 contains 644 members Mstep: Class 11 contains 5887 members Mstep: Class 12 contains 16262 members Mstep: Class 14 contains 9480 members Mstep: Class 15 contains 859 members Mstep: Class 16 contains 1005 members Mstep: Class 17 contains 3984 members Mstep: Class 18 contains 2870 members Entering Unmasked Estep ConsiderDeletion Score: -8374710.500000 Penalty: 27856.916016 Iteration 23Q: 16 clusters Score -8374710 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 18506 members Mstep: Class 3 contains 1603 members Mstep: Class 4 contains 2654 members Mstep: Class 6 contains 1740 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24656 members Mstep: Class 10 contains 637 members Mstep: Class 11 contains 5744 members Mstep: Class 12 contains 16439 members Mstep: Class 14 contains 9470 members Mstep: Class 15 contains 827 members Mstep: Class 16 contains 1005 members Mstep: Class 17 contains 3982 members Mstep: Class 18 contains 2870 members Entering Unmasked Estep ConsiderDeletion Score: -8375269.000000 Penalty: 27856.916016 Iteration 24Q: 16 clusters Score -8375269 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 18514 members Mstep: Class 3 contains 1599 members Mstep: Class 4 contains 2588 members Mstep: Class 6 contains 1750 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24709 members Mstep: Class 10 contains 627 members Mstep: Class 11 contains 5669 members Mstep: Class 12 contains 16550 members Mstep: Class 14 contains 9457 members Mstep: Class 15 contains 811 members Mstep: Class 16 contains 1004 members Mstep: Class 17 contains 3979 members Mstep: Class 18 contains 2869 members Entering Unmasked Estep ConsiderDeletion Score: -8375649.500000 Penalty: 27856.916016 Iteration 25Q: 16 clusters Score -8375650 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 18521 members Mstep: Class 3 contains 1596 members Mstep: Class 4 contains 2529 members Mstep: Class 6 contains 1749 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24747 members Mstep: Class 10 contains 622 members Mstep: Class 11 contains 5642 members Mstep: Class 12 contains 16605 members Mstep: Class 14 contains 9444 members Mstep: Class 15 contains 812 members Mstep: Class 16 contains 1004 members Mstep: Class 17 contains 3985 members Mstep: Class 18 contains 2867 members Entering Unmasked Estep ConsiderDeletion Score: -8375904.500000 Penalty: 27856.916016 Iteration 26Q: 16 clusters Score -8375904 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 18522 members Mstep: Class 3 contains 1585 members Mstep: Class 4 contains 2457 members Mstep: Class 6 contains 1751 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24782 members Mstep: Class 10 contains 614 members Mstep: Class 11 contains 5663 members Mstep: Class 12 contains 16638 members Mstep: Class 14 contains 9435 members Mstep: Class 15 contains 811 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 3994 members Mstep: Class 18 contains 2867 members Entering Unmasked Estep ConsiderDeletion Score: -8376167.500000 Penalty: 27856.916016 Iteration 27Q: 16 clusters Score -8376168 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 18529 members Mstep: Class 3 contains 1577 members Mstep: Class 4 contains 2371 members Mstep: Class 6 contains 1749 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24821 members Mstep: Class 10 contains 614 members Mstep: Class 11 contains 5706 members Mstep: Class 12 contains 16659 members Mstep: Class 14 contains 9426 members Mstep: Class 15 contains 802 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 3998 members Mstep: Class 18 contains 2866 members Entering Unmasked Estep ConsiderDeletion Score: -8376416.500000 Penalty: 27856.916016 Iteration 28Q: 16 clusters Score -8376416 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 18529 members Mstep: Class 3 contains 1569 members Mstep: Class 4 contains 2287 members Mstep: Class 6 contains 1749 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24851 members Mstep: Class 10 contains 613 members Mstep: Class 11 contains 5762 members Mstep: Class 12 contains 16663 members Mstep: Class 14 contains 9418 members Mstep: Class 15 contains 804 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 4006 members Mstep: Class 18 contains 2866 members Entering Unmasked Estep ConsiderDeletion Score: -8376591.500000 Penalty: 27856.916016 Iteration 29Q: 16 clusters Score -8376592 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 18529 members Mstep: Class 3 contains 1566 members Mstep: Class 4 contains 2216 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24866 members Mstep: Class 10 contains 611 members Mstep: Class 11 contains 5814 members Mstep: Class 12 contains 16665 members Mstep: Class 14 contains 9409 members Mstep: Class 15 contains 807 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 4018 members Mstep: Class 18 contains 2864 members Entering Unmasked Estep ConsiderDeletion Score: -8376712.000000 Penalty: 27856.916016 Iteration 30Q: 16 clusters Score -8376712 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1566 members Mstep: Class 4 contains 2148 members Mstep: Class 6 contains 1753 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24872 members Mstep: Class 10 contains 608 members Mstep: Class 11 contains 5875 members Mstep: Class 12 contains 16665 members Mstep: Class 14 contains 9399 members Mstep: Class 15 contains 805 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 4028 members Mstep: Class 18 contains 2863 members Entering Unmasked Estep ConsiderDeletion Score: -8376816.000000 Penalty: 27856.916016 Iteration 31Q: 16 clusters Score -8376816 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 18532 members Mstep: Class 3 contains 1567 members Mstep: Class 4 contains 2102 members Mstep: Class 6 contains 1756 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24874 members Mstep: Class 10 contains 605 members Mstep: Class 11 contains 5916 members Mstep: Class 12 contains 16666 members Mstep: Class 14 contains 9391 members Mstep: Class 15 contains 808 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 4033 members Mstep: Class 18 contains 2863 members Entering Unmasked Estep ConsiderDeletion Score: -8376889.000000 Penalty: 27856.916016 Iteration 32Q: 16 clusters Score -8376889 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 18531 members Mstep: Class 3 contains 1567 members Mstep: Class 4 contains 2062 members Mstep: Class 6 contains 1757 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24880 members Mstep: Class 10 contains 602 members Mstep: Class 11 contains 5949 members Mstep: Class 12 contains 16668 members Mstep: Class 14 contains 9384 members Mstep: Class 15 contains 811 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 4039 members Mstep: Class 18 contains 2863 members Entering Unmasked Estep ConsiderDeletion Score: -8377013.000000 Penalty: 27856.916016 Iteration 33Q: 16 clusters Score -8377013 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1567 members Mstep: Class 4 contains 2030 members Mstep: Class 6 contains 1758 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24884 members Mstep: Class 10 contains 601 members Mstep: Class 11 contains 5978 members Mstep: Class 12 contains 16668 members Mstep: Class 14 contains 9382 members Mstep: Class 15 contains 812 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 4041 members Mstep: Class 18 contains 2863 members Entering Unmasked Estep ConsiderDeletion Score: -8377086.500000 Penalty: 27856.916016 Iteration 34Q: 16 clusters Score -8377086 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 18527 members Mstep: Class 3 contains 1569 members Mstep: Class 4 contains 2006 members Mstep: Class 6 contains 1757 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24886 members Mstep: Class 10 contains 601 members Mstep: Class 11 contains 5996 members Mstep: Class 12 contains 16670 members Mstep: Class 14 contains 9381 members Mstep: Class 15 contains 813 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 4045 members Mstep: Class 18 contains 2863 members Entering Unmasked Estep ConsiderDeletion Score: -8377117.500000 Penalty: 27856.916016 Iteration 35Q: 16 clusters Score -8377118 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 18526 members Mstep: Class 3 contains 1564 members Mstep: Class 4 contains 1997 members Mstep: Class 6 contains 1756 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24891 members Mstep: Class 10 contains 602 members Mstep: Class 11 contains 6006 members Mstep: Class 12 contains 16673 members Mstep: Class 14 contains 9380 members Mstep: Class 15 contains 807 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 4049 members Mstep: Class 18 contains 2863 members Entering Unmasked Estep ConsiderDeletion Score: -8377103.500000 Penalty: 27856.916016 Iteration 36Q: 16 clusters Score -8377104 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 18526 members Mstep: Class 3 contains 1563 members Mstep: Class 4 contains 1994 members Mstep: Class 6 contains 1755 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24896 members Mstep: Class 10 contains 603 members Mstep: Class 11 contains 6006 members Mstep: Class 12 contains 16674 members Mstep: Class 14 contains 9378 members Mstep: Class 15 contains 805 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 4051 members Mstep: Class 18 contains 2863 members Entering Unmasked Estep ConsiderDeletion Score: -8377124.500000 Penalty: 27856.916016 Iteration 37Q: 16 clusters Score -8377124 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 18526 members Mstep: Class 3 contains 1560 members Mstep: Class 4 contains 1992 members Mstep: Class 6 contains 1755 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24898 members Mstep: Class 10 contains 603 members Mstep: Class 11 contains 6008 members Mstep: Class 12 contains 16674 members Mstep: Class 14 contains 9378 members Mstep: Class 15 contains 805 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 4052 members Mstep: Class 18 contains 2863 members Entering Unmasked Estep ConsiderDeletion Score: -8377119.500000 Penalty: 27856.916016 Iteration 38Q: 16 clusters Score -8377120 nChanged 6 Entering ConstructFrom: Score: -8377119.500000 Penalty: 27856.916016 Entering ConstructFrom: Trying to split cluster 1 (1046 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Entering Unmasked Estep Score: -97540.359375 Penalty: 1129.818481 Iteration 0F: 2 clusters Score -97540.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -96062.531250 Penalty: 2259.636963 Iteration 0F: 3 clusters Score -96062.53 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -96352.664062 Penalty: 2259.636963 Iteration 1F: 3 clusters Score -96352.66 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -96445.070312 Penalty: 2259.636963 Iteration 2F: 3 clusters Score -96445.07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -96480.500000 Penalty: 2259.636963 Iteration 3Q: 3 clusters Score -96480.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -96495.367188 Penalty: 2259.636963 Iteration 4Q: 3 clusters Score -96495.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -96504.781250 Penalty: 2259.636963 Iteration 5Q: 3 clusters Score -96504.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -96511.054688 Penalty: 2259.636963 Iteration 6Q: 3 clusters Score -96511.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -96512.882812 Penalty: 2259.636963 Iteration 7Q: 3 clusters Score -96512.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -96513.476562 Penalty: 2259.636963 Iteration 8Q: 3 clusters Score -96513.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -96514.296875 Penalty: 2259.636963 Iteration 9Q: 3 clusters Score -96514.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -96514.296875 Penalty: 2259.636963 Iteration 10F: 3 clusters Score -96514.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (18525 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18525 members Entering Unmasked Estep Score: -1795036.750000 Penalty: 1596.867432 Iteration 0F: 2 clusters Score -1795037 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9250 members Mstep: Class 2 contains 9275 members Entering Unmasked Estep Score: -1782305.250000 Penalty: 3193.734863 Iteration 0F: 3 clusters Score -1782305 nChanged 8326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9234 members Mstep: Class 2 contains 9291 members Entering Unmasked Estep Score: -1787144.000000 Penalty: 3193.734863 Iteration 1F: 3 clusters Score -1787144 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9073 members Mstep: Class 2 contains 9452 members Entering Unmasked Estep Score: -1787874.000000 Penalty: 3193.734863 Iteration 2F: 3 clusters Score -1787874 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8742 members Mstep: Class 2 contains 9783 members Entering Unmasked Estep Score: -1788675.875000 Penalty: 3193.734863 Iteration 3F: 3 clusters Score -1788676 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8178 members Mstep: Class 2 contains 10347 members Entering Unmasked Estep Score: -1789478.875000 Penalty: 3193.734863 Iteration 4F: 3 clusters Score -1789479 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7400 members Mstep: Class 2 contains 11125 members Entering Unmasked Estep Score: -1790320.500000 Penalty: 3193.734863 Iteration 5F: 3 clusters Score -1790320 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6540 members Mstep: Class 2 contains 11985 members Entering Unmasked Estep Score: -1791181.750000 Penalty: 3193.734863 Iteration 6F: 3 clusters Score -1791182 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5682 members Mstep: Class 2 contains 12843 members Entering Unmasked Estep Score: -1791987.250000 Penalty: 3193.734863 Iteration 7F: 3 clusters Score -1791987 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 13603 members Entering Unmasked Estep Score: -1792763.375000 Penalty: 3193.734863 Iteration 8F: 3 clusters Score -1792763 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 14195 members Entering Unmasked Estep Score: -1793395.250000 Penalty: 3193.734863 Iteration 9Q: 3 clusters Score -1793395 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 14628 members Entering Unmasked Estep Score: -1793783.125000 Penalty: 3193.734863 Iteration 10Q: 3 clusters Score -1793783 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 14945 members Entering Unmasked Estep Score: -1793990.375000 Penalty: 3193.734863 Iteration 11Q: 3 clusters Score -1793990 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 15189 members Entering Unmasked Estep Score: -1794121.875000 Penalty: 3193.734863 Iteration 12Q: 3 clusters Score -1794122 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 15408 members Entering Unmasked Estep Score: -1794224.875000 Penalty: 3193.734863 Iteration 13Q: 3 clusters Score -1794225 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 15583 members Entering Unmasked Estep Score: -1794296.750000 Penalty: 3193.734863 Iteration 14Q: 3 clusters Score -1794297 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 15741 members Entering Unmasked Estep Score: -1794352.750000 Penalty: 3193.734863 Iteration 15Q: 3 clusters Score -1794353 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 15871 members Entering Unmasked Estep Score: -1794394.750000 Penalty: 3193.734863 Iteration 16Q: 3 clusters Score -1794395 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 15973 members Entering Unmasked Estep Score: -1794417.625000 Penalty: 3193.734863 Iteration 17Q: 3 clusters Score -1794418 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 16065 members Entering Unmasked Estep Score: -1794454.875000 Penalty: 3193.734863 Iteration 18Q: 3 clusters Score -1794455 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 16145 members Entering Unmasked Estep Score: -1794479.750000 Penalty: 3193.734863 Iteration 19Q: 3 clusters Score -1794480 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 16209 members Entering Unmasked Estep Score: -1794499.750000 Penalty: 3193.734863 Iteration 20F: 3 clusters Score -1794500 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 16267 members Entering Unmasked Estep Score: -1794526.375000 Penalty: 3193.734863 Iteration 21Q: 3 clusters Score -1794526 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 16325 members Entering Unmasked Estep Score: -1794538.250000 Penalty: 3193.734863 Iteration 22Q: 3 clusters Score -1794538 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 16385 members Entering Unmasked Estep Score: -1794559.750000 Penalty: 3193.734863 Iteration 23Q: 3 clusters Score -1794560 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 16440 members Entering Unmasked Estep Score: -1794581.750000 Penalty: 3193.734863 Iteration 24Q: 3 clusters Score -1794582 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 16490 members Entering Unmasked Estep Score: -1794594.375000 Penalty: 3193.734863 Iteration 25Q: 3 clusters Score -1794594 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 16535 members Entering Unmasked Estep Score: -1794605.250000 Penalty: 3193.734863 Iteration 26Q: 3 clusters Score -1794605 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 16569 members Entering Unmasked Estep Score: -1794619.875000 Penalty: 3193.734863 Iteration 27Q: 3 clusters Score -1794620 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 16604 members Entering Unmasked Estep Score: -1794626.625000 Penalty: 3193.734863 Iteration 28Q: 3 clusters Score -1794627 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 16638 members Entering Unmasked Estep Score: -1794638.625000 Penalty: 3193.734863 Iteration 29Q: 3 clusters Score -1794639 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 16671 members Entering Unmasked Estep Score: -1794651.375000 Penalty: 3193.734863 Iteration 30Q: 3 clusters Score -1794651 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 16699 members Entering Unmasked Estep Score: -1794653.875000 Penalty: 3193.734863 Iteration 31Q: 3 clusters Score -1794654 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 16726 members Entering Unmasked Estep Score: -1794660.000000 Penalty: 3193.734863 Iteration 32Q: 3 clusters Score -1794660 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 16751 members Entering Unmasked Estep Score: -1794667.375000 Penalty: 3193.734863 Iteration 33Q: 3 clusters Score -1794667 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 16777 members Entering Unmasked Estep Score: -1794675.000000 Penalty: 3193.734863 Iteration 34Q: 3 clusters Score -1794675 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 16804 members Entering Unmasked Estep Score: -1794686.000000 Penalty: 3193.734863 Iteration 35Q: 3 clusters Score -1794686 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 16824 members Entering Unmasked Estep Score: -1794691.750000 Penalty: 3193.734863 Iteration 36Q: 3 clusters Score -1794692 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 16836 members Entering Unmasked Estep Score: -1794694.125000 Penalty: 3193.734863 Iteration 37Q: 3 clusters Score -1794694 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 16842 members Entering Unmasked Estep Score: -1794694.250000 Penalty: 3193.734863 Iteration 38Q: 3 clusters Score -1794694 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 16850 members Entering Unmasked Estep Score: -1794696.000000 Penalty: 3193.734863 Iteration 39Q: 3 clusters Score -1794696 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 16857 members Entering Unmasked Estep Score: -1794695.250000 Penalty: 3193.734863 Iteration 40F: 3 clusters Score -1794695 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 16861 members Entering Unmasked Estep Score: -1794695.500000 Penalty: 3193.734863 Iteration 41Q: 3 clusters Score -1794696 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 16862 members Entering Unmasked Estep Score: -1794697.125000 Penalty: 3193.734863 Iteration 42Q: 3 clusters Score -1794697 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 16862 members Entering Unmasked Estep Score: -1794697.125000 Penalty: 3193.734863 Iteration 43F: 3 clusters Score -1794697 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1560 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Entering Unmasked Estep Score: -135813.843750 Penalty: 1194.771729 Iteration 0F: 2 clusters Score -135813.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -134071.343750 Penalty: 2389.543457 Iteration 0F: 3 clusters Score -134071.3 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -134621.765625 Penalty: 2389.543457 Iteration 1F: 3 clusters Score -134621.8 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -135113.968750 Penalty: 2389.543457 Iteration 2F: 3 clusters Score -135114 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -135969.296875 Penalty: 2389.543457 Iteration 3F: 3 clusters Score -135969.3 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -136943.734375 Penalty: 2389.543457 Iteration 4F: 3 clusters Score -136943.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -137243.406250 Penalty: 2389.543457 Iteration 5Q: 3 clusters Score -137243.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -137287.281250 Penalty: 2389.543457 Iteration 6Q: 3 clusters Score -137287.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -137300.625000 Penalty: 2389.543457 Iteration 7Q: 3 clusters Score -137300.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -137301.765625 Penalty: 2389.543457 Iteration 8Q: 3 clusters Score -137301.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -137301.765625 Penalty: 2389.543457 Iteration 9F: 3 clusters Score -137301.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 18525 members Mstep: Class 3 contains 1059 members Mstep: Class 4 contains 1991 members Mstep: Class 5 contains 501 members Mstep: Class 6 contains 1755 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24901 members Mstep: Class 10 contains 603 members Mstep: Class 11 contains 6009 members Mstep: Class 12 contains 16674 members Mstep: Class 14 contains 9377 members Mstep: Class 15 contains 802 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 4054 members Mstep: Class 18 contains 2863 members Entering Unmasked Estep Score: -8377940.500000 Penalty: 29714.042969 Splitting cluster 3 changes total score from -8377119.500000 to -8377940.500000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 4 (1991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Entering Unmasked Estep Score: -185713.203125 Penalty: 1234.413696 Iteration 0F: 2 clusters Score -185713.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -183633.000000 Penalty: 2468.827393 Iteration 0F: 3 clusters Score -183633 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -184251.359375 Penalty: 2468.827393 Iteration 1F: 3 clusters Score -184251.4 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -184701.171875 Penalty: 2468.827393 Iteration 2F: 3 clusters Score -184701.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -185040.265625 Penalty: 2468.827393 Iteration 3F: 3 clusters Score -185040.3 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -185265.265625 Penalty: 2468.827393 Iteration 4F: 3 clusters Score -185265.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -185349.156250 Penalty: 2468.827393 Iteration 5Q: 3 clusters Score -185349.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -185392.140625 Penalty: 2468.827393 Iteration 6Q: 3 clusters Score -185392.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -185422.406250 Penalty: 2468.827393 Iteration 7Q: 3 clusters Score -185422.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -185444.468750 Penalty: 2468.827393 Iteration 8Q: 3 clusters Score -185444.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -185466.500000 Penalty: 2468.827393 Iteration 9Q: 3 clusters Score -185466.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -185492.328125 Penalty: 2468.827393 Iteration 10Q: 3 clusters Score -185492.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -185515.281250 Penalty: 2468.827393 Iteration 11Q: 3 clusters Score -185515.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -185538.140625 Penalty: 2468.827393 Iteration 12Q: 3 clusters Score -185538.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -185567.406250 Penalty: 2468.827393 Iteration 13Q: 3 clusters Score -185567.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -185589.609375 Penalty: 2468.827393 Iteration 14Q: 3 clusters Score -185589.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -185609.750000 Penalty: 2468.827393 Iteration 15Q: 3 clusters Score -185609.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -185616.812500 Penalty: 2468.827393 Iteration 16Q: 3 clusters Score -185616.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -185624.359375 Penalty: 2468.827393 Iteration 17Q: 3 clusters Score -185624.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -185629.234375 Penalty: 2468.827393 Iteration 18Q: 3 clusters Score -185629.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -185630.546875 Penalty: 2468.827393 Iteration 19Q: 3 clusters Score -185630.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -185630.687500 Penalty: 2468.827393 Iteration 20F: 3 clusters Score -185630.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -185633.640625 Penalty: 2468.827393 Iteration 21Q: 3 clusters Score -185633.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -185633.640625 Penalty: 2468.827393 Iteration 22F: 3 clusters Score -185633.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1755 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Entering Unmasked Estep Score: -160416.218750 Penalty: 1213.911499 Iteration 0F: 2 clusters Score -160416.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -158569.781250 Penalty: 2427.822998 Iteration 0F: 3 clusters Score -158569.8 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -159286.968750 Penalty: 2427.822998 Iteration 1F: 3 clusters Score -159287 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -159900.546875 Penalty: 2427.822998 Iteration 2F: 3 clusters Score -159900.5 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -160782.718750 Penalty: 2427.822998 Iteration 3F: 3 clusters Score -160782.7 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -162386.187500 Penalty: 2427.822998 Iteration 4F: 3 clusters Score -162386.2 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -163422.000000 Penalty: 2427.822998 Iteration 5F: 3 clusters Score -163422 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -163479.718750 Penalty: 2427.822998 Iteration 6Q: 3 clusters Score -163479.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -163480.906250 Penalty: 2427.822998 Iteration 7Q: 3 clusters Score -163480.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -163480.906250 Penalty: 2427.822998 Iteration 8F: 3 clusters Score -163480.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 18525 members Mstep: Class 3 contains 1059 members Mstep: Class 4 contains 1991 members Mstep: Class 5 contains 501 members Mstep: Class 6 contains 1002 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24901 members Mstep: Class 9 contains 753 members Mstep: Class 10 contains 603 members Mstep: Class 11 contains 6009 members Mstep: Class 12 contains 16674 members Mstep: Class 14 contains 9377 members Mstep: Class 15 contains 802 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 4054 members Mstep: Class 18 contains 2863 members Entering Unmasked Estep Score: -8380359.500000 Penalty: 31571.171875 Splitting cluster 6 changes total score from -8377119.500000 to -8380359.500000 So it's getting split into cluster 9. Entering ConstructFrom: Trying to split cluster 7 (727 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Entering Unmasked Estep Score: -69402.054688 Penalty: 1070.700562 Iteration 0F: 2 clusters Score -69402.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -68122.914062 Penalty: 2141.401123 Iteration 0F: 3 clusters Score -68122.91 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -68329.125000 Penalty: 2141.401123 Iteration 1F: 3 clusters Score -68329.12 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -68404.921875 Penalty: 2141.401123 Iteration 2F: 3 clusters Score -68404.92 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -68435.664062 Penalty: 2141.401123 Iteration 3Q: 3 clusters Score -68435.66 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -68462.867188 Penalty: 2141.401123 Iteration 4Q: 3 clusters Score -68462.87 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -68481.398438 Penalty: 2141.401123 Iteration 5Q: 3 clusters Score -68481.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -68496.617188 Penalty: 2141.401123 Iteration 6Q: 3 clusters Score -68496.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -68506.859375 Penalty: 2141.401123 Iteration 7Q: 3 clusters Score -68506.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -68508.664062 Penalty: 2141.401123 Iteration 8Q: 3 clusters Score -68508.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -68509.125000 Penalty: 2141.401123 Iteration 9Q: 3 clusters Score -68509.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -68509.125000 Penalty: 2141.401123 Iteration 10F: 3 clusters Score -68509.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (24901 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24901 members Entering Unmasked Estep Score: -2253354.500000 Penalty: 1644.932861 Iteration 0F: 2 clusters Score -2253354 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12540 members Mstep: Class 2 contains 12361 members Entering Unmasked Estep Score: -2236622.250000 Penalty: 3289.865723 Iteration 0F: 3 clusters Score -2236622 nChanged 11296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13584 members Mstep: Class 2 contains 11317 members Entering Unmasked Estep Score: -2243245.250000 Penalty: 3289.865723 Iteration 1F: 3 clusters Score -2243245 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14247 members Mstep: Class 2 contains 10654 members Entering Unmasked Estep Score: -2243807.250000 Penalty: 3289.865723 Iteration 2F: 3 clusters Score -2243807 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15075 members Mstep: Class 2 contains 9826 members Entering Unmasked Estep Score: -2244385.250000 Penalty: 3289.865723 Iteration 3F: 3 clusters Score -2244385 nChanged 1363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16136 members Mstep: Class 2 contains 8765 members Entering Unmasked Estep Score: -2245106.750000 Penalty: 3289.865723 Iteration 4F: 3 clusters Score -2245107 nChanged 1533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17495 members Mstep: Class 2 contains 7406 members Entering Unmasked Estep Score: -2246058.000000 Penalty: 3289.865723 Iteration 5F: 3 clusters Score -2246058 nChanged 1600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18999 members Mstep: Class 2 contains 5902 members Entering Unmasked Estep Score: -2247184.750000 Penalty: 3289.865723 Iteration 6F: 3 clusters Score -2247185 nChanged 1651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20610 members Mstep: Class 2 contains 4291 members Entering Unmasked Estep Score: -2248533.000000 Penalty: 3289.865723 Iteration 7F: 3 clusters Score -2248533 nChanged 1519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22107 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -2249920.500000 Penalty: 3289.865723 Iteration 8F: 3 clusters Score -2249920 nChanged 1179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23262 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -2251026.250000 Penalty: 3289.865723 Iteration 9Q: 3 clusters Score -2251026 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23924 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -2251607.250000 Penalty: 3289.865723 Iteration 10Q: 3 clusters Score -2251607 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24241 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -2251865.000000 Penalty: 3289.865723 Iteration 11Q: 3 clusters Score -2251865 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24389 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -2251984.250000 Penalty: 3289.865723 Iteration 12Q: 3 clusters Score -2251984 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24471 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -2252064.750000 Penalty: 3289.865723 Iteration 13Q: 3 clusters Score -2252065 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24507 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -2252104.500000 Penalty: 3289.865723 Iteration 14Q: 3 clusters Score -2252104 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24527 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -2252126.250000 Penalty: 3289.865723 Iteration 15Q: 3 clusters Score -2252126 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24539 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -2252142.750000 Penalty: 3289.865723 Iteration 16Q: 3 clusters Score -2252143 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24553 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -2252159.750000 Penalty: 3289.865723 Iteration 17Q: 3 clusters Score -2252160 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24558 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -2252166.000000 Penalty: 3289.865723 Iteration 18Q: 3 clusters Score -2252166 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24562 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -2252172.250000 Penalty: 3289.865723 Iteration 19Q: 3 clusters Score -2252172 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24565 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -2252168.000000 Penalty: 3289.865723 Iteration 20F: 3 clusters Score -2252168 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24568 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -2252171.250000 Penalty: 3289.865723 Iteration 21Q: 3 clusters Score -2252171 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24569 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -2252169.500000 Penalty: 3289.865723 Iteration 22Q: 3 clusters Score -2252170 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24569 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -2252172.000000 Penalty: 3289.865723 Iteration 23Q: 3 clusters Score -2252172 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24568 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -2252171.500000 Penalty: 3289.865723 Iteration 24Q: 3 clusters Score -2252172 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24568 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -2252171.500000 Penalty: 3289.865723 Iteration 25F: 3 clusters Score -2252172 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (603 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Entering Unmasked Estep Score: -50341.781250 Penalty: 1040.311523 Iteration 0F: 2 clusters Score -50341.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -49427.550781 Penalty: 2080.623047 Iteration 0F: 3 clusters Score -49427.55 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -50149.855469 Penalty: 2080.623047 Iteration 1F: 3 clusters Score -50149.86 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -50999.484375 Penalty: 2080.623047 Iteration 2F: 3 clusters Score -50999.48 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -51368.820312 Penalty: 2080.623047 Iteration 3F: 3 clusters Score -51368.82 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -51453.605469 Penalty: 2080.623047 Iteration 4Q: 3 clusters Score -51453.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -51464.113281 Penalty: 2080.623047 Iteration 5Q: 3 clusters Score -51464.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -51472.148438 Penalty: 2080.623047 Iteration 6Q: 3 clusters Score -51472.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -51477.898438 Penalty: 2080.623047 Iteration 7Q: 3 clusters Score -51477.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -51484.832031 Penalty: 2080.623047 Iteration 8Q: 3 clusters Score -51484.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -51489.707031 Penalty: 2080.623047 Iteration 9Q: 3 clusters Score -51489.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -51489.707031 Penalty: 2080.623047 Iteration 10F: 3 clusters Score -51489.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 18525 members Mstep: Class 3 contains 1059 members Mstep: Class 4 contains 1991 members Mstep: Class 5 contains 501 members Mstep: Class 6 contains 1002 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24901 members Mstep: Class 9 contains 753 members Mstep: Class 10 contains 100 members Mstep: Class 11 contains 6009 members Mstep: Class 12 contains 16674 members Mstep: Class 13 contains 503 members Mstep: Class 14 contains 9377 members Mstep: Class 15 contains 802 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 4054 members Mstep: Class 18 contains 2863 members Entering Unmasked Estep Score: -8380690.500000 Penalty: 33428.300781 Splitting cluster 10 changes total score from -8377119.500000 to -8380690.500000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 11 (6009 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6009 members Entering Unmasked Estep Score: -567715.937500 Penalty: 1413.914673 Iteration 0F: 2 clusters Score -567715.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -563108.187500 Penalty: 2827.829346 Iteration 0F: 3 clusters Score -563108.2 nChanged 2423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -564488.187500 Penalty: 2827.829346 Iteration 1F: 3 clusters Score -564488.2 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -564898.187500 Penalty: 2827.829346 Iteration 2F: 3 clusters Score -564898.2 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -565465.812500 Penalty: 2827.829346 Iteration 3F: 3 clusters Score -565465.8 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -566161.000000 Penalty: 2827.829346 Iteration 4F: 3 clusters Score -566161 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -566753.500000 Penalty: 2827.829346 Iteration 5F: 3 clusters Score -566753.5 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -567161.062500 Penalty: 2827.829346 Iteration 6F: 3 clusters Score -567161.1 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -567327.437500 Penalty: 2827.829346 Iteration 7Q: 3 clusters Score -567327.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -567391.750000 Penalty: 2827.829346 Iteration 8Q: 3 clusters Score -567391.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -567425.250000 Penalty: 2827.829346 Iteration 9Q: 3 clusters Score -567425.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -567440.812500 Penalty: 2827.829346 Iteration 10Q: 3 clusters Score -567440.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -567452.187500 Penalty: 2827.829346 Iteration 11Q: 3 clusters Score -567452.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -567464.687500 Penalty: 2827.829346 Iteration 12Q: 3 clusters Score -567464.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -567474.125000 Penalty: 2827.829346 Iteration 13Q: 3 clusters Score -567474.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -567480.625000 Penalty: 2827.829346 Iteration 14Q: 3 clusters Score -567480.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -567486.375000 Penalty: 2827.829346 Iteration 15Q: 3 clusters Score -567486.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -567491.375000 Penalty: 2827.829346 Iteration 16Q: 3 clusters Score -567491.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -567494.875000 Penalty: 2827.829346 Iteration 17Q: 3 clusters Score -567494.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -567496.625000 Penalty: 2827.829346 Iteration 18Q: 3 clusters Score -567496.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -567500.187500 Penalty: 2827.829346 Iteration 19Q: 3 clusters Score -567500.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -567503.000000 Penalty: 2827.829346 Iteration 20F: 3 clusters Score -567503 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -567504.875000 Penalty: 2827.829346 Iteration 21Q: 3 clusters Score -567504.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -567506.562500 Penalty: 2827.829346 Iteration 22Q: 3 clusters Score -567506.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -567510.187500 Penalty: 2827.829346 Iteration 23Q: 3 clusters Score -567510.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -567512.937500 Penalty: 2827.829346 Iteration 24Q: 3 clusters Score -567512.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -567514.125000 Penalty: 2827.829346 Iteration 25Q: 3 clusters Score -567514.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -567515.062500 Penalty: 2827.829346 Iteration 26Q: 3 clusters Score -567515.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -567516.437500 Penalty: 2827.829346 Iteration 27Q: 3 clusters Score -567516.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -567522.875000 Penalty: 2827.829346 Iteration 28Q: 3 clusters Score -567522.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -567525.062500 Penalty: 2827.829346 Iteration 29Q: 3 clusters Score -567525.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -567524.250000 Penalty: 2827.829346 Iteration 30Q: 3 clusters Score -567524.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -567527.125000 Penalty: 2827.829346 Iteration 31Q: 3 clusters Score -567527.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -567527.500000 Penalty: 2827.829346 Iteration 32Q: 3 clusters Score -567527.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -567529.000000 Penalty: 2827.829346 Iteration 33Q: 3 clusters Score -567529 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -567529.937500 Penalty: 2827.829346 Iteration 34Q: 3 clusters Score -567529.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -567529.937500 Penalty: 2827.829346 Iteration 35F: 3 clusters Score -567529.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (16674 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16674 members Entering Unmasked Estep Score: -1590010.750000 Penalty: 1579.760986 Iteration 0F: 2 clusters Score -1590011 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8407 members Mstep: Class 2 contains 8267 members Entering Unmasked Estep Score: -1578621.875000 Penalty: 3159.521973 Iteration 0F: 3 clusters Score -1578622 nChanged 7380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8983 members Mstep: Class 2 contains 7691 members Entering Unmasked Estep Score: -1582893.625000 Penalty: 3159.521973 Iteration 1F: 3 clusters Score -1582894 nChanged 1278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9491 members Mstep: Class 2 contains 7183 members Entering Unmasked Estep Score: -1583778.375000 Penalty: 3159.521973 Iteration 2F: 3 clusters Score -1583778 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10194 members Mstep: Class 2 contains 6480 members Entering Unmasked Estep Score: -1584851.750000 Penalty: 3159.521973 Iteration 3F: 3 clusters Score -1584852 nChanged 1404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11010 members Mstep: Class 2 contains 5664 members Entering Unmasked Estep Score: -1585961.750000 Penalty: 3159.521973 Iteration 4F: 3 clusters Score -1585962 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11793 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -1586842.875000 Penalty: 3159.521973 Iteration 5F: 3 clusters Score -1586843 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12443 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -1587430.750000 Penalty: 3159.521973 Iteration 6F: 3 clusters Score -1587431 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13037 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -1587844.875000 Penalty: 3159.521973 Iteration 7Q: 3 clusters Score -1587845 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13523 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -1588144.375000 Penalty: 3159.521973 Iteration 8Q: 3 clusters Score -1588144 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13917 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -1588355.125000 Penalty: 3159.521973 Iteration 9Q: 3 clusters Score -1588355 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14247 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -1588520.250000 Penalty: 3159.521973 Iteration 10Q: 3 clusters Score -1588520 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14530 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -1588657.500000 Penalty: 3159.521973 Iteration 11Q: 3 clusters Score -1588658 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14773 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -1588769.375000 Penalty: 3159.521973 Iteration 12Q: 3 clusters Score -1588769 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14989 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -1588863.625000 Penalty: 3159.521973 Iteration 13Q: 3 clusters Score -1588864 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15162 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -1588942.500000 Penalty: 3159.521973 Iteration 14Q: 3 clusters Score -1588942 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15297 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -1589002.750000 Penalty: 3159.521973 Iteration 15Q: 3 clusters Score -1589003 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15410 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -1589047.375000 Penalty: 3159.521973 Iteration 16Q: 3 clusters Score -1589047 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15480 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -1589079.125000 Penalty: 3159.521973 Iteration 17Q: 3 clusters Score -1589079 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15544 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -1589101.250000 Penalty: 3159.521973 Iteration 18Q: 3 clusters Score -1589101 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15594 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -1589124.125000 Penalty: 3159.521973 Iteration 19Q: 3 clusters Score -1589124 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15644 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -1589157.750000 Penalty: 3159.521973 Iteration 20F: 3 clusters Score -1589158 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15677 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -1589210.125000 Penalty: 3159.521973 Iteration 21Q: 3 clusters Score -1589210 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15709 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -1589240.500000 Penalty: 3159.521973 Iteration 22Q: 3 clusters Score -1589240 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15718 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -1589293.000000 Penalty: 3159.521973 Iteration 23Q: 3 clusters Score -1589293 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15725 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -1589328.250000 Penalty: 3159.521973 Iteration 24Q: 3 clusters Score -1589328 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15736 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -1589348.875000 Penalty: 3159.521973 Iteration 25Q: 3 clusters Score -1589349 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15744 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -1589365.750000 Penalty: 3159.521973 Iteration 26Q: 3 clusters Score -1589366 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15747 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -1589373.875000 Penalty: 3159.521973 Iteration 27Q: 3 clusters Score -1589374 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15746 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -1589375.250000 Penalty: 3159.521973 Iteration 28Q: 3 clusters Score -1589375 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15742 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -1589377.625000 Penalty: 3159.521973 Iteration 29Q: 3 clusters Score -1589378 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15736 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -1589383.125000 Penalty: 3159.521973 Iteration 30Q: 3 clusters Score -1589383 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15730 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -1589384.250000 Penalty: 3159.521973 Iteration 31Q: 3 clusters Score -1589384 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15730 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -1589392.500000 Penalty: 3159.521973 Iteration 32Q: 3 clusters Score -1589392 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15729 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -1589399.750000 Penalty: 3159.521973 Iteration 33Q: 3 clusters Score -1589400 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15730 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -1589399.000000 Penalty: 3159.521973 Iteration 34Q: 3 clusters Score -1589399 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15728 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -1589399.250000 Penalty: 3159.521973 Iteration 35Q: 3 clusters Score -1589399 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15728 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -1589399.125000 Penalty: 3159.521973 Iteration 36Q: 3 clusters Score -1589399 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15729 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -1589400.000000 Penalty: 3159.521973 Iteration 37Q: 3 clusters Score -1589400 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15726 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -1589398.875000 Penalty: 3159.521973 Iteration 38Q: 3 clusters Score -1589399 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15727 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -1589400.875000 Penalty: 3159.521973 Iteration 39Q: 3 clusters Score -1589401 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15730 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -1589400.500000 Penalty: 3159.521973 Iteration 40F: 3 clusters Score -1589400 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15732 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -1589395.750000 Penalty: 3159.521973 Iteration 41Q: 3 clusters Score -1589396 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15732 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -1589395.750000 Penalty: 3159.521973 Iteration 42F: 3 clusters Score -1589396 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (9377 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9377 members Entering Unmasked Estep Score: -869647.187500 Penalty: 1486.227417 Iteration 0F: 2 clusters Score -869647.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -862995.187500 Penalty: 2972.454834 Iteration 0F: 3 clusters Score -862995.2 nChanged 4048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4369 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -866184.750000 Penalty: 2972.454834 Iteration 1F: 3 clusters Score -866184.8 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 5248 members Entering Unmasked Estep Score: -868201.062500 Penalty: 2972.454834 Iteration 2F: 3 clusters Score -868201.1 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 5664 members Entering Unmasked Estep Score: -870625.250000 Penalty: 2972.454834 Iteration 3F: 3 clusters Score -870625.2 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 6004 members Entering Unmasked Estep Score: -872285.437500 Penalty: 2972.454834 Iteration 4F: 3 clusters Score -872285.4 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 6065 members Entering Unmasked Estep Score: -873260.187500 Penalty: 2972.454834 Iteration 5F: 3 clusters Score -873260.2 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -874071.562500 Penalty: 2972.454834 Iteration 6Q: 3 clusters Score -874071.6 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 5658 members Entering Unmasked Estep Score: -874557.937500 Penalty: 2972.454834 Iteration 7Q: 3 clusters Score -874557.9 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 5342 members Entering Unmasked Estep Score: -874919.000000 Penalty: 2972.454834 Iteration 8Q: 3 clusters Score -874919 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 5046 members Entering Unmasked Estep Score: -875262.187500 Penalty: 2972.454834 Iteration 9Q: 3 clusters Score -875262.2 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 4779 members Entering Unmasked Estep Score: -875597.250000 Penalty: 2972.454834 Iteration 10Q: 3 clusters Score -875597.2 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4820 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -875845.687500 Penalty: 2972.454834 Iteration 11Q: 3 clusters Score -875845.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4952 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -875964.937500 Penalty: 2972.454834 Iteration 12Q: 3 clusters Score -875964.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -876010.375000 Penalty: 2972.454834 Iteration 13Q: 3 clusters Score -876010.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -876025.562500 Penalty: 2972.454834 Iteration 14Q: 3 clusters Score -876025.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5085 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -876026.250000 Penalty: 2972.454834 Iteration 15Q: 3 clusters Score -876026.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5093 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -876026.312500 Penalty: 2972.454834 Iteration 16Q: 3 clusters Score -876026.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5094 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -876024.937500 Penalty: 2972.454834 Iteration 17Q: 3 clusters Score -876024.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5094 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -876024.937500 Penalty: 2972.454834 Iteration 18F: 3 clusters Score -876024.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 18525 members Mstep: Class 3 contains 1059 members Mstep: Class 4 contains 1991 members Mstep: Class 5 contains 501 members Mstep: Class 6 contains 1002 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24901 members Mstep: Class 9 contains 753 members Mstep: Class 10 contains 100 members Mstep: Class 11 contains 6009 members Mstep: Class 12 contains 16674 members Mstep: Class 13 contains 503 members Mstep: Class 14 contains 5094 members Mstep: Class 15 contains 802 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 4054 members Mstep: Class 18 contains 2863 members Mstep: Class 19 contains 4283 members Entering Unmasked Estep Score: -8386699.000000 Penalty: 35285.425781 Splitting cluster 14 changes total score from -8377119.500000 to -8386699.000000 So it's getting split into cluster 19. Entering ConstructFrom: Trying to split cluster 15 (802 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Entering Unmasked Estep Score: -63159.921875 Penalty: 1086.655151 Iteration 0F: 2 clusters Score -63159.92 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -61892.371094 Penalty: 2173.310303 Iteration 0F: 3 clusters Score -61892.37 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -62195.039062 Penalty: 2173.310303 Iteration 1F: 3 clusters Score -62195.04 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -62381.085938 Penalty: 2173.310303 Iteration 2F: 3 clusters Score -62381.09 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -62545.601562 Penalty: 2173.310303 Iteration 3F: 3 clusters Score -62545.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -62656.511719 Penalty: 2173.310303 Iteration 4Q: 3 clusters Score -62656.51 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -62703.312500 Penalty: 2173.310303 Iteration 5Q: 3 clusters Score -62703.31 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -62735.976562 Penalty: 2173.310303 Iteration 6Q: 3 clusters Score -62735.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -62755.535156 Penalty: 2173.310303 Iteration 7Q: 3 clusters Score -62755.54 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -62773.753906 Penalty: 2173.310303 Iteration 8Q: 3 clusters Score -62773.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -62783.515625 Penalty: 2173.310303 Iteration 9Q: 3 clusters Score -62783.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -62790.625000 Penalty: 2173.310303 Iteration 10Q: 3 clusters Score -62790.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -62794.320312 Penalty: 2173.310303 Iteration 11Q: 3 clusters Score -62794.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -62796.558594 Penalty: 2173.310303 Iteration 12Q: 3 clusters Score -62796.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -62797.226562 Penalty: 2173.310303 Iteration 13Q: 3 clusters Score -62797.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -62797.871094 Penalty: 2173.310303 Iteration 14Q: 3 clusters Score -62797.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -62798.375000 Penalty: 2173.310303 Iteration 15Q: 3 clusters Score -62798.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -62798.375000 Penalty: 2173.310303 Iteration 16F: 3 clusters Score -62798.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Entering Unmasked Estep Score: -91836.390625 Penalty: 1122.997070 Iteration 0F: 2 clusters Score -91836.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -90417.367188 Penalty: 2245.994141 Iteration 0F: 3 clusters Score -90417.37 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -90651.140625 Penalty: 2245.994141 Iteration 1F: 3 clusters Score -90651.14 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -90709.984375 Penalty: 2245.994141 Iteration 2F: 3 clusters Score -90709.98 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -90749.585938 Penalty: 2245.994141 Iteration 3Q: 3 clusters Score -90749.59 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -90768.164062 Penalty: 2245.994141 Iteration 4Q: 3 clusters Score -90768.16 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -90783.437500 Penalty: 2245.994141 Iteration 5Q: 3 clusters Score -90783.44 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -90796.062500 Penalty: 2245.994141 Iteration 6Q: 3 clusters Score -90796.06 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -90808.046875 Penalty: 2245.994141 Iteration 7Q: 3 clusters Score -90808.05 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -90823.328125 Penalty: 2245.994141 Iteration 8Q: 3 clusters Score -90823.33 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -90839.101562 Penalty: 2245.994141 Iteration 9Q: 3 clusters Score -90839.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -90847.421875 Penalty: 2245.994141 Iteration 10Q: 3 clusters Score -90847.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -90851.765625 Penalty: 2245.994141 Iteration 11Q: 3 clusters Score -90851.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -90856.632812 Penalty: 2245.994141 Iteration 12Q: 3 clusters Score -90856.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -90859.992188 Penalty: 2245.994141 Iteration 13Q: 3 clusters Score -90859.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -90863.695312 Penalty: 2245.994141 Iteration 14Q: 3 clusters Score -90863.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -90867.375000 Penalty: 2245.994141 Iteration 15Q: 3 clusters Score -90867.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -90869.234375 Penalty: 2245.994141 Iteration 16Q: 3 clusters Score -90869.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -90870.703125 Penalty: 2245.994141 Iteration 17Q: 3 clusters Score -90870.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -90872.687500 Penalty: 2245.994141 Iteration 18Q: 3 clusters Score -90872.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -90874.554688 Penalty: 2245.994141 Iteration 19Q: 3 clusters Score -90874.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -90876.335938 Penalty: 2245.994141 Iteration 20F: 3 clusters Score -90876.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -90877.632812 Penalty: 2245.994141 Iteration 21Q: 3 clusters Score -90877.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -90881.429688 Penalty: 2245.994141 Iteration 22Q: 3 clusters Score -90881.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -90883.117188 Penalty: 2245.994141 Iteration 23Q: 3 clusters Score -90883.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -90899.562500 Penalty: 2245.994141 Iteration 24Q: 3 clusters Score -90899.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -90906.507812 Penalty: 2245.994141 Iteration 25Q: 3 clusters Score -90906.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -90914.429688 Penalty: 2245.994141 Iteration 26Q: 3 clusters Score -90914.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -90918.460938 Penalty: 2245.994141 Iteration 27Q: 3 clusters Score -90918.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -90922.867188 Penalty: 2245.994141 Iteration 28Q: 3 clusters Score -90922.87 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -90928.296875 Penalty: 2245.994141 Iteration 29Q: 3 clusters Score -90928.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -90935.039062 Penalty: 2245.994141 Iteration 30Q: 3 clusters Score -90935.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -90944.054688 Penalty: 2245.994141 Iteration 31Q: 3 clusters Score -90944.05 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -90953.257812 Penalty: 2245.994141 Iteration 32Q: 3 clusters Score -90953.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -90960.406250 Penalty: 2245.994141 Iteration 33Q: 3 clusters Score -90960.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -90975.882812 Penalty: 2245.994141 Iteration 34Q: 3 clusters Score -90975.88 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -90987.640625 Penalty: 2245.994141 Iteration 35Q: 3 clusters Score -90987.64 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -90993.796875 Penalty: 2245.994141 Iteration 36Q: 3 clusters Score -90993.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -90996.367188 Penalty: 2245.994141 Iteration 37Q: 3 clusters Score -90996.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -90999.039062 Penalty: 2245.994141 Iteration 38Q: 3 clusters Score -90999.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -91000.976562 Penalty: 2245.994141 Iteration 39Q: 3 clusters Score -91000.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -91001.812500 Penalty: 2245.994141 Iteration 40F: 3 clusters Score -91001.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -91003.976562 Penalty: 2245.994141 Iteration 41Q: 3 clusters Score -91003.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -91005.453125 Penalty: 2245.994141 Iteration 42Q: 3 clusters Score -91005.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -91007.718750 Penalty: 2245.994141 Iteration 43Q: 3 clusters Score -91007.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -91010.476562 Penalty: 2245.994141 Iteration 44Q: 3 clusters Score -91010.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -91013.460938 Penalty: 2245.994141 Iteration 45Q: 3 clusters Score -91013.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -91017.265625 Penalty: 2245.994141 Iteration 46Q: 3 clusters Score -91017.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -91019.312500 Penalty: 2245.994141 Iteration 47Q: 3 clusters Score -91019.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -91023.578125 Penalty: 2245.994141 Iteration 48Q: 3 clusters Score -91023.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -91026.757812 Penalty: 2245.994141 Iteration 49Q: 3 clusters Score -91026.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -91031.492188 Penalty: 2245.994141 Iteration 50Q: 3 clusters Score -91031.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -91034.070312 Penalty: 2245.994141 Iteration 51Q: 3 clusters Score -91034.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -91034.789062 Penalty: 2245.994141 Iteration 52Q: 3 clusters Score -91034.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -91034.789062 Penalty: 2245.994141 Iteration 53F: 3 clusters Score -91034.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (4054 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Entering Unmasked Estep Score: -374908.312500 Penalty: 1349.962036 Iteration 0F: 2 clusters Score -374908.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -371569.937500 Penalty: 2699.924072 Iteration 0F: 3 clusters Score -371569.9 nChanged 1576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -372482.406250 Penalty: 2699.924072 Iteration 1F: 3 clusters Score -372482.4 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -372653.156250 Penalty: 2699.924072 Iteration 2F: 3 clusters Score -372653.2 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -372772.218750 Penalty: 2699.924072 Iteration 3Q: 3 clusters Score -372772.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -372875.218750 Penalty: 2699.924072 Iteration 4Q: 3 clusters Score -372875.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -372973.781250 Penalty: 2699.924072 Iteration 5Q: 3 clusters Score -372973.8 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -373087.187500 Penalty: 2699.924072 Iteration 6Q: 3 clusters Score -373087.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -373211.687500 Penalty: 2699.924072 Iteration 7Q: 3 clusters Score -373211.7 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -373333.562500 Penalty: 2699.924072 Iteration 8Q: 3 clusters Score -373333.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -373452.437500 Penalty: 2699.924072 Iteration 9Q: 3 clusters Score -373452.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -373563.625000 Penalty: 2699.924072 Iteration 10Q: 3 clusters Score -373563.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -373626.656250 Penalty: 2699.924072 Iteration 11Q: 3 clusters Score -373626.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -373673.343750 Penalty: 2699.924072 Iteration 12Q: 3 clusters Score -373673.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -373710.968750 Penalty: 2699.924072 Iteration 13Q: 3 clusters Score -373711 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -373744.312500 Penalty: 2699.924072 Iteration 14Q: 3 clusters Score -373744.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -373775.468750 Penalty: 2699.924072 Iteration 15Q: 3 clusters Score -373775.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -373810.562500 Penalty: 2699.924072 Iteration 16Q: 3 clusters Score -373810.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -373842.218750 Penalty: 2699.924072 Iteration 17Q: 3 clusters Score -373842.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -373877.750000 Penalty: 2699.924072 Iteration 18Q: 3 clusters Score -373877.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -373915.312500 Penalty: 2699.924072 Iteration 19Q: 3 clusters Score -373915.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -373953.375000 Penalty: 2699.924072 Iteration 20F: 3 clusters Score -373953.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -373989.625000 Penalty: 2699.924072 Iteration 21Q: 3 clusters Score -373989.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -374032.031250 Penalty: 2699.924072 Iteration 22Q: 3 clusters Score -374032 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -374072.593750 Penalty: 2699.924072 Iteration 23Q: 3 clusters Score -374072.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -374116.656250 Penalty: 2699.924072 Iteration 24Q: 3 clusters Score -374116.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -374170.187500 Penalty: 2699.924072 Iteration 25Q: 3 clusters Score -374170.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -374210.687500 Penalty: 2699.924072 Iteration 26Q: 3 clusters Score -374210.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -374253.437500 Penalty: 2699.924072 Iteration 27Q: 3 clusters Score -374253.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -374293.250000 Penalty: 2699.924072 Iteration 28Q: 3 clusters Score -374293.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -374330.125000 Penalty: 2699.924072 Iteration 29Q: 3 clusters Score -374330.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -374353.875000 Penalty: 2699.924072 Iteration 30Q: 3 clusters Score -374353.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -374368.156250 Penalty: 2699.924072 Iteration 31Q: 3 clusters Score -374368.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -374378.468750 Penalty: 2699.924072 Iteration 32Q: 3 clusters Score -374378.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -374386.875000 Penalty: 2699.924072 Iteration 33Q: 3 clusters Score -374386.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -374392.937500 Penalty: 2699.924072 Iteration 34Q: 3 clusters Score -374392.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -374397.437500 Penalty: 2699.924072 Iteration 35Q: 3 clusters Score -374397.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -374400.156250 Penalty: 2699.924072 Iteration 36Q: 3 clusters Score -374400.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -374406.062500 Penalty: 2699.924072 Iteration 37Q: 3 clusters Score -374406.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -374409.062500 Penalty: 2699.924072 Iteration 38Q: 3 clusters Score -374409.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -374416.687500 Penalty: 2699.924072 Iteration 39Q: 3 clusters Score -374416.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -374432.781250 Penalty: 2699.924072 Iteration 40F: 3 clusters Score -374432.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -374441.062500 Penalty: 2699.924072 Iteration 41Q: 3 clusters Score -374441.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -374452.125000 Penalty: 2699.924072 Iteration 42Q: 3 clusters Score -374452.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -374458.812500 Penalty: 2699.924072 Iteration 43Q: 3 clusters Score -374458.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -374465.281250 Penalty: 2699.924072 Iteration 44Q: 3 clusters Score -374465.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -374470.906250 Penalty: 2699.924072 Iteration 45Q: 3 clusters Score -374470.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -374474.625000 Penalty: 2699.924072 Iteration 46Q: 3 clusters Score -374474.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -374476.593750 Penalty: 2699.924072 Iteration 47Q: 3 clusters Score -374476.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -374478.906250 Penalty: 2699.924072 Iteration 48Q: 3 clusters Score -374478.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -374480.593750 Penalty: 2699.924072 Iteration 49Q: 3 clusters Score -374480.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -374482.093750 Penalty: 2699.924072 Iteration 50Q: 3 clusters Score -374482.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -374483.906250 Penalty: 2699.924072 Iteration 51Q: 3 clusters Score -374483.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -374486.500000 Penalty: 2699.924072 Iteration 52Q: 3 clusters Score -374486.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -374490.875000 Penalty: 2699.924072 Iteration 53Q: 3 clusters Score -374490.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -374493.437500 Penalty: 2699.924072 Iteration 54Q: 3 clusters Score -374493.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -374496.500000 Penalty: 2699.924072 Iteration 55Q: 3 clusters Score -374496.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -374498.531250 Penalty: 2699.924072 Iteration 56Q: 3 clusters Score -374498.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -374499.531250 Penalty: 2699.924072 Iteration 57Q: 3 clusters Score -374499.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -374500.250000 Penalty: 2699.924072 Iteration 58Q: 3 clusters Score -374500.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -374500.531250 Penalty: 2699.924072 Iteration 59Q: 3 clusters Score -374500.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -374501.468750 Penalty: 2699.924072 Iteration 60F: 3 clusters Score -374501.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -374502.406250 Penalty: 2699.924072 Iteration 61Q: 3 clusters Score -374502.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -374504.406250 Penalty: 2699.924072 Iteration 62Q: 3 clusters Score -374504.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -374505.125000 Penalty: 2699.924072 Iteration 63Q: 3 clusters Score -374505.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -374505.593750 Penalty: 2699.924072 Iteration 64Q: 3 clusters Score -374505.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -374505.875000 Penalty: 2699.924072 Iteration 65Q: 3 clusters Score -374505.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -374505.875000 Penalty: 2699.924072 Iteration 66F: 3 clusters Score -374505.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2863 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Entering Unmasked Estep Score: -272292.187500 Penalty: 1293.439087 Iteration 0F: 2 clusters Score -272292.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -269660.375000 Penalty: 2586.878174 Iteration 0F: 3 clusters Score -269660.4 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -270388.218750 Penalty: 2586.878174 Iteration 1F: 3 clusters Score -270388.2 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -270645.375000 Penalty: 2586.878174 Iteration 2F: 3 clusters Score -270645.4 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -270854.375000 Penalty: 2586.878174 Iteration 3F: 3 clusters Score -270854.4 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -271045.906250 Penalty: 2586.878174 Iteration 4F: 3 clusters Score -271045.9 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -271239.000000 Penalty: 2586.878174 Iteration 5F: 3 clusters Score -271239 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -271377.000000 Penalty: 2586.878174 Iteration 6F: 3 clusters Score -271377 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -271467.656250 Penalty: 2586.878174 Iteration 7Q: 3 clusters Score -271467.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -271532.406250 Penalty: 2586.878174 Iteration 8Q: 3 clusters Score -271532.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -271578.687500 Penalty: 2586.878174 Iteration 9Q: 3 clusters Score -271578.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -271611.312500 Penalty: 2586.878174 Iteration 10Q: 3 clusters Score -271611.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -271621.343750 Penalty: 2586.878174 Iteration 11Q: 3 clusters Score -271621.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -271627.843750 Penalty: 2586.878174 Iteration 12Q: 3 clusters Score -271627.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -271633.093750 Penalty: 2586.878174 Iteration 13Q: 3 clusters Score -271633.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -271634.187500 Penalty: 2586.878174 Iteration 14Q: 3 clusters Score -271634.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -271635.031250 Penalty: 2586.878174 Iteration 15Q: 3 clusters Score -271635 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -271635.500000 Penalty: 2586.878174 Iteration 16Q: 3 clusters Score -271635.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -271639.562500 Penalty: 2586.878174 Iteration 17Q: 3 clusters Score -271639.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -271641.218750 Penalty: 2586.878174 Iteration 18Q: 3 clusters Score -271641.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -271641.218750 Penalty: 2586.878174 Iteration 19F: 3 clusters Score -271641.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 18525 members Mstep: Class 3 contains 1059 members Mstep: Class 4 contains 1991 members Mstep: Class 6 contains 1002 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24901 members Mstep: Class 10 contains 100 members Mstep: Class 11 contains 6009 members Mstep: Class 12 contains 16674 members Mstep: Class 14 contains 5094 members Mstep: Class 15 contains 802 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 4054 members Mstep: Class 18 contains 2863 members Entering Unmasked Estep ConsiderDeletion Score: -8387110.500000 Penalty: 35285.425781 Iteration 39Q: 20 clusters Score -8387110 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 18522 members Mstep: Class 3 contains 1082 members Mstep: Class 4 contains 1987 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 1001 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24907 members Mstep: Class 9 contains 753 members Mstep: Class 10 contains 105 members Mstep: Class 11 contains 6016 members Mstep: Class 12 contains 16679 members Mstep: Class 13 contains 496 members Mstep: Class 14 contains 5156 members Mstep: Class 15 contains 800 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 4000 members Mstep: Class 18 contains 2862 members Mstep: Class 19 contains 4260 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 1711.512207 but Gain 1857.125000 Score: -8387802.000000 Penalty: 33428.300781 Iteration 40F: 19 clusters Score -8387802 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 18523 members Mstep: Class 3 contains 1086 members Mstep: Class 4 contains 1973 members Mstep: Class 5 contains 590 members Mstep: Class 6 contains 1000 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24911 members Mstep: Class 9 contains 810 members Mstep: Class 11 contains 6018 members Mstep: Class 12 contains 16645 members Mstep: Class 13 contains 508 members Mstep: Class 14 contains 5187 members Mstep: Class 15 contains 800 members Mstep: Class 16 contains 1000 members Mstep: Class 17 contains 3963 members Mstep: Class 18 contains 2852 members Mstep: Class 19 contains 4252 members Entering Unmasked Estep ConsiderDeletion Score: -8388828.000000 Penalty: 33428.300781 Iteration 41Q: 19 clusters Score -8388828 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 18527 members Mstep: Class 3 contains 1087 members Mstep: Class 4 contains 1958 members Mstep: Class 5 contains 662 members Mstep: Class 6 contains 999 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24934 members Mstep: Class 9 contains 813 members Mstep: Class 11 contains 6022 members Mstep: Class 12 contains 16636 members Mstep: Class 13 contains 508 members Mstep: Class 14 contains 5205 members Mstep: Class 15 contains 760 members Mstep: Class 16 contains 995 members Mstep: Class 17 contains 3933 members Mstep: Class 18 contains 2841 members Mstep: Class 19 contains 4241 members Entering Unmasked Estep ConsiderDeletion Score: -8389038.000000 Penalty: 33428.300781 Iteration 42Q: 19 clusters Score -8389038 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1087 members Mstep: Class 4 contains 1943 members Mstep: Class 5 contains 711 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24948 members Mstep: Class 9 contains 812 members Mstep: Class 11 contains 6023 members Mstep: Class 12 contains 16627 members Mstep: Class 13 contains 508 members Mstep: Class 14 contains 5217 members Mstep: Class 15 contains 731 members Mstep: Class 16 contains 992 members Mstep: Class 17 contains 3923 members Mstep: Class 18 contains 2836 members Mstep: Class 19 contains 4239 members Entering Unmasked Estep ConsiderDeletion Score: -8389130.000000 Penalty: 33428.300781 Iteration 43Q: 19 clusters Score -8389130 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1087 members Mstep: Class 4 contains 1930 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 996 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24956 members Mstep: Class 9 contains 811 members Mstep: Class 11 contains 6027 members Mstep: Class 12 contains 16622 members Mstep: Class 13 contains 508 members Mstep: Class 14 contains 5231 members Mstep: Class 15 contains 706 members Mstep: Class 16 contains 990 members Mstep: Class 17 contains 3911 members Mstep: Class 18 contains 2832 members Mstep: Class 19 contains 4239 members Entering Unmasked Estep ConsiderDeletion Score: -8389192.000000 Penalty: 33428.300781 Iteration 44Q: 19 clusters Score -8389192 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 18532 members Mstep: Class 3 contains 1087 members Mstep: Class 4 contains 1919 members Mstep: Class 5 contains 770 members Mstep: Class 6 contains 996 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24961 members Mstep: Class 9 contains 811 members Mstep: Class 11 contains 6031 members Mstep: Class 12 contains 16622 members Mstep: Class 13 contains 508 members Mstep: Class 14 contains 5242 members Mstep: Class 15 contains 691 members Mstep: Class 16 contains 990 members Mstep: Class 17 contains 3904 members Mstep: Class 18 contains 2829 members Mstep: Class 19 contains 4236 members Entering Unmasked Estep ConsiderDeletion Score: -8389217.000000 Penalty: 33428.300781 Iteration 45Q: 19 clusters Score -8389217 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1088 members Mstep: Class 4 contains 1914 members Mstep: Class 5 contains 785 members Mstep: Class 6 contains 996 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24962 members Mstep: Class 9 contains 811 members Mstep: Class 11 contains 6033 members Mstep: Class 12 contains 16621 members Mstep: Class 13 contains 508 members Mstep: Class 14 contains 5250 members Mstep: Class 15 contains 677 members Mstep: Class 16 contains 990 members Mstep: Class 17 contains 3900 members Mstep: Class 18 contains 2829 members Mstep: Class 19 contains 4235 members Entering Unmasked Estep ConsiderDeletion Score: -8389240.000000 Penalty: 33428.300781 Iteration 46Q: 19 clusters Score -8389240 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 18532 members Mstep: Class 3 contains 1088 members Mstep: Class 4 contains 1913 members Mstep: Class 5 contains 803 members Mstep: Class 6 contains 996 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24964 members Mstep: Class 9 contains 811 members Mstep: Class 11 contains 6031 members Mstep: Class 12 contains 16617 members Mstep: Class 13 contains 508 members Mstep: Class 14 contains 5253 members Mstep: Class 15 contains 664 members Mstep: Class 16 contains 990 members Mstep: Class 17 contains 3897 members Mstep: Class 18 contains 2828 members Mstep: Class 19 contains 4234 members Entering Unmasked Estep ConsiderDeletion Score: -8389269.000000 Penalty: 33428.300781 Iteration 47Q: 19 clusters Score -8389269 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 18534 members Mstep: Class 3 contains 1090 members Mstep: Class 4 contains 1912 members Mstep: Class 5 contains 816 members Mstep: Class 6 contains 996 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24968 members Mstep: Class 9 contains 811 members Mstep: Class 11 contains 6029 members Mstep: Class 12 contains 16611 members Mstep: Class 13 contains 508 members Mstep: Class 14 contains 5257 members Mstep: Class 15 contains 654 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3892 members Mstep: Class 18 contains 2828 members Mstep: Class 19 contains 4234 members Entering Unmasked Estep ConsiderDeletion Score: -8389263.000000 Penalty: 33428.300781 Iteration 48Q: 19 clusters Score -8389263 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 18534 members Mstep: Class 3 contains 1092 members Mstep: Class 4 contains 1909 members Mstep: Class 5 contains 826 members Mstep: Class 6 contains 996 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24970 members Mstep: Class 9 contains 811 members Mstep: Class 11 contains 6027 members Mstep: Class 12 contains 16606 members Mstep: Class 13 contains 508 members Mstep: Class 14 contains 5257 members Mstep: Class 15 contains 650 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3892 members Mstep: Class 18 contains 2828 members Mstep: Class 19 contains 4234 members Entering Unmasked Estep ConsiderDeletion Score: -8389280.000000 Penalty: 33428.300781 Iteration 49Q: 19 clusters Score -8389280 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 1096 members Mstep: Class 4 contains 1907 members Mstep: Class 5 contains 829 members Mstep: Class 6 contains 996 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24971 members Mstep: Class 9 contains 811 members Mstep: Class 11 contains 6028 members Mstep: Class 12 contains 16601 members Mstep: Class 13 contains 508 members Mstep: Class 14 contains 5257 members Mstep: Class 15 contains 646 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3893 members Mstep: Class 18 contains 2828 members Mstep: Class 19 contains 4234 members Entering Unmasked Estep ConsiderDeletion Score: -8389302.000000 Penalty: 33428.300781 Iteration 50Q: 19 clusters Score -8389302 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 18534 members Mstep: Class 3 contains 1102 members Mstep: Class 4 contains 1905 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 996 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24971 members Mstep: Class 9 contains 811 members Mstep: Class 11 contains 6028 members Mstep: Class 12 contains 16595 members Mstep: Class 13 contains 508 members Mstep: Class 14 contains 5257 members Mstep: Class 15 contains 642 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3898 members Mstep: Class 18 contains 2828 members Mstep: Class 19 contains 4234 members Entering Unmasked Estep ConsiderDeletion Score: -8389317.000000 Penalty: 33428.300781 Iteration 51Q: 19 clusters Score -8389317 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 1105 members Mstep: Class 4 contains 1904 members Mstep: Class 5 contains 838 members Mstep: Class 6 contains 996 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24973 members Mstep: Class 9 contains 811 members Mstep: Class 11 contains 6029 members Mstep: Class 12 contains 16592 members Mstep: Class 13 contains 508 members Mstep: Class 14 contains 5257 members Mstep: Class 15 contains 635 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3897 members Mstep: Class 18 contains 2828 members Mstep: Class 19 contains 4233 members Entering Unmasked Estep ConsiderDeletion Score: -8389348.000000 Penalty: 33428.300781 Iteration 52Q: 19 clusters Score -8389348 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 1107 members Mstep: Class 4 contains 1902 members Mstep: Class 5 contains 845 members Mstep: Class 6 contains 996 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24972 members Mstep: Class 9 contains 811 members Mstep: Class 11 contains 6030 members Mstep: Class 12 contains 16588 members Mstep: Class 13 contains 508 members Mstep: Class 14 contains 5258 members Mstep: Class 15 contains 631 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3897 members Mstep: Class 18 contains 2828 members Mstep: Class 19 contains 4233 members Entering Unmasked Estep ConsiderDeletion Score: -8389329.000000 Penalty: 33428.300781 Iteration 53Q: 19 clusters Score -8389329 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 18538 members Mstep: Class 3 contains 1109 members Mstep: Class 4 contains 1898 members Mstep: Class 5 contains 856 members Mstep: Class 6 contains 996 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24970 members Mstep: Class 9 contains 811 members Mstep: Class 11 contains 6033 members Mstep: Class 12 contains 16580 members Mstep: Class 13 contains 508 members Mstep: Class 14 contains 5259 members Mstep: Class 15 contains 631 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3892 members Mstep: Class 18 contains 2828 members Mstep: Class 19 contains 4232 members Entering Unmasked Estep ConsiderDeletion Score: -8389326.000000 Penalty: 33428.300781 Iteration 54Q: 19 clusters Score -8389326 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 18538 members Mstep: Class 3 contains 1109 members Mstep: Class 4 contains 1895 members Mstep: Class 5 contains 862 members Mstep: Class 6 contains 996 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24970 members Mstep: Class 9 contains 811 members Mstep: Class 11 contains 6035 members Mstep: Class 12 contains 16577 members Mstep: Class 13 contains 508 members Mstep: Class 14 contains 5260 members Mstep: Class 15 contains 628 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3893 members Mstep: Class 18 contains 2828 members Mstep: Class 19 contains 4232 members Entering Unmasked Estep ConsiderDeletion Score: -8389332.000000 Penalty: 33428.300781 Iteration 55Q: 19 clusters Score -8389332 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 18537 members Mstep: Class 3 contains 1110 members Mstep: Class 4 contains 1893 members Mstep: Class 5 contains 864 members Mstep: Class 6 contains 996 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24970 members Mstep: Class 9 contains 811 members Mstep: Class 11 contains 6038 members Mstep: Class 12 contains 16574 members Mstep: Class 13 contains 508 members Mstep: Class 14 contains 5260 members Mstep: Class 15 contains 628 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3893 members Mstep: Class 18 contains 2828 members Mstep: Class 19 contains 4232 members Entering Unmasked Estep ConsiderDeletion Score: -8389353.000000 Penalty: 33428.300781 Iteration 56Q: 19 clusters Score -8389353 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 18537 members Mstep: Class 3 contains 1111 members Mstep: Class 4 contains 1890 members Mstep: Class 5 contains 866 members Mstep: Class 6 contains 996 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24970 members Mstep: Class 9 contains 811 members Mstep: Class 11 contains 6039 members Mstep: Class 12 contains 16574 members Mstep: Class 13 contains 508 members Mstep: Class 14 contains 5260 members Mstep: Class 15 contains 627 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3893 members Mstep: Class 18 contains 2828 members Mstep: Class 19 contains 4232 members Entering Unmasked Estep ConsiderDeletion Score: -8389357.000000 Penalty: 33428.300781 Iteration 57Q: 19 clusters Score -8389357 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 18537 members Mstep: Class 3 contains 1112 members Mstep: Class 4 contains 1887 members Mstep: Class 5 contains 872 members Mstep: Class 6 contains 996 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24971 members Mstep: Class 9 contains 811 members Mstep: Class 11 contains 6038 members Mstep: Class 12 contains 16575 members Mstep: Class 13 contains 508 members Mstep: Class 14 contains 5260 members Mstep: Class 15 contains 622 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3893 members Mstep: Class 18 contains 2828 members Mstep: Class 19 contains 4232 members Entering Unmasked Estep ConsiderDeletion Score: -8389361.000000 Penalty: 33428.300781 Iteration 58Q: 19 clusters Score -8389361 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 18537 members Mstep: Class 3 contains 1112 members Mstep: Class 4 contains 1883 members Mstep: Class 5 contains 874 members Mstep: Class 6 contains 996 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24971 members Mstep: Class 9 contains 811 members Mstep: Class 11 contains 6040 members Mstep: Class 12 contains 16575 members Mstep: Class 13 contains 508 members Mstep: Class 14 contains 5260 members Mstep: Class 15 contains 622 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3893 members Mstep: Class 18 contains 2828 members Mstep: Class 19 contains 4232 members Entering Unmasked Estep ConsiderDeletion Score: -8389365.000000 Penalty: 33428.300781 Iteration 59Q: 19 clusters Score -8389365 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 18537 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 1880 members Mstep: Class 5 contains 878 members Mstep: Class 6 contains 996 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24971 members Mstep: Class 9 contains 810 members Mstep: Class 11 contains 6041 members Mstep: Class 12 contains 16574 members Mstep: Class 13 contains 508 members Mstep: Class 14 contains 5260 members Mstep: Class 15 contains 621 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3893 members Mstep: Class 18 contains 2828 members Mstep: Class 19 contains 4232 members Entering Unmasked Estep ConsiderDeletion Score: -8389460.000000 Penalty: 33428.300781 Iteration 60F: 19 clusters Score -8389460 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 18537 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1877 members Mstep: Class 5 contains 894 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24971 members Mstep: Class 9 contains 810 members Mstep: Class 11 contains 6040 members Mstep: Class 12 contains 16572 members Mstep: Class 13 contains 508 members Mstep: Class 14 contains 5260 members Mstep: Class 15 contains 628 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3892 members Mstep: Class 18 contains 2825 members Mstep: Class 19 contains 4219 members Entering Unmasked Estep ConsiderDeletion Score: -8389563.000000 Penalty: 33428.300781 Iteration 61Q: 19 clusters Score -8389563 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 18537 members Mstep: Class 3 contains 1115 members Mstep: Class 4 contains 1874 members Mstep: Class 5 contains 905 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24980 members Mstep: Class 9 contains 810 members Mstep: Class 11 contains 6040 members Mstep: Class 12 contains 16567 members Mstep: Class 13 contains 508 members Mstep: Class 14 contains 5261 members Mstep: Class 15 contains 629 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3893 members Mstep: Class 18 contains 2825 members Mstep: Class 19 contains 4203 members Entering Unmasked Estep ConsiderDeletion Score: -8389622.000000 Penalty: 33428.300781 Iteration 62Q: 19 clusters Score -8389622 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 18538 members Mstep: Class 3 contains 1116 members Mstep: Class 4 contains 1872 members Mstep: Class 5 contains 908 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24990 members Mstep: Class 9 contains 810 members Mstep: Class 11 contains 6042 members Mstep: Class 12 contains 16562 members Mstep: Class 13 contains 508 members Mstep: Class 14 contains 5261 members Mstep: Class 15 contains 620 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3899 members Mstep: Class 18 contains 2825 members Mstep: Class 19 contains 4197 members Entering Unmasked Estep ConsiderDeletion Score: -8389670.000000 Penalty: 33428.300781 Iteration 63Q: 19 clusters Score -8389670 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 18539 members Mstep: Class 3 contains 1115 members Mstep: Class 4 contains 1868 members Mstep: Class 5 contains 917 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24995 members Mstep: Class 9 contains 810 members Mstep: Class 11 contains 6041 members Mstep: Class 12 contains 16561 members Mstep: Class 13 contains 508 members Mstep: Class 14 contains 5261 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3901 members Mstep: Class 18 contains 2825 members Mstep: Class 19 contains 4195 members Entering Unmasked Estep ConsiderDeletion Score: -8389670.000000 Penalty: 33428.300781 Iteration 64Q: 19 clusters Score -8389670 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 18540 members Mstep: Class 3 contains 1115 members Mstep: Class 4 contains 1868 members Mstep: Class 5 contains 918 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 24999 members Mstep: Class 9 contains 809 members Mstep: Class 11 contains 6038 members Mstep: Class 12 contains 16561 members Mstep: Class 13 contains 508 members Mstep: Class 14 contains 5262 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3901 members Mstep: Class 18 contains 2825 members Mstep: Class 19 contains 4192 members Entering Unmasked Estep ConsiderDeletion Score: -8389678.000000 Penalty: 33428.300781 Iteration 65Q: 19 clusters Score -8389678 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 18539 members Mstep: Class 3 contains 1115 members Mstep: Class 4 contains 1868 members Mstep: Class 5 contains 926 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 25001 members Mstep: Class 9 contains 809 members Mstep: Class 11 contains 6037 members Mstep: Class 12 contains 16559 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 5263 members Mstep: Class 15 contains 608 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3900 members Mstep: Class 18 contains 2825 members Mstep: Class 19 contains 4192 members Entering Unmasked Estep ConsiderDeletion Score: -8389693.000000 Penalty: 33428.300781 Iteration 66Q: 19 clusters Score -8389693 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 18539 members Mstep: Class 3 contains 1115 members Mstep: Class 4 contains 1868 members Mstep: Class 5 contains 933 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 25003 members Mstep: Class 9 contains 809 members Mstep: Class 11 contains 6035 members Mstep: Class 12 contains 16556 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 5264 members Mstep: Class 15 contains 606 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3899 members Mstep: Class 18 contains 2825 members Mstep: Class 19 contains 4191 members Entering Unmasked Estep ConsiderDeletion Score: -8389706.000000 Penalty: 33428.300781 Iteration 67Q: 19 clusters Score -8389706 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 18539 members Mstep: Class 3 contains 1115 members Mstep: Class 4 contains 1867 members Mstep: Class 5 contains 938 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 25005 members Mstep: Class 9 contains 809 members Mstep: Class 11 contains 6033 members Mstep: Class 12 contains 16554 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 5264 members Mstep: Class 15 contains 603 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3900 members Mstep: Class 18 contains 2825 members Mstep: Class 19 contains 4191 members Entering Unmasked Estep ConsiderDeletion Score: -8389717.000000 Penalty: 33428.300781 Iteration 68Q: 19 clusters Score -8389717 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 18539 members Mstep: Class 3 contains 1115 members Mstep: Class 4 contains 1867 members Mstep: Class 5 contains 945 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 25006 members Mstep: Class 9 contains 809 members Mstep: Class 11 contains 6031 members Mstep: Class 12 contains 16552 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 5264 members Mstep: Class 15 contains 600 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3900 members Mstep: Class 18 contains 2824 members Mstep: Class 19 contains 4191 members Entering Unmasked Estep ConsiderDeletion Score: -8389719.000000 Penalty: 33428.300781 Iteration 69Q: 19 clusters Score -8389719 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 18539 members Mstep: Class 3 contains 1115 members Mstep: Class 4 contains 1867 members Mstep: Class 5 contains 951 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 25005 members Mstep: Class 9 contains 809 members Mstep: Class 11 contains 6029 members Mstep: Class 12 contains 16551 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 5264 members Mstep: Class 15 contains 599 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3899 members Mstep: Class 18 contains 2824 members Mstep: Class 19 contains 4191 members Entering Unmasked Estep ConsiderDeletion Score: -8389730.000000 Penalty: 33428.300781 Iteration 70Q: 19 clusters Score -8389730 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 18539 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1866 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 25005 members Mstep: Class 9 contains 809 members Mstep: Class 11 contains 6027 members Mstep: Class 12 contains 16549 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 5264 members Mstep: Class 15 contains 598 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3898 members Mstep: Class 18 contains 2824 members Mstep: Class 19 contains 4191 members Entering Unmasked Estep ConsiderDeletion Score: -8389727.000000 Penalty: 33428.300781 Iteration 71Q: 19 clusters Score -8389727 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 18539 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 961 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 25004 members Mstep: Class 9 contains 809 members Mstep: Class 11 contains 6027 members Mstep: Class 12 contains 16548 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 5264 members Mstep: Class 15 contains 599 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3898 members Mstep: Class 18 contains 2824 members Mstep: Class 19 contains 4191 members Entering Unmasked Estep ConsiderDeletion Score: -8389726.000000 Penalty: 33428.300781 Iteration 72Q: 19 clusters Score -8389726 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 18539 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1864 members Mstep: Class 5 contains 965 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 25005 members Mstep: Class 9 contains 809 members Mstep: Class 11 contains 6025 members Mstep: Class 12 contains 16547 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 5264 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3899 members Mstep: Class 18 contains 2824 members Mstep: Class 19 contains 4191 members Entering Unmasked Estep ConsiderDeletion Score: -8389721.000000 Penalty: 33428.300781 Iteration 73Q: 19 clusters Score -8389721 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 18539 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1864 members Mstep: Class 5 contains 968 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 25006 members Mstep: Class 9 contains 809 members Mstep: Class 11 contains 6024 members Mstep: Class 12 contains 16546 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 5264 members Mstep: Class 15 contains 595 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3899 members Mstep: Class 18 contains 2824 members Mstep: Class 19 contains 4191 members Entering Unmasked Estep ConsiderDeletion Score: -8389725.000000 Penalty: 33428.300781 Iteration 74Q: 19 clusters Score -8389725 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 18539 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1864 members Mstep: Class 5 contains 970 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 25006 members Mstep: Class 9 contains 809 members Mstep: Class 11 contains 6024 members Mstep: Class 12 contains 16545 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 5264 members Mstep: Class 15 contains 595 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3899 members Mstep: Class 18 contains 2824 members Mstep: Class 19 contains 4191 members Entering Unmasked Estep ConsiderDeletion Score: -8389729.000000 Penalty: 33428.300781 Iteration 75Q: 19 clusters Score -8389729 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 18539 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1864 members Mstep: Class 5 contains 970 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 25006 members Mstep: Class 9 contains 809 members Mstep: Class 11 contains 6024 members Mstep: Class 12 contains 16545 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 5264 members Mstep: Class 15 contains 595 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3899 members Mstep: Class 18 contains 2824 members Mstep: Class 19 contains 4191 members Entering Unmasked Estep ConsiderDeletion Score: -8389731.000000 Penalty: 33428.300781 Iteration 76F: 19 clusters Score -8389731 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 18539 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1864 members Mstep: Class 5 contains 970 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 25006 members Mstep: Class 9 contains 809 members Mstep: Class 11 contains 6024 members Mstep: Class 12 contains 16545 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 5264 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3899 members Mstep: Class 18 contains 2824 members Mstep: Class 19 contains 4190 members Entering Unmasked Estep ConsiderDeletion Score: -8389751.000000 Penalty: 33428.300781 Iteration 77Q: 19 clusters Score -8389751 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 18540 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1864 members Mstep: Class 5 contains 970 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 25010 members Mstep: Class 9 contains 809 members Mstep: Class 11 contains 6024 members Mstep: Class 12 contains 16545 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 5264 members Mstep: Class 15 contains 592 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3900 members Mstep: Class 18 contains 2824 members Mstep: Class 19 contains 4189 members Entering Unmasked Estep ConsiderDeletion Score: -8389744.000000 Penalty: 33428.300781 Iteration 78Q: 19 clusters Score -8389744 nChanged 5 Entering ConstructFrom: Score: -8389744.000000 Penalty: 33428.300781 Entering ConstructFrom: Trying to split cluster 1 (1030 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Entering Unmasked Estep Score: -96229.023438 Penalty: 1127.313477 Iteration 0F: 2 clusters Score -96229.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -94756.820312 Penalty: 2254.626953 Iteration 0F: 3 clusters Score -94756.82 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -95043.015625 Penalty: 2254.626953 Iteration 1F: 3 clusters Score -95043.02 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -95118.585938 Penalty: 2254.626953 Iteration 2F: 3 clusters Score -95118.59 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -95170.898438 Penalty: 2254.626953 Iteration 3Q: 3 clusters Score -95170.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -95191.210938 Penalty: 2254.626953 Iteration 4Q: 3 clusters Score -95191.21 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -95209.117188 Penalty: 2254.626953 Iteration 5Q: 3 clusters Score -95209.12 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -95221.437500 Penalty: 2254.626953 Iteration 6Q: 3 clusters Score -95221.44 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -95226.468750 Penalty: 2254.626953 Iteration 7Q: 3 clusters Score -95226.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -95229.195312 Penalty: 2254.626953 Iteration 8Q: 3 clusters Score -95229.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -95235.382812 Penalty: 2254.626953 Iteration 9Q: 3 clusters Score -95235.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -95238.093750 Penalty: 2254.626953 Iteration 10Q: 3 clusters Score -95238.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -95240.484375 Penalty: 2254.626953 Iteration 11Q: 3 clusters Score -95240.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -95240.687500 Penalty: 2254.626953 Iteration 12Q: 3 clusters Score -95240.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -95242.101562 Penalty: 2254.626953 Iteration 13Q: 3 clusters Score -95242.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -95242.750000 Penalty: 2254.626953 Iteration 14Q: 3 clusters Score -95242.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -95242.750000 Penalty: 2254.626953 Iteration 15F: 3 clusters Score -95242.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (18540 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18540 members Entering Unmasked Estep Score: -1796288.250000 Penalty: 1596.999023 Iteration 0F: 2 clusters Score -1796288 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9274 members Mstep: Class 2 contains 9266 members Entering Unmasked Estep Score: -1783667.250000 Penalty: 3193.998047 Iteration 0F: 3 clusters Score -1783667 nChanged 8347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8931 members Mstep: Class 2 contains 9609 members Entering Unmasked Estep Score: -1788368.875000 Penalty: 3193.998047 Iteration 1F: 3 clusters Score -1788369 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8522 members Mstep: Class 2 contains 10018 members Entering Unmasked Estep Score: -1789249.500000 Penalty: 3193.998047 Iteration 2F: 3 clusters Score -1789250 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7924 members Mstep: Class 2 contains 10616 members Entering Unmasked Estep Score: -1790410.750000 Penalty: 3193.998047 Iteration 3F: 3 clusters Score -1790411 nChanged 1513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7167 members Mstep: Class 2 contains 11373 members Entering Unmasked Estep Score: -1791591.375000 Penalty: 3193.998047 Iteration 4F: 3 clusters Score -1791591 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6462 members Mstep: Class 2 contains 12078 members Entering Unmasked Estep Score: -1792581.625000 Penalty: 3193.998047 Iteration 5F: 3 clusters Score -1792582 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5826 members Mstep: Class 2 contains 12714 members Entering Unmasked Estep Score: -1793316.250000 Penalty: 3193.998047 Iteration 6F: 3 clusters Score -1793316 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5320 members Mstep: Class 2 contains 13220 members Entering Unmasked Estep Score: -1793842.625000 Penalty: 3193.998047 Iteration 7Q: 3 clusters Score -1793843 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 13600 members Entering Unmasked Estep Score: -1794227.250000 Penalty: 3193.998047 Iteration 8Q: 3 clusters Score -1794227 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 13913 members Entering Unmasked Estep Score: -1794520.750000 Penalty: 3193.998047 Iteration 9Q: 3 clusters Score -1794521 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 14187 members Entering Unmasked Estep Score: -1794721.500000 Penalty: 3193.998047 Iteration 10Q: 3 clusters Score -1794722 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 14414 members Entering Unmasked Estep Score: -1794866.000000 Penalty: 3193.998047 Iteration 11Q: 3 clusters Score -1794866 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 14639 members Entering Unmasked Estep Score: -1794985.750000 Penalty: 3193.998047 Iteration 12Q: 3 clusters Score -1794986 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 14846 members Entering Unmasked Estep Score: -1795106.125000 Penalty: 3193.998047 Iteration 13Q: 3 clusters Score -1795106 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 15062 members Entering Unmasked Estep Score: -1795237.625000 Penalty: 3193.998047 Iteration 14Q: 3 clusters Score -1795238 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 15260 members Entering Unmasked Estep Score: -1795355.750000 Penalty: 3193.998047 Iteration 15Q: 3 clusters Score -1795356 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 15437 members Entering Unmasked Estep Score: -1795444.625000 Penalty: 3193.998047 Iteration 16Q: 3 clusters Score -1795445 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 15591 members Entering Unmasked Estep Score: -1795515.750000 Penalty: 3193.998047 Iteration 17Q: 3 clusters Score -1795516 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 15739 members Entering Unmasked Estep Score: -1795576.625000 Penalty: 3193.998047 Iteration 18Q: 3 clusters Score -1795577 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 15865 members Entering Unmasked Estep Score: -1795623.250000 Penalty: 3193.998047 Iteration 19Q: 3 clusters Score -1795623 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 15979 members Entering Unmasked Estep Score: -1795659.875000 Penalty: 3193.998047 Iteration 20F: 3 clusters Score -1795660 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 16076 members Entering Unmasked Estep Score: -1795696.500000 Penalty: 3193.998047 Iteration 21Q: 3 clusters Score -1795696 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 16152 members Entering Unmasked Estep Score: -1795720.500000 Penalty: 3193.998047 Iteration 22Q: 3 clusters Score -1795720 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 16222 members Entering Unmasked Estep Score: -1795744.875000 Penalty: 3193.998047 Iteration 23Q: 3 clusters Score -1795745 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 16282 members Entering Unmasked Estep Score: -1795768.000000 Penalty: 3193.998047 Iteration 24Q: 3 clusters Score -1795768 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 16337 members Entering Unmasked Estep Score: -1795789.875000 Penalty: 3193.998047 Iteration 25Q: 3 clusters Score -1795790 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 16391 members Entering Unmasked Estep Score: -1795810.875000 Penalty: 3193.998047 Iteration 26Q: 3 clusters Score -1795811 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 16445 members Entering Unmasked Estep Score: -1795830.125000 Penalty: 3193.998047 Iteration 27Q: 3 clusters Score -1795830 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 16499 members Entering Unmasked Estep Score: -1795843.000000 Penalty: 3193.998047 Iteration 28Q: 3 clusters Score -1795843 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 16541 members Entering Unmasked Estep Score: -1795857.750000 Penalty: 3193.998047 Iteration 29Q: 3 clusters Score -1795858 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 16579 members Entering Unmasked Estep Score: -1795866.625000 Penalty: 3193.998047 Iteration 30Q: 3 clusters Score -1795867 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 16609 members Entering Unmasked Estep Score: -1795876.500000 Penalty: 3193.998047 Iteration 31Q: 3 clusters Score -1795876 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 16635 members Entering Unmasked Estep Score: -1795892.375000 Penalty: 3193.998047 Iteration 32Q: 3 clusters Score -1795892 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 16667 members Entering Unmasked Estep Score: -1795902.125000 Penalty: 3193.998047 Iteration 33Q: 3 clusters Score -1795902 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 16703 members Entering Unmasked Estep Score: -1795916.125000 Penalty: 3193.998047 Iteration 34Q: 3 clusters Score -1795916 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 16739 members Entering Unmasked Estep Score: -1795923.250000 Penalty: 3193.998047 Iteration 35Q: 3 clusters Score -1795923 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 16765 members Entering Unmasked Estep Score: -1795931.625000 Penalty: 3193.998047 Iteration 36Q: 3 clusters Score -1795932 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 16795 members Entering Unmasked Estep Score: -1795936.750000 Penalty: 3193.998047 Iteration 37Q: 3 clusters Score -1795937 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 16823 members Entering Unmasked Estep Score: -1795945.125000 Penalty: 3193.998047 Iteration 38Q: 3 clusters Score -1795945 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 16850 members Entering Unmasked Estep Score: -1795950.750000 Penalty: 3193.998047 Iteration 39Q: 3 clusters Score -1795951 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 16864 members Entering Unmasked Estep Score: -1795955.625000 Penalty: 3193.998047 Iteration 40F: 3 clusters Score -1795956 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 16874 members Entering Unmasked Estep Score: -1795958.500000 Penalty: 3193.998047 Iteration 41Q: 3 clusters Score -1795958 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 16878 members Entering Unmasked Estep Score: -1795957.375000 Penalty: 3193.998047 Iteration 42Q: 3 clusters Score -1795957 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 16881 members Entering Unmasked Estep Score: -1795957.625000 Penalty: 3193.998047 Iteration 43Q: 3 clusters Score -1795958 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 16881 members Entering Unmasked Estep Score: -1795957.625000 Penalty: 3193.998047 Iteration 44F: 3 clusters Score -1795958 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Entering Unmasked Estep Score: -101589.320312 Penalty: 1140.053223 Iteration 0F: 2 clusters Score -101589.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -100068.234375 Penalty: 2280.106445 Iteration 0F: 3 clusters Score -100068.2 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -100350.835938 Penalty: 2280.106445 Iteration 1F: 3 clusters Score -100350.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -100428.492188 Penalty: 2280.106445 Iteration 2F: 3 clusters Score -100428.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -100469.312500 Penalty: 2280.106445 Iteration 3Q: 3 clusters Score -100469.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -100495.578125 Penalty: 2280.106445 Iteration 4Q: 3 clusters Score -100495.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -100511.640625 Penalty: 2280.106445 Iteration 5Q: 3 clusters Score -100511.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -100526.171875 Penalty: 2280.106445 Iteration 6Q: 3 clusters Score -100526.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -100537.265625 Penalty: 2280.106445 Iteration 7Q: 3 clusters Score -100537.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -100546.039062 Penalty: 2280.106445 Iteration 8Q: 3 clusters Score -100546 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -100554.343750 Penalty: 2280.106445 Iteration 9Q: 3 clusters Score -100554.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -100558.679688 Penalty: 2280.106445 Iteration 10Q: 3 clusters Score -100558.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -100568.523438 Penalty: 2280.106445 Iteration 11Q: 3 clusters Score -100568.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -100573.539062 Penalty: 2280.106445 Iteration 12Q: 3 clusters Score -100573.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -100576.453125 Penalty: 2280.106445 Iteration 13Q: 3 clusters Score -100576.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -100578.304688 Penalty: 2280.106445 Iteration 14Q: 3 clusters Score -100578.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -100580.515625 Penalty: 2280.106445 Iteration 15Q: 3 clusters Score -100580.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -100581.859375 Penalty: 2280.106445 Iteration 16Q: 3 clusters Score -100581.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -100581.859375 Penalty: 2280.106445 Iteration 17F: 3 clusters Score -100581.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1864 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Entering Unmasked Estep Score: -174993.578125 Penalty: 1223.703003 Iteration 0F: 2 clusters Score -174993.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -172954.859375 Penalty: 2447.406006 Iteration 0F: 3 clusters Score -172954.9 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -173460.296875 Penalty: 2447.406006 Iteration 1F: 3 clusters Score -173460.3 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -173673.031250 Penalty: 2447.406006 Iteration 2F: 3 clusters Score -173673 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -173813.609375 Penalty: 2447.406006 Iteration 3F: 3 clusters Score -173813.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -173904.125000 Penalty: 2447.406006 Iteration 4F: 3 clusters Score -173904.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -173989.421875 Penalty: 2447.406006 Iteration 5Q: 3 clusters Score -173989.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -174068.000000 Penalty: 2447.406006 Iteration 6Q: 3 clusters Score -174068 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -174166.437500 Penalty: 2447.406006 Iteration 7Q: 3 clusters Score -174166.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -174243.093750 Penalty: 2447.406006 Iteration 8Q: 3 clusters Score -174243.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -174290.703125 Penalty: 2447.406006 Iteration 9Q: 3 clusters Score -174290.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -174333.953125 Penalty: 2447.406006 Iteration 10Q: 3 clusters Score -174334 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -174365.906250 Penalty: 2447.406006 Iteration 11Q: 3 clusters Score -174365.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -174390.671875 Penalty: 2447.406006 Iteration 12Q: 3 clusters Score -174390.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -174410.687500 Penalty: 2447.406006 Iteration 13Q: 3 clusters Score -174410.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -174426.828125 Penalty: 2447.406006 Iteration 14Q: 3 clusters Score -174426.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -174441.671875 Penalty: 2447.406006 Iteration 15Q: 3 clusters Score -174441.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -174446.750000 Penalty: 2447.406006 Iteration 16Q: 3 clusters Score -174446.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -174452.515625 Penalty: 2447.406006 Iteration 17Q: 3 clusters Score -174452.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -174467.531250 Penalty: 2447.406006 Iteration 18Q: 3 clusters Score -174467.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -174487.765625 Penalty: 2447.406006 Iteration 19Q: 3 clusters Score -174487.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -174517.734375 Penalty: 2447.406006 Iteration 20F: 3 clusters Score -174517.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -174569.281250 Penalty: 2447.406006 Iteration 21Q: 3 clusters Score -174569.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -174630.500000 Penalty: 2447.406006 Iteration 22Q: 3 clusters Score -174630.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -174687.875000 Penalty: 2447.406006 Iteration 23Q: 3 clusters Score -174687.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -174721.062500 Penalty: 2447.406006 Iteration 24Q: 3 clusters Score -174721.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -174742.218750 Penalty: 2447.406006 Iteration 25Q: 3 clusters Score -174742.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -174750.453125 Penalty: 2447.406006 Iteration 26Q: 3 clusters Score -174750.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -174756.343750 Penalty: 2447.406006 Iteration 27Q: 3 clusters Score -174756.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -174763.265625 Penalty: 2447.406006 Iteration 28Q: 3 clusters Score -174763.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -174769.250000 Penalty: 2447.406006 Iteration 29Q: 3 clusters Score -174769.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -174770.500000 Penalty: 2447.406006 Iteration 30Q: 3 clusters Score -174770.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -174773.828125 Penalty: 2447.406006 Iteration 31Q: 3 clusters Score -174773.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -174774.765625 Penalty: 2447.406006 Iteration 32Q: 3 clusters Score -174774.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -174775.734375 Penalty: 2447.406006 Iteration 33Q: 3 clusters Score -174775.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -174775.734375 Penalty: 2447.406006 Iteration 34F: 3 clusters Score -174775.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Entering Unmasked Estep Score: -80843.414062 Penalty: 1117.895386 Iteration 0F: 2 clusters Score -80843.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -79443.632812 Penalty: 2235.790771 Iteration 0F: 3 clusters Score -79443.63 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -79735.468750 Penalty: 2235.790771 Iteration 1F: 3 clusters Score -79735.47 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -79831.164062 Penalty: 2235.790771 Iteration 2F: 3 clusters Score -79831.16 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -79882.906250 Penalty: 2235.790771 Iteration 3Q: 3 clusters Score -79882.91 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -79956.640625 Penalty: 2235.790771 Iteration 4Q: 3 clusters Score -79956.64 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -80035.562500 Penalty: 2235.790771 Iteration 5Q: 3 clusters Score -80035.56 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -80104.500000 Penalty: 2235.790771 Iteration 6Q: 3 clusters Score -80104.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -80182.468750 Penalty: 2235.790771 Iteration 7Q: 3 clusters Score -80182.47 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -80236.156250 Penalty: 2235.790771 Iteration 8Q: 3 clusters Score -80236.16 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -80273.289062 Penalty: 2235.790771 Iteration 9Q: 3 clusters Score -80273.29 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -80297.742188 Penalty: 2235.790771 Iteration 10Q: 3 clusters Score -80297.74 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -80307.398438 Penalty: 2235.790771 Iteration 11Q: 3 clusters Score -80307.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -80311.515625 Penalty: 2235.790771 Iteration 12Q: 3 clusters Score -80311.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -80311.515625 Penalty: 2235.790771 Iteration 13F: 3 clusters Score -80311.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (995 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Entering Unmasked Estep Score: -94014.375000 Penalty: 1121.695679 Iteration 0F: 2 clusters Score -94014.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -92577.242188 Penalty: 2243.391357 Iteration 0F: 3 clusters Score -92577.24 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -92788.609375 Penalty: 2243.391357 Iteration 1F: 3 clusters Score -92788.61 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -92863.703125 Penalty: 2243.391357 Iteration 2F: 3 clusters Score -92863.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -92915.304688 Penalty: 2243.391357 Iteration 3Q: 3 clusters Score -92915.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -92970.179688 Penalty: 2243.391357 Iteration 4Q: 3 clusters Score -92970.18 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -93003.554688 Penalty: 2243.391357 Iteration 5Q: 3 clusters Score -93003.55 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -93037.718750 Penalty: 2243.391357 Iteration 6Q: 3 clusters Score -93037.72 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -93095.718750 Penalty: 2243.391357 Iteration 7Q: 3 clusters Score -93095.72 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -93143.601562 Penalty: 2243.391357 Iteration 8Q: 3 clusters Score -93143.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -93169.109375 Penalty: 2243.391357 Iteration 9Q: 3 clusters Score -93169.11 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -93201.484375 Penalty: 2243.391357 Iteration 10Q: 3 clusters Score -93201.48 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -93234.992188 Penalty: 2243.391357 Iteration 11Q: 3 clusters Score -93234.99 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -93255.664062 Penalty: 2243.391357 Iteration 12Q: 3 clusters Score -93255.66 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -93274.648438 Penalty: 2243.391357 Iteration 13Q: 3 clusters Score -93274.65 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -93293.179688 Penalty: 2243.391357 Iteration 14Q: 3 clusters Score -93293.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -93298.328125 Penalty: 2243.391357 Iteration 15Q: 3 clusters Score -93298.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -93303.765625 Penalty: 2243.391357 Iteration 16Q: 3 clusters Score -93303.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -93308.250000 Penalty: 2243.391357 Iteration 17Q: 3 clusters Score -93308.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -93311.070312 Penalty: 2243.391357 Iteration 18Q: 3 clusters Score -93311.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -93315.281250 Penalty: 2243.391357 Iteration 19Q: 3 clusters Score -93315.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -93317.234375 Penalty: 2243.391357 Iteration 20F: 3 clusters Score -93317.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (727 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Entering Unmasked Estep Score: -69402.054688 Penalty: 1070.700562 Iteration 0F: 2 clusters Score -69402.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -68134.632812 Penalty: 2141.401123 Iteration 0F: 3 clusters Score -68134.63 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -68331.382812 Penalty: 2141.401123 Iteration 1F: 3 clusters Score -68331.38 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -68407.828125 Penalty: 2141.401123 Iteration 2F: 3 clusters Score -68407.83 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -68461.968750 Penalty: 2141.401123 Iteration 3Q: 3 clusters Score -68461.97 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -68487.000000 Penalty: 2141.401123 Iteration 4Q: 3 clusters Score -68487 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -68502.757812 Penalty: 2141.401123 Iteration 5Q: 3 clusters Score -68502.76 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -68519.296875 Penalty: 2141.401123 Iteration 6Q: 3 clusters Score -68519.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -68524.664062 Penalty: 2141.401123 Iteration 7Q: 3 clusters Score -68524.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -68530.210938 Penalty: 2141.401123 Iteration 8Q: 3 clusters Score -68530.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -68534.390625 Penalty: 2141.401123 Iteration 9Q: 3 clusters Score -68534.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -68541.390625 Penalty: 2141.401123 Iteration 10Q: 3 clusters Score -68541.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -68542.156250 Penalty: 2141.401123 Iteration 11Q: 3 clusters Score -68542.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -68543.062500 Penalty: 2141.401123 Iteration 12Q: 3 clusters Score -68543.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -68543.062500 Penalty: 2141.401123 Iteration 13F: 3 clusters Score -68543.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (25011 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25011 members Entering Unmasked Estep Score: -2261921.500000 Penalty: 1645.649048 Iteration 0F: 2 clusters Score -2261922 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12377 members Mstep: Class 2 contains 12634 members Entering Unmasked Estep Score: -2245084.500000 Penalty: 3291.298096 Iteration 0F: 3 clusters Score -2245084 nChanged 11331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11542 members Mstep: Class 2 contains 13469 members Entering Unmasked Estep Score: -2251807.250000 Penalty: 3291.298096 Iteration 1F: 3 clusters Score -2251807 nChanged 1473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 13946 members Entering Unmasked Estep Score: -2252535.000000 Penalty: 3291.298096 Iteration 2F: 3 clusters Score -2252535 nChanged 1518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10415 members Mstep: Class 2 contains 14596 members Entering Unmasked Estep Score: -2253397.250000 Penalty: 3291.298096 Iteration 3F: 3 clusters Score -2253397 nChanged 1535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9640 members Mstep: Class 2 contains 15371 members Entering Unmasked Estep Score: -2254379.000000 Penalty: 3291.298096 Iteration 4F: 3 clusters Score -2254379 nChanged 1626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8688 members Mstep: Class 2 contains 16323 members Entering Unmasked Estep Score: -2255732.000000 Penalty: 3291.298096 Iteration 5F: 3 clusters Score -2255732 nChanged 1543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7859 members Mstep: Class 2 contains 17152 members Entering Unmasked Estep Score: -2257619.750000 Penalty: 3291.298096 Iteration 6F: 3 clusters Score -2257620 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7606 members Mstep: Class 2 contains 17405 members Entering Unmasked Estep Score: -2259396.500000 Penalty: 3291.298096 Iteration 7Q: 3 clusters Score -2259396 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8087 members Mstep: Class 2 contains 16924 members Entering Unmasked Estep Score: -2260326.000000 Penalty: 3291.298096 Iteration 8Q: 3 clusters Score -2260326 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8767 members Mstep: Class 2 contains 16244 members Entering Unmasked Estep Score: -2260950.250000 Penalty: 3291.298096 Iteration 9Q: 3 clusters Score -2260950 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9591 members Mstep: Class 2 contains 15420 members Entering Unmasked Estep Score: -2261503.000000 Penalty: 3291.298096 Iteration 10Q: 3 clusters Score -2261503 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10496 members Mstep: Class 2 contains 14515 members Entering Unmasked Estep Score: -2262104.000000 Penalty: 3291.298096 Iteration 11Q: 3 clusters Score -2262104 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11485 members Mstep: Class 2 contains 13526 members Entering Unmasked Estep Score: -2262843.500000 Penalty: 3291.298096 Iteration 12Q: 3 clusters Score -2262844 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12553 members Mstep: Class 2 contains 12458 members Entering Unmasked Estep Score: -2263785.000000 Penalty: 3291.298096 Iteration 13Q: 3 clusters Score -2263785 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13701 members Mstep: Class 2 contains 11310 members Entering Unmasked Estep Score: -2264845.750000 Penalty: 3291.298096 Iteration 14F: 3 clusters Score -2264846 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14657 members Mstep: Class 2 contains 10354 members Entering Unmasked Estep Score: -2265729.000000 Penalty: 3291.298096 Iteration 15Q: 3 clusters Score -2265729 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15284 members Mstep: Class 2 contains 9727 members Entering Unmasked Estep Score: -2266304.500000 Penalty: 3291.298096 Iteration 16Q: 3 clusters Score -2266304 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15632 members Mstep: Class 2 contains 9379 members Entering Unmasked Estep Score: -2266590.000000 Penalty: 3291.298096 Iteration 17Q: 3 clusters Score -2266590 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15791 members Mstep: Class 2 contains 9220 members Entering Unmasked Estep Score: -2266715.750000 Penalty: 3291.298096 Iteration 18Q: 3 clusters Score -2266716 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15860 members Mstep: Class 2 contains 9151 members Entering Unmasked Estep Score: -2266770.500000 Penalty: 3291.298096 Iteration 19Q: 3 clusters Score -2266770 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15885 members Mstep: Class 2 contains 9126 members Entering Unmasked Estep Score: -2266799.250000 Penalty: 3291.298096 Iteration 20F: 3 clusters Score -2266799 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15892 members Mstep: Class 2 contains 9119 members Entering Unmasked Estep Score: -2266811.750000 Penalty: 3291.298096 Iteration 21Q: 3 clusters Score -2266812 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15899 members Mstep: Class 2 contains 9112 members Entering Unmasked Estep Score: -2266829.000000 Penalty: 3291.298096 Iteration 22Q: 3 clusters Score -2266829 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15908 members Mstep: Class 2 contains 9103 members Entering Unmasked Estep Score: -2266831.250000 Penalty: 3291.298096 Iteration 23Q: 3 clusters Score -2266831 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15906 members Mstep: Class 2 contains 9105 members Entering Unmasked Estep Score: -2266834.500000 Penalty: 3291.298096 Iteration 24Q: 3 clusters Score -2266834 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15908 members Mstep: Class 2 contains 9103 members Entering Unmasked Estep Score: -2266835.500000 Penalty: 3291.298096 Iteration 25Q: 3 clusters Score -2266836 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15912 members Mstep: Class 2 contains 9099 members Entering Unmasked Estep Score: -2266832.250000 Penalty: 3291.298096 Iteration 26Q: 3 clusters Score -2266832 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15914 members Mstep: Class 2 contains 9097 members Entering Unmasked Estep Score: -2266831.750000 Penalty: 3291.298096 Iteration 27Q: 3 clusters Score -2266832 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15918 members Mstep: Class 2 contains 9093 members Entering Unmasked Estep Score: -2266838.250000 Penalty: 3291.298096 Iteration 28Q: 3 clusters Score -2266838 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15928 members Mstep: Class 2 contains 9083 members Entering Unmasked Estep Score: -2266835.500000 Penalty: 3291.298096 Iteration 29Q: 3 clusters Score -2266836 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15936 members Mstep: Class 2 contains 9075 members Entering Unmasked Estep Score: -2266839.500000 Penalty: 3291.298096 Iteration 30Q: 3 clusters Score -2266840 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15937 members Mstep: Class 2 contains 9074 members Entering Unmasked Estep Score: -2266839.000000 Penalty: 3291.298096 Iteration 31Q: 3 clusters Score -2266839 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15937 members Mstep: Class 2 contains 9074 members Entering Unmasked Estep Score: -2266839.000000 Penalty: 3291.298096 Iteration 32F: 3 clusters Score -2266839 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 18540 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1864 members Mstep: Class 5 contains 972 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 15937 members Mstep: Class 9 contains 809 members Mstep: Class 10 contains 9074 members Mstep: Class 11 contains 6023 members Mstep: Class 12 contains 16543 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 5264 members Mstep: Class 15 contains 592 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3900 members Mstep: Class 18 contains 2824 members Mstep: Class 19 contains 4189 members Entering Unmasked Estep Score: -8394486.000000 Penalty: 35285.425781 Splitting cluster 8 changes total score from -8389744.000000 to -8394486.000000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 9 (809 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Entering Unmasked Estep Score: -75113.265625 Penalty: 1088.067261 Iteration 0F: 2 clusters Score -75113.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -73819.382812 Penalty: 2176.134521 Iteration 0F: 3 clusters Score -73819.38 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -74070.851562 Penalty: 2176.134521 Iteration 1F: 3 clusters Score -74070.85 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -74164.632812 Penalty: 2176.134521 Iteration 2F: 3 clusters Score -74164.63 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -74227.937500 Penalty: 2176.134521 Iteration 3F: 3 clusters Score -74227.94 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -74297.390625 Penalty: 2176.134521 Iteration 4Q: 3 clusters Score -74297.39 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -74366.429688 Penalty: 2176.134521 Iteration 5F: 3 clusters Score -74366.43 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -74419.882812 Penalty: 2176.134521 Iteration 6Q: 3 clusters Score -74419.88 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -74470.007812 Penalty: 2176.134521 Iteration 7Q: 3 clusters Score -74470.01 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -74528.859375 Penalty: 2176.134521 Iteration 8Q: 3 clusters Score -74528.86 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -74563.789062 Penalty: 2176.134521 Iteration 9Q: 3 clusters Score -74563.79 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -74592.078125 Penalty: 2176.134521 Iteration 10Q: 3 clusters Score -74592.08 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -74622.945312 Penalty: 2176.134521 Iteration 11Q: 3 clusters Score -74622.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -74638.695312 Penalty: 2176.134521 Iteration 12Q: 3 clusters Score -74638.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -74648.703125 Penalty: 2176.134521 Iteration 13Q: 3 clusters Score -74648.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -74658.828125 Penalty: 2176.134521 Iteration 14Q: 3 clusters Score -74658.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -74663.296875 Penalty: 2176.134521 Iteration 15Q: 3 clusters Score -74663.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -74668.039062 Penalty: 2176.134521 Iteration 16Q: 3 clusters Score -74668.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -74668.039062 Penalty: 2176.134521 Iteration 17F: 3 clusters Score -74668.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (6023 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6023 members Entering Unmasked Estep Score: -569115.875000 Penalty: 1414.292847 Iteration 0F: 2 clusters Score -569115.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -564550.562500 Penalty: 2828.585693 Iteration 0F: 3 clusters Score -564550.6 nChanged 2456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -565942.875000 Penalty: 2828.585693 Iteration 1F: 3 clusters Score -565942.9 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -566220.125000 Penalty: 2828.585693 Iteration 2F: 3 clusters Score -566220.1 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -566468.875000 Penalty: 2828.585693 Iteration 3F: 3 clusters Score -566468.9 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -566706.937500 Penalty: 2828.585693 Iteration 4F: 3 clusters Score -566706.9 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -566999.875000 Penalty: 2828.585693 Iteration 5F: 3 clusters Score -566999.9 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -567282.187500 Penalty: 2828.585693 Iteration 6F: 3 clusters Score -567282.2 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 4853 members Entering Unmasked Estep Score: -567595.875000 Penalty: 2828.585693 Iteration 7Q: 3 clusters Score -567595.9 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -567857.562500 Penalty: 2828.585693 Iteration 8Q: 3 clusters Score -567857.6 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -568004.125000 Penalty: 2828.585693 Iteration 9Q: 3 clusters Score -568004.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 5046 members Entering Unmasked Estep Score: -568084.875000 Penalty: 2828.585693 Iteration 10Q: 3 clusters Score -568084.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -568138.312500 Penalty: 2828.585693 Iteration 11Q: 3 clusters Score -568138.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -568182.500000 Penalty: 2828.585693 Iteration 12Q: 3 clusters Score -568182.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -568218.187500 Penalty: 2828.585693 Iteration 13Q: 3 clusters Score -568218.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -568249.625000 Penalty: 2828.585693 Iteration 14Q: 3 clusters Score -568249.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -568266.812500 Penalty: 2828.585693 Iteration 15Q: 3 clusters Score -568266.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -568283.500000 Penalty: 2828.585693 Iteration 16Q: 3 clusters Score -568283.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -568300.875000 Penalty: 2828.585693 Iteration 17Q: 3 clusters Score -568300.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -568313.375000 Penalty: 2828.585693 Iteration 18Q: 3 clusters Score -568313.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -568323.937500 Penalty: 2828.585693 Iteration 19Q: 3 clusters Score -568323.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -568336.812500 Penalty: 2828.585693 Iteration 20F: 3 clusters Score -568336.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 4809 members Entering Unmasked Estep Score: -568348.937500 Penalty: 2828.585693 Iteration 21Q: 3 clusters Score -568348.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -568368.625000 Penalty: 2828.585693 Iteration 22Q: 3 clusters Score -568368.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 4768 members Entering Unmasked Estep Score: -568384.625000 Penalty: 2828.585693 Iteration 23Q: 3 clusters Score -568384.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 4726 members Entering Unmasked Estep Score: -568413.437500 Penalty: 2828.585693 Iteration 24Q: 3 clusters Score -568413.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -568445.687500 Penalty: 2828.585693 Iteration 25Q: 3 clusters Score -568445.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -568502.125000 Penalty: 2828.585693 Iteration 26Q: 3 clusters Score -568502.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -568570.875000 Penalty: 2828.585693 Iteration 27Q: 3 clusters Score -568570.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -568639.437500 Penalty: 2828.585693 Iteration 28Q: 3 clusters Score -568639.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -568696.125000 Penalty: 2828.585693 Iteration 29Q: 3 clusters Score -568696.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -568748.625000 Penalty: 2828.585693 Iteration 30Q: 3 clusters Score -568748.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 4225 members Entering Unmasked Estep Score: -568801.187500 Penalty: 2828.585693 Iteration 31Q: 3 clusters Score -568801.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -568850.812500 Penalty: 2828.585693 Iteration 32Q: 3 clusters Score -568850.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -568881.375000 Penalty: 2828.585693 Iteration 33Q: 3 clusters Score -568881.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -568908.312500 Penalty: 2828.585693 Iteration 34Q: 3 clusters Score -568908.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -568929.937500 Penalty: 2828.585693 Iteration 35Q: 3 clusters Score -568929.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -568942.875000 Penalty: 2828.585693 Iteration 36Q: 3 clusters Score -568942.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -568951.375000 Penalty: 2828.585693 Iteration 37Q: 3 clusters Score -568951.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -568955.312500 Penalty: 2828.585693 Iteration 38Q: 3 clusters Score -568955.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -568956.875000 Penalty: 2828.585693 Iteration 39Q: 3 clusters Score -568956.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -568958.875000 Penalty: 2828.585693 Iteration 40F: 3 clusters Score -568958.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -568959.250000 Penalty: 2828.585693 Iteration 41Q: 3 clusters Score -568959.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -568959.750000 Penalty: 2828.585693 Iteration 42Q: 3 clusters Score -568959.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -568961.437500 Penalty: 2828.585693 Iteration 43Q: 3 clusters Score -568961.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -568962.875000 Penalty: 2828.585693 Iteration 44Q: 3 clusters Score -568962.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -568962.875000 Penalty: 2828.585693 Iteration 45Q: 3 clusters Score -568962.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -568962.875000 Penalty: 2828.585693 Iteration 46F: 3 clusters Score -568962.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (16543 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16543 members Entering Unmasked Estep Score: -1579454.625000 Penalty: 1578.479248 Iteration 0F: 2 clusters Score -1579455 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8351 members Mstep: Class 2 contains 8192 members Entering Unmasked Estep Score: -1568144.500000 Penalty: 3156.958496 Iteration 0F: 3 clusters Score -1568144 nChanged 7413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8658 members Mstep: Class 2 contains 7885 members Entering Unmasked Estep Score: -1572294.750000 Penalty: 3156.958496 Iteration 1F: 3 clusters Score -1572295 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8832 members Mstep: Class 2 contains 7711 members Entering Unmasked Estep Score: -1572750.125000 Penalty: 3156.958496 Iteration 2F: 3 clusters Score -1572750 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9086 members Mstep: Class 2 contains 7457 members Entering Unmasked Estep Score: -1573269.250000 Penalty: 3156.958496 Iteration 3F: 3 clusters Score -1573269 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9387 members Mstep: Class 2 contains 7156 members Entering Unmasked Estep Score: -1573786.875000 Penalty: 3156.958496 Iteration 4F: 3 clusters Score -1573787 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9791 members Mstep: Class 2 contains 6752 members Entering Unmasked Estep Score: -1574231.375000 Penalty: 3156.958496 Iteration 5F: 3 clusters Score -1574231 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10278 members Mstep: Class 2 contains 6265 members Entering Unmasked Estep Score: -1574688.375000 Penalty: 3156.958496 Iteration 6Q: 3 clusters Score -1574688 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10872 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -1575164.125000 Penalty: 3156.958496 Iteration 7Q: 3 clusters Score -1575164 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11539 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -1575648.500000 Penalty: 3156.958496 Iteration 8Q: 3 clusters Score -1575648 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12258 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -1576146.250000 Penalty: 3156.958496 Iteration 9Q: 3 clusters Score -1576146 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12991 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -1576663.250000 Penalty: 3156.958496 Iteration 10Q: 3 clusters Score -1576663 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13680 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -1577131.000000 Penalty: 3156.958496 Iteration 11Q: 3 clusters Score -1577131 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14220 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -1577503.750000 Penalty: 3156.958496 Iteration 12Q: 3 clusters Score -1577504 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14676 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -1577833.250000 Penalty: 3156.958496 Iteration 13Q: 3 clusters Score -1577833 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15021 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -1578097.000000 Penalty: 3156.958496 Iteration 14Q: 3 clusters Score -1578097 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15291 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -1578299.250000 Penalty: 3156.958496 Iteration 15Q: 3 clusters Score -1578299 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15485 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -1578491.750000 Penalty: 3156.958496 Iteration 16Q: 3 clusters Score -1578492 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15609 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -1578639.000000 Penalty: 3156.958496 Iteration 17Q: 3 clusters Score -1578639 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15685 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -1578721.250000 Penalty: 3156.958496 Iteration 18Q: 3 clusters Score -1578721 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15722 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -1578773.000000 Penalty: 3156.958496 Iteration 19Q: 3 clusters Score -1578773 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15754 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -1578799.875000 Penalty: 3156.958496 Iteration 20F: 3 clusters Score -1578800 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15773 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -1578825.375000 Penalty: 3156.958496 Iteration 21Q: 3 clusters Score -1578825 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15792 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -1578837.375000 Penalty: 3156.958496 Iteration 22Q: 3 clusters Score -1578837 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15803 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -1578845.750000 Penalty: 3156.958496 Iteration 23Q: 3 clusters Score -1578846 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15813 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -1578858.375000 Penalty: 3156.958496 Iteration 24Q: 3 clusters Score -1578858 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15824 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -1578873.625000 Penalty: 3156.958496 Iteration 25Q: 3 clusters Score -1578874 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15829 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -1578882.250000 Penalty: 3156.958496 Iteration 26Q: 3 clusters Score -1578882 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15831 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -1578885.125000 Penalty: 3156.958496 Iteration 27Q: 3 clusters Score -1578885 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15830 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -1578888.750000 Penalty: 3156.958496 Iteration 28Q: 3 clusters Score -1578889 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15830 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -1578889.625000 Penalty: 3156.958496 Iteration 29Q: 3 clusters Score -1578890 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15827 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -1578891.500000 Penalty: 3156.958496 Iteration 30Q: 3 clusters Score -1578892 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15826 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -1578892.125000 Penalty: 3156.958496 Iteration 31Q: 3 clusters Score -1578892 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15823 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -1578892.000000 Penalty: 3156.958496 Iteration 32Q: 3 clusters Score -1578892 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15824 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -1578894.500000 Penalty: 3156.958496 Iteration 33Q: 3 clusters Score -1578894 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15825 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -1578895.125000 Penalty: 3156.958496 Iteration 34Q: 3 clusters Score -1578895 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15825 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -1578895.125000 Penalty: 3156.958496 Iteration 35F: 3 clusters Score -1578895 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (507 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Entering Unmasked Estep Score: -44892.207031 Penalty: 1012.132996 Iteration 0F: 2 clusters Score -44892.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -43834.906250 Penalty: 2024.265991 Iteration 0F: 3 clusters Score -43834.91 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -43995.226562 Penalty: 2024.265991 Iteration 1F: 3 clusters Score -43995.23 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -44038.433594 Penalty: 2024.265991 Iteration 2F: 3 clusters Score -44038.43 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -44072.632812 Penalty: 2024.265991 Iteration 3Q: 3 clusters Score -44072.63 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -44107.324219 Penalty: 2024.265991 Iteration 4Q: 3 clusters Score -44107.32 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -44125.308594 Penalty: 2024.265991 Iteration 5Q: 3 clusters Score -44125.31 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -44140.031250 Penalty: 2024.265991 Iteration 6Q: 3 clusters Score -44140.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -44158.386719 Penalty: 2024.265991 Iteration 7Q: 3 clusters Score -44158.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -44164.824219 Penalty: 2024.265991 Iteration 8Q: 3 clusters Score -44164.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -44172.828125 Penalty: 2024.265991 Iteration 9Q: 3 clusters Score -44172.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -44191.753906 Penalty: 2024.265991 Iteration 10Q: 3 clusters Score -44191.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -44207.058594 Penalty: 2024.265991 Iteration 11Q: 3 clusters Score -44207.06 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -44230.558594 Penalty: 2024.265991 Iteration 12Q: 3 clusters Score -44230.56 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -44246.488281 Penalty: 2024.265991 Iteration 13Q: 3 clusters Score -44246.49 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -44258.328125 Penalty: 2024.265991 Iteration 14Q: 3 clusters Score -44258.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -44263.410156 Penalty: 2024.265991 Iteration 15Q: 3 clusters Score -44263.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -44267.582031 Penalty: 2024.265991 Iteration 16Q: 3 clusters Score -44267.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -44274.136719 Penalty: 2024.265991 Iteration 17Q: 3 clusters Score -44274.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -44280.414062 Penalty: 2024.265991 Iteration 18Q: 3 clusters Score -44280.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -44289.417969 Penalty: 2024.265991 Iteration 19Q: 3 clusters Score -44289.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -44300.800781 Penalty: 2024.265991 Iteration 20F: 3 clusters Score -44300.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -44303.582031 Penalty: 2024.265991 Iteration 21Q: 3 clusters Score -44303.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -44307.160156 Penalty: 2024.265991 Iteration 22Q: 3 clusters Score -44307.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -44309.082031 Penalty: 2024.265991 Iteration 23Q: 3 clusters Score -44309.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -44311.207031 Penalty: 2024.265991 Iteration 24Q: 3 clusters Score -44311.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -44315.066406 Penalty: 2024.265991 Iteration 25Q: 3 clusters Score -44315.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -44319.484375 Penalty: 2024.265991 Iteration 26Q: 3 clusters Score -44319.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -44329.097656 Penalty: 2024.265991 Iteration 27Q: 3 clusters Score -44329.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -44342.191406 Penalty: 2024.265991 Iteration 28Q: 3 clusters Score -44342.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -44355.308594 Penalty: 2024.265991 Iteration 29Q: 3 clusters Score -44355.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -44365.878906 Penalty: 2024.265991 Iteration 30Q: 3 clusters Score -44365.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -44368.578125 Penalty: 2024.265991 Iteration 31Q: 3 clusters Score -44368.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -44372.738281 Penalty: 2024.265991 Iteration 32Q: 3 clusters Score -44372.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -44383.554688 Penalty: 2024.265991 Iteration 33Q: 3 clusters Score -44383.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -44391.191406 Penalty: 2024.265991 Iteration 34Q: 3 clusters Score -44391.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -44395.433594 Penalty: 2024.265991 Iteration 35Q: 3 clusters Score -44395.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -44408.703125 Penalty: 2024.265991 Iteration 36Q: 3 clusters Score -44408.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -44415.582031 Penalty: 2024.265991 Iteration 37Q: 3 clusters Score -44415.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -44419.046875 Penalty: 2024.265991 Iteration 38Q: 3 clusters Score -44419.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -44421.742188 Penalty: 2024.265991 Iteration 39Q: 3 clusters Score -44421.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -44443.648438 Penalty: 2024.265991 Iteration 40F: 3 clusters Score -44443.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -44507.195312 Penalty: 2024.265991 Iteration 41Q: 3 clusters Score -44507.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -44526.898438 Penalty: 2024.265991 Iteration 42Q: 3 clusters Score -44526.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -44552.312500 Penalty: 2024.265991 Iteration 43Q: 3 clusters Score -44552.31 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -44576.109375 Penalty: 2024.265991 Iteration 44Q: 3 clusters Score -44576.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -44594.929688 Penalty: 2024.265991 Iteration 45Q: 3 clusters Score -44594.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -44611.453125 Penalty: 2024.265991 Iteration 46Q: 3 clusters Score -44611.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -44612.511719 Penalty: 2024.265991 Iteration 47Q: 3 clusters Score -44612.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -44612.511719 Penalty: 2024.265991 Iteration 48F: 3 clusters Score -44612.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (5264 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Entering Unmasked Estep Score: -500728.843750 Penalty: 1392.405029 Iteration 0F: 2 clusters Score -500728.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -496619.968750 Penalty: 2784.810059 Iteration 0F: 3 clusters Score -496620 nChanged 2140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -497805.687500 Penalty: 2784.810059 Iteration 1F: 3 clusters Score -497805.7 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -498086.125000 Penalty: 2784.810059 Iteration 2F: 3 clusters Score -498086.1 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -498335.093750 Penalty: 2784.810059 Iteration 3F: 3 clusters Score -498335.1 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -498583.281250 Penalty: 2784.810059 Iteration 4F: 3 clusters Score -498583.3 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -498921.250000 Penalty: 2784.810059 Iteration 5F: 3 clusters Score -498921.2 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -499412.375000 Penalty: 2784.810059 Iteration 6F: 3 clusters Score -499412.4 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -500104.062500 Penalty: 2784.810059 Iteration 7F: 3 clusters Score -500104.1 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -500828.062500 Penalty: 2784.810059 Iteration 8F: 3 clusters Score -500828.1 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -501233.312500 Penalty: 2784.810059 Iteration 9F: 3 clusters Score -501233.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -501329.687500 Penalty: 2784.810059 Iteration 10Q: 3 clusters Score -501329.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -501344.875000 Penalty: 2784.810059 Iteration 11Q: 3 clusters Score -501344.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -501351.250000 Penalty: 2784.810059 Iteration 12Q: 3 clusters Score -501351.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -501353.687500 Penalty: 2784.810059 Iteration 13Q: 3 clusters Score -501353.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -501356.093750 Penalty: 2784.810059 Iteration 14Q: 3 clusters Score -501356.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -501358.000000 Penalty: 2784.810059 Iteration 15Q: 3 clusters Score -501358 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -501359.656250 Penalty: 2784.810059 Iteration 16Q: 3 clusters Score -501359.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -501361.468750 Penalty: 2784.810059 Iteration 17Q: 3 clusters Score -501361.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -501360.625000 Penalty: 2784.810059 Iteration 18Q: 3 clusters Score -501360.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -501360.968750 Penalty: 2784.810059 Iteration 19Q: 3 clusters Score -501361 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -501361.593750 Penalty: 2784.810059 Iteration 20F: 3 clusters Score -501361.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -501361.281250 Penalty: 2784.810059 Iteration 21Q: 3 clusters Score -501361.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -501362.812500 Penalty: 2784.810059 Iteration 22Q: 3 clusters Score -501362.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -501361.562500 Penalty: 2784.810059 Iteration 23Q: 3 clusters Score -501361.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -501362.781250 Penalty: 2784.810059 Iteration 24Q: 3 clusters Score -501362.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -501362.781250 Penalty: 2784.810059 Iteration 25F: 3 clusters Score -501362.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 18540 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1864 members Mstep: Class 5 contains 972 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 15937 members Mstep: Class 9 contains 809 members Mstep: Class 10 contains 9074 members Mstep: Class 11 contains 6023 members Mstep: Class 12 contains 16543 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2886 members Mstep: Class 15 contains 592 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3900 members Mstep: Class 18 contains 2824 members Mstep: Class 19 contains 4189 members Mstep: Class 20 contains 2378 members Entering Unmasked Estep Score: -8394645.000000 Penalty: 37142.554688 Splitting cluster 14 changes total score from -8389744.000000 to -8394645.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 15 (592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Entering Unmasked Estep Score: -44776.070312 Penalty: 1037.319824 Iteration 0F: 2 clusters Score -44776.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -43754.683594 Penalty: 2074.639648 Iteration 0F: 3 clusters Score -43754.68 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -44106.058594 Penalty: 2074.639648 Iteration 1F: 3 clusters Score -44106.06 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -44216.667969 Penalty: 2074.639648 Iteration 2F: 3 clusters Score -44216.67 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -44290.937500 Penalty: 2074.639648 Iteration 3Q: 3 clusters Score -44290.94 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -44325.835938 Penalty: 2074.639648 Iteration 4Q: 3 clusters Score -44325.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -44346.476562 Penalty: 2074.639648 Iteration 5Q: 3 clusters Score -44346.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -44355.535156 Penalty: 2074.639648 Iteration 6Q: 3 clusters Score -44355.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -44364.960938 Penalty: 2074.639648 Iteration 7Q: 3 clusters Score -44364.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -44368.222656 Penalty: 2074.639648 Iteration 8Q: 3 clusters Score -44368.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -44371.769531 Penalty: 2074.639648 Iteration 9Q: 3 clusters Score -44371.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -44371.769531 Penalty: 2074.639648 Iteration 10F: 3 clusters Score -44371.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (989 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Entering Unmasked Estep Score: -90870.546875 Penalty: 1120.712769 Iteration 0F: 2 clusters Score -90870.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -89424.171875 Penalty: 2241.425537 Iteration 0F: 3 clusters Score -89424.17 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -89710.203125 Penalty: 2241.425537 Iteration 1F: 3 clusters Score -89710.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -89775.250000 Penalty: 2241.425537 Iteration 2F: 3 clusters Score -89775.25 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -89823.101562 Penalty: 2241.425537 Iteration 3Q: 3 clusters Score -89823.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -89848.796875 Penalty: 2241.425537 Iteration 4Q: 3 clusters Score -89848.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -89863.421875 Penalty: 2241.425537 Iteration 5Q: 3 clusters Score -89863.42 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -89872.328125 Penalty: 2241.425537 Iteration 6Q: 3 clusters Score -89872.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -89879.929688 Penalty: 2241.425537 Iteration 7Q: 3 clusters Score -89879.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -89884.617188 Penalty: 2241.425537 Iteration 8Q: 3 clusters Score -89884.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -89887.617188 Penalty: 2241.425537 Iteration 9Q: 3 clusters Score -89887.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -89889.679688 Penalty: 2241.425537 Iteration 10Q: 3 clusters Score -89889.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -89891.726562 Penalty: 2241.425537 Iteration 11Q: 3 clusters Score -89891.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -89891.726562 Penalty: 2241.425537 Iteration 12F: 3 clusters Score -89891.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3900 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Entering Unmasked Estep Score: -360176.687500 Penalty: 1343.668945 Iteration 0F: 2 clusters Score -360176.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -356870.156250 Penalty: 2687.337891 Iteration 0F: 3 clusters Score -356870.2 nChanged 1539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -357768.687500 Penalty: 2687.337891 Iteration 1F: 3 clusters Score -357768.7 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -358008.843750 Penalty: 2687.337891 Iteration 2F: 3 clusters Score -358008.8 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -358227.843750 Penalty: 2687.337891 Iteration 3F: 3 clusters Score -358227.8 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -358448.156250 Penalty: 2687.337891 Iteration 4F: 3 clusters Score -358448.2 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -358638.781250 Penalty: 2687.337891 Iteration 5F: 3 clusters Score -358638.8 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -358795.750000 Penalty: 2687.337891 Iteration 6Q: 3 clusters Score -358795.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -358911.031250 Penalty: 2687.337891 Iteration 7Q: 3 clusters Score -358911 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -359012.218750 Penalty: 2687.337891 Iteration 8Q: 3 clusters Score -359012.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -359095.843750 Penalty: 2687.337891 Iteration 9Q: 3 clusters Score -359095.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -359190.718750 Penalty: 2687.337891 Iteration 10Q: 3 clusters Score -359190.7 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -359282.000000 Penalty: 2687.337891 Iteration 11Q: 3 clusters Score -359282 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -359355.718750 Penalty: 2687.337891 Iteration 12Q: 3 clusters Score -359355.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -359406.437500 Penalty: 2687.337891 Iteration 13Q: 3 clusters Score -359406.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -359455.031250 Penalty: 2687.337891 Iteration 14Q: 3 clusters Score -359455 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -359486.750000 Penalty: 2687.337891 Iteration 15Q: 3 clusters Score -359486.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -359514.156250 Penalty: 2687.337891 Iteration 16Q: 3 clusters Score -359514.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -359533.562500 Penalty: 2687.337891 Iteration 17Q: 3 clusters Score -359533.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -359548.593750 Penalty: 2687.337891 Iteration 18Q: 3 clusters Score -359548.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -359563.093750 Penalty: 2687.337891 Iteration 19Q: 3 clusters Score -359563.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -359578.781250 Penalty: 2687.337891 Iteration 20F: 3 clusters Score -359578.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -359589.718750 Penalty: 2687.337891 Iteration 21Q: 3 clusters Score -359589.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -359598.187500 Penalty: 2687.337891 Iteration 22Q: 3 clusters Score -359598.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -359604.187500 Penalty: 2687.337891 Iteration 23Q: 3 clusters Score -359604.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -359613.000000 Penalty: 2687.337891 Iteration 24Q: 3 clusters Score -359613 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -359626.375000 Penalty: 2687.337891 Iteration 25Q: 3 clusters Score -359626.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -359634.593750 Penalty: 2687.337891 Iteration 26Q: 3 clusters Score -359634.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -359642.718750 Penalty: 2687.337891 Iteration 27Q: 3 clusters Score -359642.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -359646.250000 Penalty: 2687.337891 Iteration 28Q: 3 clusters Score -359646.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -359646.187500 Penalty: 2687.337891 Iteration 29Q: 3 clusters Score -359646.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -359647.718750 Penalty: 2687.337891 Iteration 30Q: 3 clusters Score -359647.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -359648.250000 Penalty: 2687.337891 Iteration 31Q: 3 clusters Score -359648.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -359648.562500 Penalty: 2687.337891 Iteration 32Q: 3 clusters Score -359648.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -359648.562500 Penalty: 2687.337891 Iteration 33F: 3 clusters Score -359648.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2824 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Entering Unmasked Estep Score: -269356.031250 Penalty: 1291.210327 Iteration 0F: 2 clusters Score -269356 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -266766.843750 Penalty: 2582.420654 Iteration 0F: 3 clusters Score -266766.8 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -267363.750000 Penalty: 2582.420654 Iteration 1F: 3 clusters Score -267363.8 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -267487.593750 Penalty: 2582.420654 Iteration 2F: 3 clusters Score -267487.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -267550.593750 Penalty: 2582.420654 Iteration 3Q: 3 clusters Score -267550.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -267593.062500 Penalty: 2582.420654 Iteration 4Q: 3 clusters Score -267593.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -267622.312500 Penalty: 2582.420654 Iteration 5Q: 3 clusters Score -267622.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -267650.375000 Penalty: 2582.420654 Iteration 6Q: 3 clusters Score -267650.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -267674.156250 Penalty: 2582.420654 Iteration 7Q: 3 clusters Score -267674.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -267689.062500 Penalty: 2582.420654 Iteration 8Q: 3 clusters Score -267689.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -267700.218750 Penalty: 2582.420654 Iteration 9Q: 3 clusters Score -267700.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -267711.906250 Penalty: 2582.420654 Iteration 10Q: 3 clusters Score -267711.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -267720.000000 Penalty: 2582.420654 Iteration 11Q: 3 clusters Score -267720 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -267727.656250 Penalty: 2582.420654 Iteration 12Q: 3 clusters Score -267727.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -267729.593750 Penalty: 2582.420654 Iteration 13Q: 3 clusters Score -267729.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -267731.937500 Penalty: 2582.420654 Iteration 14Q: 3 clusters Score -267731.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -267736.875000 Penalty: 2582.420654 Iteration 15Q: 3 clusters Score -267736.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -267741.437500 Penalty: 2582.420654 Iteration 16Q: 3 clusters Score -267741.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -267745.718750 Penalty: 2582.420654 Iteration 17Q: 3 clusters Score -267745.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -267750.062500 Penalty: 2582.420654 Iteration 18Q: 3 clusters Score -267750.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -267752.750000 Penalty: 2582.420654 Iteration 19Q: 3 clusters Score -267752.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -267756.812500 Penalty: 2582.420654 Iteration 20F: 3 clusters Score -267756.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -267763.500000 Penalty: 2582.420654 Iteration 21Q: 3 clusters Score -267763.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -267769.156250 Penalty: 2582.420654 Iteration 22Q: 3 clusters Score -267769.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -267774.687500 Penalty: 2582.420654 Iteration 23Q: 3 clusters Score -267774.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -267781.750000 Penalty: 2582.420654 Iteration 24Q: 3 clusters Score -267781.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -267788.093750 Penalty: 2582.420654 Iteration 25Q: 3 clusters Score -267788.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -267795.250000 Penalty: 2582.420654 Iteration 26Q: 3 clusters Score -267795.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -267799.468750 Penalty: 2582.420654 Iteration 27Q: 3 clusters Score -267799.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -267807.843750 Penalty: 2582.420654 Iteration 28Q: 3 clusters Score -267807.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -267817.468750 Penalty: 2582.420654 Iteration 29Q: 3 clusters Score -267817.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -267828.343750 Penalty: 2582.420654 Iteration 30Q: 3 clusters Score -267828.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -267837.937500 Penalty: 2582.420654 Iteration 31Q: 3 clusters Score -267837.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -267852.406250 Penalty: 2582.420654 Iteration 32Q: 3 clusters Score -267852.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -267866.125000 Penalty: 2582.420654 Iteration 33Q: 3 clusters Score -267866.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -267882.125000 Penalty: 2582.420654 Iteration 34Q: 3 clusters Score -267882.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -267900.625000 Penalty: 2582.420654 Iteration 35Q: 3 clusters Score -267900.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -267921.250000 Penalty: 2582.420654 Iteration 36Q: 3 clusters Score -267921.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -267941.437500 Penalty: 2582.420654 Iteration 37Q: 3 clusters Score -267941.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -267965.125000 Penalty: 2582.420654 Iteration 38Q: 3 clusters Score -267965.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -267993.468750 Penalty: 2582.420654 Iteration 39Q: 3 clusters Score -267993.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -268022.437500 Penalty: 2582.420654 Iteration 40F: 3 clusters Score -268022.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -268052.812500 Penalty: 2582.420654 Iteration 41Q: 3 clusters Score -268052.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -268082.562500 Penalty: 2582.420654 Iteration 42Q: 3 clusters Score -268082.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -268108.375000 Penalty: 2582.420654 Iteration 43Q: 3 clusters Score -268108.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -268138.687500 Penalty: 2582.420654 Iteration 44Q: 3 clusters Score -268138.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -268173.093750 Penalty: 2582.420654 Iteration 45Q: 3 clusters Score -268173.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -268212.906250 Penalty: 2582.420654 Iteration 46Q: 3 clusters Score -268212.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -268248.718750 Penalty: 2582.420654 Iteration 47Q: 3 clusters Score -268248.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -268268.500000 Penalty: 2582.420654 Iteration 48Q: 3 clusters Score -268268.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -268282.062500 Penalty: 2582.420654 Iteration 49Q: 3 clusters Score -268282.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -268300.968750 Penalty: 2582.420654 Iteration 50Q: 3 clusters Score -268301 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -268315.750000 Penalty: 2582.420654 Iteration 51Q: 3 clusters Score -268315.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -268326.000000 Penalty: 2582.420654 Iteration 52Q: 3 clusters Score -268326 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -268335.656250 Penalty: 2582.420654 Iteration 53Q: 3 clusters Score -268335.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -268345.906250 Penalty: 2582.420654 Iteration 54Q: 3 clusters Score -268345.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -268349.343750 Penalty: 2582.420654 Iteration 55Q: 3 clusters Score -268349.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -268353.625000 Penalty: 2582.420654 Iteration 56Q: 3 clusters Score -268353.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -268355.062500 Penalty: 2582.420654 Iteration 57Q: 3 clusters Score -268355.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -268358.656250 Penalty: 2582.420654 Iteration 58Q: 3 clusters Score -268358.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -268362.093750 Penalty: 2582.420654 Iteration 59Q: 3 clusters Score -268362.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -268363.562500 Penalty: 2582.420654 Iteration 60F: 3 clusters Score -268363.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -268366.531250 Penalty: 2582.420654 Iteration 61Q: 3 clusters Score -268366.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -268368.312500 Penalty: 2582.420654 Iteration 62Q: 3 clusters Score -268368.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -268368.375000 Penalty: 2582.420654 Iteration 63Q: 3 clusters Score -268368.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -268368.375000 Penalty: 2582.420654 Iteration 64F: 3 clusters Score -268368.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4189 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Entering Unmasked Estep Score: -391195.187500 Penalty: 1355.285400 Iteration 0F: 2 clusters Score -391195.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -387725.750000 Penalty: 2710.570801 Iteration 0F: 3 clusters Score -387725.8 nChanged 1623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -388664.000000 Penalty: 2710.570801 Iteration 1F: 3 clusters Score -388664 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -388869.218750 Penalty: 2710.570801 Iteration 2F: 3 clusters Score -388869.2 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -389030.468750 Penalty: 2710.570801 Iteration 3F: 3 clusters Score -389030.5 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -389160.437500 Penalty: 2710.570801 Iteration 4F: 3 clusters Score -389160.4 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -389326.125000 Penalty: 2710.570801 Iteration 5F: 3 clusters Score -389326.1 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -389485.062500 Penalty: 2710.570801 Iteration 6F: 3 clusters Score -389485.1 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -389606.593750 Penalty: 2710.570801 Iteration 7Q: 3 clusters Score -389606.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -389699.125000 Penalty: 2710.570801 Iteration 8Q: 3 clusters Score -389699.1 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -389784.812500 Penalty: 2710.570801 Iteration 9Q: 3 clusters Score -389784.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -389857.593750 Penalty: 2710.570801 Iteration 10Q: 3 clusters Score -389857.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -389914.750000 Penalty: 2710.570801 Iteration 11Q: 3 clusters Score -389914.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -389960.281250 Penalty: 2710.570801 Iteration 12Q: 3 clusters Score -389960.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -390001.312500 Penalty: 2710.570801 Iteration 13Q: 3 clusters Score -390001.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -390048.781250 Penalty: 2710.570801 Iteration 14Q: 3 clusters Score -390048.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -390076.062500 Penalty: 2710.570801 Iteration 15Q: 3 clusters Score -390076.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -390094.437500 Penalty: 2710.570801 Iteration 16Q: 3 clusters Score -390094.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -390112.500000 Penalty: 2710.570801 Iteration 17Q: 3 clusters Score -390112.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -390130.312500 Penalty: 2710.570801 Iteration 18Q: 3 clusters Score -390130.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -390141.406250 Penalty: 2710.570801 Iteration 19Q: 3 clusters Score -390141.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -390151.687500 Penalty: 2710.570801 Iteration 20F: 3 clusters Score -390151.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -390162.906250 Penalty: 2710.570801 Iteration 21Q: 3 clusters Score -390162.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -390172.718750 Penalty: 2710.570801 Iteration 22Q: 3 clusters Score -390172.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -390180.656250 Penalty: 2710.570801 Iteration 23Q: 3 clusters Score -390180.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -390188.281250 Penalty: 2710.570801 Iteration 24Q: 3 clusters Score -390188.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -390193.687500 Penalty: 2710.570801 Iteration 25Q: 3 clusters Score -390193.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -390198.156250 Penalty: 2710.570801 Iteration 26Q: 3 clusters Score -390198.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -390200.906250 Penalty: 2710.570801 Iteration 27Q: 3 clusters Score -390200.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -390204.875000 Penalty: 2710.570801 Iteration 28Q: 3 clusters Score -390204.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -390208.812500 Penalty: 2710.570801 Iteration 29Q: 3 clusters Score -390208.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -390220.062500 Penalty: 2710.570801 Iteration 30Q: 3 clusters Score -390220.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -390231.718750 Penalty: 2710.570801 Iteration 31Q: 3 clusters Score -390231.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -390235.687500 Penalty: 2710.570801 Iteration 32Q: 3 clusters Score -390235.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -390239.093750 Penalty: 2710.570801 Iteration 33Q: 3 clusters Score -390239.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -390242.031250 Penalty: 2710.570801 Iteration 34Q: 3 clusters Score -390242 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -390242.375000 Penalty: 2710.570801 Iteration 35Q: 3 clusters Score -390242.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -390244.062500 Penalty: 2710.570801 Iteration 36Q: 3 clusters Score -390244.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -390244.812500 Penalty: 2710.570801 Iteration 37Q: 3 clusters Score -390244.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -390246.218750 Penalty: 2710.570801 Iteration 38Q: 3 clusters Score -390246.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -390247.187500 Penalty: 2710.570801 Iteration 39Q: 3 clusters Score -390247.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -390248.500000 Penalty: 2710.570801 Iteration 40F: 3 clusters Score -390248.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -390249.781250 Penalty: 2710.570801 Iteration 41Q: 3 clusters Score -390249.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -390249.937500 Penalty: 2710.570801 Iteration 42Q: 3 clusters Score -390249.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -390249.750000 Penalty: 2710.570801 Iteration 43Q: 3 clusters Score -390249.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -390249.750000 Penalty: 2710.570801 Iteration 44F: 3 clusters Score -390249.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 18540 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1864 members Mstep: Class 5 contains 972 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 727 members Mstep: Class 8 contains 15937 members Mstep: Class 9 contains 809 members Mstep: Class 11 contains 6023 members Mstep: Class 12 contains 16543 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2886 members Mstep: Class 15 contains 592 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3900 members Mstep: Class 18 contains 2824 members Mstep: Class 19 contains 4189 members Entering Unmasked Estep ConsiderDeletion Score: -8394796.000000 Penalty: 37142.554688 Iteration 79Q: 21 clusters Score -8394796 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 18540 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 1866 members Mstep: Class 5 contains 973 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 741 members Mstep: Class 8 contains 15972 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 9040 members Mstep: Class 11 contains 5992 members Mstep: Class 12 contains 16543 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2912 members Mstep: Class 15 contains 611 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3910 members Mstep: Class 18 contains 2824 members Mstep: Class 19 contains 4175 members Mstep: Class 20 contains 2350 members Entering Unmasked Estep ConsiderDeletion Score: -8394956.000000 Penalty: 37142.554688 Iteration 80F: 21 clusters Score -8394956 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 18538 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 973 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 749 members Mstep: Class 8 contains 15977 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 9052 members Mstep: Class 11 contains 5982 members Mstep: Class 12 contains 16541 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2927 members Mstep: Class 15 contains 606 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3862 members Mstep: Class 18 contains 2824 members Mstep: Class 19 contains 4167 members Mstep: Class 20 contains 2386 members Entering Unmasked Estep ConsiderDeletion Score: -8395017.000000 Penalty: 37142.554688 Iteration 81Q: 21 clusters Score -8395017 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 18538 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 753 members Mstep: Class 8 contains 15983 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 9054 members Mstep: Class 11 contains 5977 members Mstep: Class 12 contains 16541 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2941 members Mstep: Class 15 contains 602 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3826 members Mstep: Class 18 contains 2824 members Mstep: Class 19 contains 4163 members Mstep: Class 20 contains 2407 members Entering Unmasked Estep ConsiderDeletion Score: -8395058.000000 Penalty: 37142.554688 Iteration 82Q: 21 clusters Score -8395058 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 18536 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 15977 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 9059 members Mstep: Class 11 contains 5973 members Mstep: Class 12 contains 16540 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2950 members Mstep: Class 15 contains 603 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3814 members Mstep: Class 18 contains 2824 members Mstep: Class 19 contains 4158 members Mstep: Class 20 contains 2416 members Entering Unmasked Estep ConsiderDeletion Score: -8395055.000000 Penalty: 37142.554688 Iteration 83Q: 21 clusters Score -8395055 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 771 members Mstep: Class 8 contains 15968 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 9058 members Mstep: Class 11 contains 5970 members Mstep: Class 12 contains 16538 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2959 members Mstep: Class 15 contains 603 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3805 members Mstep: Class 18 contains 2824 members Mstep: Class 19 contains 4154 members Mstep: Class 20 contains 2422 members Entering Unmasked Estep ConsiderDeletion Score: -8395082.000000 Penalty: 37142.554688 Iteration 84Q: 21 clusters Score -8395082 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 779 members Mstep: Class 8 contains 15964 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 9057 members Mstep: Class 11 contains 5968 members Mstep: Class 12 contains 16538 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2964 members Mstep: Class 15 contains 602 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3798 members Mstep: Class 18 contains 2824 members Mstep: Class 19 contains 4152 members Mstep: Class 20 contains 2427 members Entering Unmasked Estep ConsiderDeletion Score: -8395090.000000 Penalty: 37142.554688 Iteration 85Q: 21 clusters Score -8395090 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 18534 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 974 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 782 members Mstep: Class 8 contains 15967 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 9057 members Mstep: Class 11 contains 5966 members Mstep: Class 12 contains 16538 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2966 members Mstep: Class 15 contains 603 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3790 members Mstep: Class 18 contains 2824 members Mstep: Class 19 contains 4151 members Mstep: Class 20 contains 2431 members Entering Unmasked Estep ConsiderDeletion Score: -8395078.000000 Penalty: 37142.554688 Iteration 86Q: 21 clusters Score -8395078 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 783 members Mstep: Class 8 contains 15969 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 9058 members Mstep: Class 11 contains 5964 members Mstep: Class 12 contains 16536 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2969 members Mstep: Class 15 contains 603 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3788 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4150 members Mstep: Class 20 contains 2433 members Entering Unmasked Estep ConsiderDeletion Score: -8395092.000000 Penalty: 37142.554688 Iteration 87Q: 21 clusters Score -8395092 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1864 members Mstep: Class 5 contains 987 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 785 members Mstep: Class 8 contains 15967 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 9061 members Mstep: Class 11 contains 5962 members Mstep: Class 12 contains 16530 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2972 members Mstep: Class 15 contains 603 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3782 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4149 members Mstep: Class 20 contains 2434 members Entering Unmasked Estep ConsiderDeletion Score: -8395103.000000 Penalty: 37142.554688 Iteration 88Q: 21 clusters Score -8395103 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1863 members Mstep: Class 5 contains 992 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 786 members Mstep: Class 8 contains 15970 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 9059 members Mstep: Class 11 contains 5959 members Mstep: Class 12 contains 16526 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2973 members Mstep: Class 15 contains 604 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3780 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4149 members Mstep: Class 20 contains 2435 members Entering Unmasked Estep ConsiderDeletion Score: -8395103.000000 Penalty: 37142.554688 Iteration 89Q: 21 clusters Score -8395103 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1864 members Mstep: Class 5 contains 997 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 15970 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 9059 members Mstep: Class 11 contains 5956 members Mstep: Class 12 contains 16522 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2973 members Mstep: Class 15 contains 604 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3780 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4149 members Mstep: Class 20 contains 2435 members Entering Unmasked Estep ConsiderDeletion Score: -8395106.000000 Penalty: 37142.554688 Iteration 90Q: 21 clusters Score -8395106 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1001 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 790 members Mstep: Class 8 contains 15970 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 9058 members Mstep: Class 11 contains 5955 members Mstep: Class 12 contains 16518 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2973 members Mstep: Class 15 contains 604 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3780 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4149 members Mstep: Class 20 contains 2435 members Entering Unmasked Estep ConsiderDeletion Score: -8395104.000000 Penalty: 37142.554688 Iteration 91Q: 21 clusters Score -8395104 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1001 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 791 members Mstep: Class 8 contains 15971 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 9057 members Mstep: Class 11 contains 5955 members Mstep: Class 12 contains 16517 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2973 members Mstep: Class 15 contains 604 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3780 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4149 members Mstep: Class 20 contains 2435 members Entering Unmasked Estep ConsiderDeletion Score: -8395101.000000 Penalty: 37142.554688 Iteration 92Q: 21 clusters Score -8395101 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1001 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 792 members Mstep: Class 8 contains 15974 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 9056 members Mstep: Class 11 contains 5952 members Mstep: Class 12 contains 16517 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2973 members Mstep: Class 15 contains 604 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3780 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4149 members Mstep: Class 20 contains 2435 members Entering Unmasked Estep ConsiderDeletion Score: -8395097.000000 Penalty: 37142.554688 Iteration 93Q: 21 clusters Score -8395097 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1001 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 793 members Mstep: Class 8 contains 15975 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 9056 members Mstep: Class 11 contains 5950 members Mstep: Class 12 contains 16517 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2973 members Mstep: Class 15 contains 604 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3780 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4149 members Mstep: Class 20 contains 2435 members Entering Unmasked Estep ConsiderDeletion Score: -8395099.000000 Penalty: 37142.554688 Iteration 94Q: 21 clusters Score -8395099 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1002 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 796 members Mstep: Class 8 contains 15973 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 9056 members Mstep: Class 11 contains 5948 members Mstep: Class 12 contains 16517 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2973 members Mstep: Class 15 contains 604 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3780 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4149 members Mstep: Class 20 contains 2435 members Entering Unmasked Estep ConsiderDeletion Score: -8395099.000000 Penalty: 37142.554688 Iteration 95Q: 21 clusters Score -8395099 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1003 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 798 members Mstep: Class 8 contains 15971 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 9057 members Mstep: Class 11 contains 5947 members Mstep: Class 12 contains 16516 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2973 members Mstep: Class 15 contains 604 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3780 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4149 members Mstep: Class 20 contains 2435 members Entering Unmasked Estep ConsiderDeletion Score: -8395108.000000 Penalty: 37142.554688 Iteration 96Q: 21 clusters Score -8395108 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1004 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 15969 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 9056 members Mstep: Class 11 contains 5946 members Mstep: Class 12 contains 16516 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2973 members Mstep: Class 15 contains 604 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3780 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4149 members Mstep: Class 20 contains 2435 members Entering Unmasked Estep ConsiderDeletion Score: -8395116.000000 Penalty: 37142.554688 Iteration 97Q: 21 clusters Score -8395116 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1005 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 15969 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 9056 members Mstep: Class 11 contains 5946 members Mstep: Class 12 contains 16514 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2973 members Mstep: Class 15 contains 605 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3780 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4149 members Mstep: Class 20 contains 2435 members Entering Unmasked Estep ConsiderDeletion Score: -8395120.000000 Penalty: 37142.554688 Iteration 98Q: 21 clusters Score -8395120 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1011 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 15969 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 9056 members Mstep: Class 11 contains 5944 members Mstep: Class 12 contains 16513 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2973 members Mstep: Class 15 contains 603 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3780 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4149 members Mstep: Class 20 contains 2435 members Entering Unmasked Estep ConsiderDeletion Score: -8395118.000000 Penalty: 37142.554688 Iteration 99Q: 21 clusters Score -8395118 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1017 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 15969 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 9056 members Mstep: Class 11 contains 5942 members Mstep: Class 12 contains 16512 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2973 members Mstep: Class 15 contains 602 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3780 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4149 members Mstep: Class 20 contains 2435 members Entering Unmasked Estep ConsiderDeletion Score: -8395119.000000 Penalty: 37142.554688 Iteration 100F: 21 clusters Score -8395119 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 1864 members Mstep: Class 5 contains 1020 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 15970 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 9056 members Mstep: Class 11 contains 5940 members Mstep: Class 12 contains 16513 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2973 members Mstep: Class 15 contains 600 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3780 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4149 members Mstep: Class 20 contains 2435 members Entering Unmasked Estep ConsiderDeletion Score: -8395129.000000 Penalty: 37142.554688 Iteration 101Q: 21 clusters Score -8395129 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 1863 members Mstep: Class 5 contains 1021 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 15971 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 9056 members Mstep: Class 11 contains 5940 members Mstep: Class 12 contains 16514 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2973 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3781 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4149 members Mstep: Class 20 contains 2435 members Entering Unmasked Estep ConsiderDeletion Score: -8395134.000000 Penalty: 37142.554688 Iteration 102Q: 21 clusters Score -8395134 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 1863 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 15971 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 9056 members Mstep: Class 11 contains 5940 members Mstep: Class 12 contains 16513 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2973 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3781 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4149 members Mstep: Class 20 contains 2435 members Entering Unmasked Estep ConsiderDeletion Score: -8395129.000000 Penalty: 37142.554688 Iteration 103Q: 21 clusters Score -8395129 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 1863 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 15971 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 9056 members Mstep: Class 11 contains 5940 members Mstep: Class 12 contains 16513 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2973 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3781 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4149 members Mstep: Class 20 contains 2435 members Entering Unmasked Estep ConsiderDeletion Score: -8395129.000000 Penalty: 37142.554688 Iteration 104F: 21 clusters Score -8395129 nChanged 0 Entering ConstructFrom: Score: -8395129.000000 Penalty: 37142.554688 Entering ConstructFrom: Trying to split cluster 1 (1025 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Entering Unmasked Estep Score: -95795.109375 Penalty: 1126.522827 Iteration 0F: 2 clusters Score -95795.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -94301.000000 Penalty: 2253.045654 Iteration 0F: 3 clusters Score -94301 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -94582.523438 Penalty: 2253.045654 Iteration 1F: 3 clusters Score -94582.52 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -94665.601562 Penalty: 2253.045654 Iteration 2F: 3 clusters Score -94665.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -94699.437500 Penalty: 2253.045654 Iteration 3Q: 3 clusters Score -94699.44 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -94715.343750 Penalty: 2253.045654 Iteration 4Q: 3 clusters Score -94715.34 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -94730.015625 Penalty: 2253.045654 Iteration 5Q: 3 clusters Score -94730.02 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -94749.750000 Penalty: 2253.045654 Iteration 6Q: 3 clusters Score -94749.75 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -94758.078125 Penalty: 2253.045654 Iteration 7Q: 3 clusters Score -94758.08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -94768.210938 Penalty: 2253.045654 Iteration 8Q: 3 clusters Score -94768.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -94773.640625 Penalty: 2253.045654 Iteration 9Q: 3 clusters Score -94773.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -94779.328125 Penalty: 2253.045654 Iteration 10Q: 3 clusters Score -94779.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -94783.375000 Penalty: 2253.045654 Iteration 11Q: 3 clusters Score -94783.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -94786.601562 Penalty: 2253.045654 Iteration 12Q: 3 clusters Score -94786.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -94788.890625 Penalty: 2253.045654 Iteration 13Q: 3 clusters Score -94788.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -94789.320312 Penalty: 2253.045654 Iteration 14Q: 3 clusters Score -94789.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -94792.640625 Penalty: 2253.045654 Iteration 15Q: 3 clusters Score -94792.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -94792.960938 Penalty: 2253.045654 Iteration 16Q: 3 clusters Score -94792.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -94794.195312 Penalty: 2253.045654 Iteration 17Q: 3 clusters Score -94794.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -94794.687500 Penalty: 2253.045654 Iteration 18Q: 3 clusters Score -94794.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -94795.085938 Penalty: 2253.045654 Iteration 19Q: 3 clusters Score -94795.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -94795.085938 Penalty: 2253.045654 Iteration 20F: 3 clusters Score -94795.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (18530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18530 members Entering Unmasked Estep Score: -1795392.500000 Penalty: 1596.911255 Iteration 0F: 2 clusters Score -1795392 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9253 members Mstep: Class 2 contains 9277 members Entering Unmasked Estep Score: -1782749.625000 Penalty: 3193.822510 Iteration 0F: 3 clusters Score -1782750 nChanged 8279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9468 members Mstep: Class 2 contains 9062 members Entering Unmasked Estep Score: -1787476.000000 Penalty: 3193.822510 Iteration 1F: 3 clusters Score -1787476 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9556 members Mstep: Class 2 contains 8974 members Entering Unmasked Estep Score: -1787990.125000 Penalty: 3193.822510 Iteration 2F: 3 clusters Score -1787990 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9637 members Mstep: Class 2 contains 8893 members Entering Unmasked Estep Score: -1788581.500000 Penalty: 3193.822510 Iteration 3F: 3 clusters Score -1788582 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9739 members Mstep: Class 2 contains 8791 members Entering Unmasked Estep Score: -1789180.625000 Penalty: 3193.822510 Iteration 4F: 3 clusters Score -1789181 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9856 members Mstep: Class 2 contains 8674 members Entering Unmasked Estep Score: -1789767.000000 Penalty: 3193.822510 Iteration 5F: 3 clusters Score -1789767 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9999 members Mstep: Class 2 contains 8531 members Entering Unmasked Estep Score: -1790238.000000 Penalty: 3193.822510 Iteration 6F: 3 clusters Score -1790238 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10135 members Mstep: Class 2 contains 8395 members Entering Unmasked Estep Score: -1790570.750000 Penalty: 3193.822510 Iteration 7Q: 3 clusters Score -1790571 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10222 members Mstep: Class 2 contains 8308 members Entering Unmasked Estep Score: -1790762.500000 Penalty: 3193.822510 Iteration 8Q: 3 clusters Score -1790762 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10306 members Mstep: Class 2 contains 8224 members Entering Unmasked Estep Score: -1790901.625000 Penalty: 3193.822510 Iteration 9Q: 3 clusters Score -1790902 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10382 members Mstep: Class 2 contains 8148 members Entering Unmasked Estep Score: -1790994.500000 Penalty: 3193.822510 Iteration 10Q: 3 clusters Score -1790994 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10444 members Mstep: Class 2 contains 8086 members Entering Unmasked Estep Score: -1791048.875000 Penalty: 3193.822510 Iteration 11Q: 3 clusters Score -1791049 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10496 members Mstep: Class 2 contains 8034 members Entering Unmasked Estep Score: -1791079.125000 Penalty: 3193.822510 Iteration 12Q: 3 clusters Score -1791079 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10557 members Mstep: Class 2 contains 7973 members Entering Unmasked Estep Score: -1791108.000000 Penalty: 3193.822510 Iteration 13Q: 3 clusters Score -1791108 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10621 members Mstep: Class 2 contains 7909 members Entering Unmasked Estep Score: -1791135.375000 Penalty: 3193.822510 Iteration 14Q: 3 clusters Score -1791135 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10679 members Mstep: Class 2 contains 7851 members Entering Unmasked Estep Score: -1791163.250000 Penalty: 3193.822510 Iteration 15Q: 3 clusters Score -1791163 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10756 members Mstep: Class 2 contains 7774 members Entering Unmasked Estep Score: -1791187.750000 Penalty: 3193.822510 Iteration 16Q: 3 clusters Score -1791188 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10846 members Mstep: Class 2 contains 7684 members Entering Unmasked Estep Score: -1791229.625000 Penalty: 3193.822510 Iteration 17Q: 3 clusters Score -1791230 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10958 members Mstep: Class 2 contains 7572 members Entering Unmasked Estep Score: -1791265.625000 Penalty: 3193.822510 Iteration 18Q: 3 clusters Score -1791266 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11083 members Mstep: Class 2 contains 7447 members Entering Unmasked Estep Score: -1791307.625000 Penalty: 3193.822510 Iteration 19Q: 3 clusters Score -1791308 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11203 members Mstep: Class 2 contains 7327 members Entering Unmasked Estep Score: -1791341.750000 Penalty: 3193.822510 Iteration 20F: 3 clusters Score -1791342 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11334 members Mstep: Class 2 contains 7196 members Entering Unmasked Estep Score: -1791378.500000 Penalty: 3193.822510 Iteration 21Q: 3 clusters Score -1791378 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11460 members Mstep: Class 2 contains 7070 members Entering Unmasked Estep Score: -1791416.375000 Penalty: 3193.822510 Iteration 22Q: 3 clusters Score -1791416 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11604 members Mstep: Class 2 contains 6926 members Entering Unmasked Estep Score: -1791455.625000 Penalty: 3193.822510 Iteration 23Q: 3 clusters Score -1791456 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11770 members Mstep: Class 2 contains 6760 members Entering Unmasked Estep Score: -1791499.750000 Penalty: 3193.822510 Iteration 24Q: 3 clusters Score -1791500 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11945 members Mstep: Class 2 contains 6585 members Entering Unmasked Estep Score: -1791545.125000 Penalty: 3193.822510 Iteration 25Q: 3 clusters Score -1791545 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12133 members Mstep: Class 2 contains 6397 members Entering Unmasked Estep Score: -1791608.125000 Penalty: 3193.822510 Iteration 26Q: 3 clusters Score -1791608 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12330 members Mstep: Class 2 contains 6200 members Entering Unmasked Estep Score: -1791669.500000 Penalty: 3193.822510 Iteration 27Q: 3 clusters Score -1791670 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12562 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -1791769.375000 Penalty: 3193.822510 Iteration 28Q: 3 clusters Score -1791769 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12819 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -1791878.000000 Penalty: 3193.822510 Iteration 29Q: 3 clusters Score -1791878 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13111 members Mstep: Class 2 contains 5419 members Entering Unmasked Estep Score: -1792044.875000 Penalty: 3193.822510 Iteration 30Q: 3 clusters Score -1792045 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13398 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -1792192.000000 Penalty: 3193.822510 Iteration 31Q: 3 clusters Score -1792192 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13678 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -1792337.000000 Penalty: 3193.822510 Iteration 32Q: 3 clusters Score -1792337 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13945 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -1792437.750000 Penalty: 3193.822510 Iteration 33Q: 3 clusters Score -1792438 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14176 members Mstep: Class 2 contains 4354 members Entering Unmasked Estep Score: -1792520.625000 Penalty: 3193.822510 Iteration 34Q: 3 clusters Score -1792521 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14393 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -1792592.625000 Penalty: 3193.822510 Iteration 35Q: 3 clusters Score -1792593 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14603 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -1792657.625000 Penalty: 3193.822510 Iteration 36Q: 3 clusters Score -1792658 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14816 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -1792731.000000 Penalty: 3193.822510 Iteration 37Q: 3 clusters Score -1792731 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15067 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -1792820.750000 Penalty: 3193.822510 Iteration 38Q: 3 clusters Score -1792821 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15319 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -1792907.875000 Penalty: 3193.822510 Iteration 39Q: 3 clusters Score -1792908 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15556 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -1793006.625000 Penalty: 3193.822510 Iteration 40F: 3 clusters Score -1793007 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15796 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -1793103.125000 Penalty: 3193.822510 Iteration 41Q: 3 clusters Score -1793103 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16038 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -1793198.250000 Penalty: 3193.822510 Iteration 42Q: 3 clusters Score -1793198 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16270 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -1793310.875000 Penalty: 3193.822510 Iteration 43Q: 3 clusters Score -1793311 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16503 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -1793428.750000 Penalty: 3193.822510 Iteration 44Q: 3 clusters Score -1793429 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16710 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -1793521.375000 Penalty: 3193.822510 Iteration 45Q: 3 clusters Score -1793521 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16888 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -1793609.000000 Penalty: 3193.822510 Iteration 46Q: 3 clusters Score -1793609 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17057 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -1793695.500000 Penalty: 3193.822510 Iteration 47Q: 3 clusters Score -1793696 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17196 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -1793780.000000 Penalty: 3193.822510 Iteration 48Q: 3 clusters Score -1793780 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17318 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -1793838.875000 Penalty: 3193.822510 Iteration 49Q: 3 clusters Score -1793839 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17418 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -1793893.500000 Penalty: 3193.822510 Iteration 50Q: 3 clusters Score -1793894 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17490 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -1793925.000000 Penalty: 3193.822510 Iteration 51Q: 3 clusters Score -1793925 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17559 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -1793954.000000 Penalty: 3193.822510 Iteration 52Q: 3 clusters Score -1793954 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17607 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -1793987.250000 Penalty: 3193.822510 Iteration 53Q: 3 clusters Score -1793987 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17655 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -1794013.125000 Penalty: 3193.822510 Iteration 54Q: 3 clusters Score -1794013 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17687 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -1794030.000000 Penalty: 3193.822510 Iteration 55Q: 3 clusters Score -1794030 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17717 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -1794043.125000 Penalty: 3193.822510 Iteration 56Q: 3 clusters Score -1794043 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17750 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -1794056.125000 Penalty: 3193.822510 Iteration 57Q: 3 clusters Score -1794056 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17770 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -1794062.375000 Penalty: 3193.822510 Iteration 58Q: 3 clusters Score -1794062 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17791 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -1794071.875000 Penalty: 3193.822510 Iteration 59Q: 3 clusters Score -1794072 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17818 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -1794090.500000 Penalty: 3193.822510 Iteration 60F: 3 clusters Score -1794090 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17842 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -1794100.000000 Penalty: 3193.822510 Iteration 61Q: 3 clusters Score -1794100 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17855 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -1794108.750000 Penalty: 3193.822510 Iteration 62Q: 3 clusters Score -1794109 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17870 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -1794113.125000 Penalty: 3193.822510 Iteration 63Q: 3 clusters Score -1794113 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17882 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -1794119.125000 Penalty: 3193.822510 Iteration 64Q: 3 clusters Score -1794119 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17889 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -1794121.000000 Penalty: 3193.822510 Iteration 65Q: 3 clusters Score -1794121 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17900 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -1794125.000000 Penalty: 3193.822510 Iteration 66Q: 3 clusters Score -1794125 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17909 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -1794131.500000 Penalty: 3193.822510 Iteration 67Q: 3 clusters Score -1794132 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17914 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -1794133.750000 Penalty: 3193.822510 Iteration 68Q: 3 clusters Score -1794134 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17920 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -1794135.875000 Penalty: 3193.822510 Iteration 69Q: 3 clusters Score -1794136 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17929 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -1794137.875000 Penalty: 3193.822510 Iteration 70Q: 3 clusters Score -1794138 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17938 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -1794145.125000 Penalty: 3193.822510 Iteration 71Q: 3 clusters Score -1794145 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17945 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -1794150.500000 Penalty: 3193.822510 Iteration 72Q: 3 clusters Score -1794150 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17955 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -1794154.250000 Penalty: 3193.822510 Iteration 73Q: 3 clusters Score -1794154 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17965 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -1794163.875000 Penalty: 3193.822510 Iteration 74Q: 3 clusters Score -1794164 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17975 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -1794167.750000 Penalty: 3193.822510 Iteration 75Q: 3 clusters Score -1794168 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17982 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -1794171.625000 Penalty: 3193.822510 Iteration 76Q: 3 clusters Score -1794172 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17987 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -1794170.125000 Penalty: 3193.822510 Iteration 77Q: 3 clusters Score -1794170 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17991 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -1794172.000000 Penalty: 3193.822510 Iteration 78Q: 3 clusters Score -1794172 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17995 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -1794170.875000 Penalty: 3193.822510 Iteration 79Q: 3 clusters Score -1794171 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17998 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -1794174.125000 Penalty: 3193.822510 Iteration 80F: 3 clusters Score -1794174 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18000 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -1794175.750000 Penalty: 3193.822510 Iteration 81Q: 3 clusters Score -1794176 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18001 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -1794174.500000 Penalty: 3193.822510 Iteration 82Q: 3 clusters Score -1794174 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18002 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -1794176.000000 Penalty: 3193.822510 Iteration 83Q: 3 clusters Score -1794176 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18004 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -1794176.500000 Penalty: 3193.822510 Iteration 84Q: 3 clusters Score -1794176 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18006 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -1794176.375000 Penalty: 3193.822510 Iteration 85Q: 3 clusters Score -1794176 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18006 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -1794176.375000 Penalty: 3193.822510 Iteration 86F: 3 clusters Score -1794176 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1113 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Entering Unmasked Estep Score: -101508.804688 Penalty: 1139.907349 Iteration 0F: 2 clusters Score -101508.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -99987.046875 Penalty: 2279.814697 Iteration 0F: 3 clusters Score -99987.05 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -100270.500000 Penalty: 2279.814697 Iteration 1F: 3 clusters Score -100270.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -100395.664062 Penalty: 2279.814697 Iteration 2F: 3 clusters Score -100395.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -100504.648438 Penalty: 2279.814697 Iteration 3F: 3 clusters Score -100504.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -100593.625000 Penalty: 2279.814697 Iteration 4F: 3 clusters Score -100593.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -100673.445312 Penalty: 2279.814697 Iteration 5Q: 3 clusters Score -100673.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -100737.390625 Penalty: 2279.814697 Iteration 6Q: 3 clusters Score -100737.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -100770.750000 Penalty: 2279.814697 Iteration 7Q: 3 clusters Score -100770.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -100806.765625 Penalty: 2279.814697 Iteration 8Q: 3 clusters Score -100806.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -100842.734375 Penalty: 2279.814697 Iteration 9Q: 3 clusters Score -100842.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -100861.460938 Penalty: 2279.814697 Iteration 10Q: 3 clusters Score -100861.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -100878.203125 Penalty: 2279.814697 Iteration 11Q: 3 clusters Score -100878.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -100884.226562 Penalty: 2279.814697 Iteration 12Q: 3 clusters Score -100884.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -100902.765625 Penalty: 2279.814697 Iteration 13Q: 3 clusters Score -100902.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -100922.609375 Penalty: 2279.814697 Iteration 14Q: 3 clusters Score -100922.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -100938.593750 Penalty: 2279.814697 Iteration 15Q: 3 clusters Score -100938.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -100957.804688 Penalty: 2279.814697 Iteration 16Q: 3 clusters Score -100957.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -100973.257812 Penalty: 2279.814697 Iteration 17Q: 3 clusters Score -100973.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -100981.445312 Penalty: 2279.814697 Iteration 18Q: 3 clusters Score -100981.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -100987.632812 Penalty: 2279.814697 Iteration 19Q: 3 clusters Score -100987.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -100996.234375 Penalty: 2279.814697 Iteration 20F: 3 clusters Score -100996.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -101011.195312 Penalty: 2279.814697 Iteration 21Q: 3 clusters Score -101011.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -101018.750000 Penalty: 2279.814697 Iteration 22Q: 3 clusters Score -101018.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -101020.648438 Penalty: 2279.814697 Iteration 23Q: 3 clusters Score -101020.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -101026.367188 Penalty: 2279.814697 Iteration 24Q: 3 clusters Score -101026.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -101031.476562 Penalty: 2279.814697 Iteration 25Q: 3 clusters Score -101031.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -101033.437500 Penalty: 2279.814697 Iteration 26Q: 3 clusters Score -101033.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -101035.937500 Penalty: 2279.814697 Iteration 27Q: 3 clusters Score -101035.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -101040.187500 Penalty: 2279.814697 Iteration 28Q: 3 clusters Score -101040.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -101043.718750 Penalty: 2279.814697 Iteration 29Q: 3 clusters Score -101043.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -101047.218750 Penalty: 2279.814697 Iteration 30Q: 3 clusters Score -101047.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -101050.804688 Penalty: 2279.814697 Iteration 31Q: 3 clusters Score -101050.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -101057.859375 Penalty: 2279.814697 Iteration 32Q: 3 clusters Score -101057.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -101075.703125 Penalty: 2279.814697 Iteration 33Q: 3 clusters Score -101075.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -101088.398438 Penalty: 2279.814697 Iteration 34Q: 3 clusters Score -101088.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -101121.039062 Penalty: 2279.814697 Iteration 35Q: 3 clusters Score -101121 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -101149.812500 Penalty: 2279.814697 Iteration 36Q: 3 clusters Score -101149.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -101161.523438 Penalty: 2279.814697 Iteration 37Q: 3 clusters Score -101161.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -101167.937500 Penalty: 2279.814697 Iteration 38Q: 3 clusters Score -101167.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -101174.867188 Penalty: 2279.814697 Iteration 39Q: 3 clusters Score -101174.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -101174.867188 Penalty: 2279.814697 Iteration 40F: 3 clusters Score -101174.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1863 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Entering Unmasked Estep Score: -174910.703125 Penalty: 1223.615845 Iteration 0F: 2 clusters Score -174910.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -172896.984375 Penalty: 2447.231689 Iteration 0F: 3 clusters Score -172897 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -173344.515625 Penalty: 2447.231689 Iteration 1F: 3 clusters Score -173344.5 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -173508.921875 Penalty: 2447.231689 Iteration 2F: 3 clusters Score -173508.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -173678.421875 Penalty: 2447.231689 Iteration 3F: 3 clusters Score -173678.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -173841.000000 Penalty: 2447.231689 Iteration 4F: 3 clusters Score -173841 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -173941.421875 Penalty: 2447.231689 Iteration 5F: 3 clusters Score -173941.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -174002.859375 Penalty: 2447.231689 Iteration 6Q: 3 clusters Score -174002.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -174042.875000 Penalty: 2447.231689 Iteration 7Q: 3 clusters Score -174042.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -174069.843750 Penalty: 2447.231689 Iteration 8Q: 3 clusters Score -174069.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -174099.421875 Penalty: 2447.231689 Iteration 9Q: 3 clusters Score -174099.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -174126.640625 Penalty: 2447.231689 Iteration 10Q: 3 clusters Score -174126.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -174151.703125 Penalty: 2447.231689 Iteration 11Q: 3 clusters Score -174151.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -174168.750000 Penalty: 2447.231689 Iteration 12Q: 3 clusters Score -174168.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -174182.625000 Penalty: 2447.231689 Iteration 13Q: 3 clusters Score -174182.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -174197.937500 Penalty: 2447.231689 Iteration 14Q: 3 clusters Score -174197.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -174203.437500 Penalty: 2447.231689 Iteration 15Q: 3 clusters Score -174203.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -174206.546875 Penalty: 2447.231689 Iteration 16Q: 3 clusters Score -174206.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -174207.625000 Penalty: 2447.231689 Iteration 17Q: 3 clusters Score -174207.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -174207.843750 Penalty: 2447.231689 Iteration 18Q: 3 clusters Score -174207.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -174209.750000 Penalty: 2447.231689 Iteration 19Q: 3 clusters Score -174209.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -174213.500000 Penalty: 2447.231689 Iteration 20F: 3 clusters Score -174213.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -174217.906250 Penalty: 2447.231689 Iteration 21Q: 3 clusters Score -174217.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -174219.875000 Penalty: 2447.231689 Iteration 22Q: 3 clusters Score -174219.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -174220.656250 Penalty: 2447.231689 Iteration 23Q: 3 clusters Score -174220.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -174220.656250 Penalty: 2447.231689 Iteration 24F: 3 clusters Score -174220.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1022 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Entering Unmasked Estep Score: -85233.773438 Penalty: 1126.046509 Iteration 0F: 2 clusters Score -85233.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -83820.015625 Penalty: 2252.093018 Iteration 0F: 3 clusters Score -83820.02 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -84122.929688 Penalty: 2252.093018 Iteration 1F: 3 clusters Score -84122.93 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -84217.460938 Penalty: 2252.093018 Iteration 2F: 3 clusters Score -84217.46 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -84273.179688 Penalty: 2252.093018 Iteration 3Q: 3 clusters Score -84273.18 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -84324.523438 Penalty: 2252.093018 Iteration 4Q: 3 clusters Score -84324.52 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -84360.750000 Penalty: 2252.093018 Iteration 5Q: 3 clusters Score -84360.75 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -84380.867188 Penalty: 2252.093018 Iteration 6Q: 3 clusters Score -84380.87 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -84402.390625 Penalty: 2252.093018 Iteration 7Q: 3 clusters Score -84402.39 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -84414.656250 Penalty: 2252.093018 Iteration 8Q: 3 clusters Score -84414.66 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -84431.960938 Penalty: 2252.093018 Iteration 9Q: 3 clusters Score -84431.96 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -84455.000000 Penalty: 2252.093018 Iteration 10Q: 3 clusters Score -84455 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -84499.468750 Penalty: 2252.093018 Iteration 11Q: 3 clusters Score -84499.47 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -84542.976562 Penalty: 2252.093018 Iteration 12Q: 3 clusters Score -84542.98 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -84579.679688 Penalty: 2252.093018 Iteration 13Q: 3 clusters Score -84579.68 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -84610.453125 Penalty: 2252.093018 Iteration 14Q: 3 clusters Score -84610.45 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -84646.601562 Penalty: 2252.093018 Iteration 15Q: 3 clusters Score -84646.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -84669.546875 Penalty: 2252.093018 Iteration 16Q: 3 clusters Score -84669.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -84689.765625 Penalty: 2252.093018 Iteration 17Q: 3 clusters Score -84689.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -84703.914062 Penalty: 2252.093018 Iteration 18Q: 3 clusters Score -84703.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -84713.421875 Penalty: 2252.093018 Iteration 19Q: 3 clusters Score -84713.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -84723.843750 Penalty: 2252.093018 Iteration 20F: 3 clusters Score -84723.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -84732.335938 Penalty: 2252.093018 Iteration 21Q: 3 clusters Score -84732.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -84739.687500 Penalty: 2252.093018 Iteration 22Q: 3 clusters Score -84739.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -84746.414062 Penalty: 2252.093018 Iteration 23Q: 3 clusters Score -84746.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -84750.054688 Penalty: 2252.093018 Iteration 24Q: 3 clusters Score -84750.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -84756.359375 Penalty: 2252.093018 Iteration 25Q: 3 clusters Score -84756.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -84760.382812 Penalty: 2252.093018 Iteration 26Q: 3 clusters Score -84760.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -84762.867188 Penalty: 2252.093018 Iteration 27Q: 3 clusters Score -84762.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -84762.867188 Penalty: 2252.093018 Iteration 28F: 3 clusters Score -84762.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (995 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Entering Unmasked Estep Score: -94014.375000 Penalty: 1121.695679 Iteration 0F: 2 clusters Score -94014.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -92636.046875 Penalty: 2243.391357 Iteration 0F: 3 clusters Score -92636.05 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -92882.351562 Penalty: 2243.391357 Iteration 1F: 3 clusters Score -92882.35 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -93011.195312 Penalty: 2243.391357 Iteration 2F: 3 clusters Score -93011.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -93079.023438 Penalty: 2243.391357 Iteration 3F: 3 clusters Score -93079.02 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -93101.015625 Penalty: 2243.391357 Iteration 4Q: 3 clusters Score -93101.02 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -93118.507812 Penalty: 2243.391357 Iteration 5Q: 3 clusters Score -93118.51 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -93132.609375 Penalty: 2243.391357 Iteration 6Q: 3 clusters Score -93132.61 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -93143.210938 Penalty: 2243.391357 Iteration 7Q: 3 clusters Score -93143.21 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -93154.734375 Penalty: 2243.391357 Iteration 8Q: 3 clusters Score -93154.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -93157.671875 Penalty: 2243.391357 Iteration 9Q: 3 clusters Score -93157.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -93159.359375 Penalty: 2243.391357 Iteration 10Q: 3 clusters Score -93159.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -93159.359375 Penalty: 2243.391357 Iteration 11F: 3 clusters Score -93159.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (801 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Entering Unmasked Estep Score: -76286.570312 Penalty: 1086.452393 Iteration 0F: 2 clusters Score -76286.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -75004.187500 Penalty: 2172.904785 Iteration 0F: 3 clusters Score -75004.19 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -75262.429688 Penalty: 2172.904785 Iteration 1F: 3 clusters Score -75262.43 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -75306.328125 Penalty: 2172.904785 Iteration 2Q: 3 clusters Score -75306.33 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -75339.367188 Penalty: 2172.904785 Iteration 3Q: 3 clusters Score -75339.37 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -75352.976562 Penalty: 2172.904785 Iteration 4Q: 3 clusters Score -75352.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -75366.054688 Penalty: 2172.904785 Iteration 5Q: 3 clusters Score -75366.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -75375.187500 Penalty: 2172.904785 Iteration 6Q: 3 clusters Score -75375.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -75379.085938 Penalty: 2172.904785 Iteration 7Q: 3 clusters Score -75379.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -75384.476562 Penalty: 2172.904785 Iteration 8Q: 3 clusters Score -75384.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -75390.867188 Penalty: 2172.904785 Iteration 9Q: 3 clusters Score -75390.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -75392.757812 Penalty: 2172.904785 Iteration 10Q: 3 clusters Score -75392.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -75395.210938 Penalty: 2172.904785 Iteration 11Q: 3 clusters Score -75395.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -75395.210938 Penalty: 2172.904785 Iteration 12F: 3 clusters Score -75395.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (15971 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15971 members Entering Unmasked Estep Score: -1472091.000000 Penalty: 1572.761108 Iteration 0F: 2 clusters Score -1472091 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7854 members Mstep: Class 2 contains 8117 members Entering Unmasked Estep Score: -1461096.250000 Penalty: 3145.522217 Iteration 0F: 3 clusters Score -1461096 nChanged 7084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7336 members Mstep: Class 2 contains 8635 members Entering Unmasked Estep Score: -1464938.625000 Penalty: 3145.522217 Iteration 1F: 3 clusters Score -1464939 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6988 members Mstep: Class 2 contains 8983 members Entering Unmasked Estep Score: -1465409.750000 Penalty: 3145.522217 Iteration 2F: 3 clusters Score -1465410 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6552 members Mstep: Class 2 contains 9419 members Entering Unmasked Estep Score: -1465962.125000 Penalty: 3145.522217 Iteration 3F: 3 clusters Score -1465962 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6023 members Mstep: Class 2 contains 9948 members Entering Unmasked Estep Score: -1466526.625000 Penalty: 3145.522217 Iteration 4F: 3 clusters Score -1466527 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 10551 members Entering Unmasked Estep Score: -1467125.125000 Penalty: 3145.522217 Iteration 5F: 3 clusters Score -1467125 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 11248 members Entering Unmasked Estep Score: -1467760.875000 Penalty: 3145.522217 Iteration 6F: 3 clusters Score -1467761 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 11912 members Entering Unmasked Estep Score: -1468351.375000 Penalty: 3145.522217 Iteration 7F: 3 clusters Score -1468351 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 12598 members Entering Unmasked Estep Score: -1468970.750000 Penalty: 3145.522217 Iteration 8Q: 3 clusters Score -1468971 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 13196 members Entering Unmasked Estep Score: -1469490.250000 Penalty: 3145.522217 Iteration 9Q: 3 clusters Score -1469490 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 13653 members Entering Unmasked Estep Score: -1469844.500000 Penalty: 3145.522217 Iteration 10Q: 3 clusters Score -1469844 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 14000 members Entering Unmasked Estep Score: -1470091.625000 Penalty: 3145.522217 Iteration 11Q: 3 clusters Score -1470092 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 14297 members Entering Unmasked Estep Score: -1470287.750000 Penalty: 3145.522217 Iteration 12Q: 3 clusters Score -1470288 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 14523 members Entering Unmasked Estep Score: -1470425.750000 Penalty: 3145.522217 Iteration 13Q: 3 clusters Score -1470426 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 14713 members Entering Unmasked Estep Score: -1470534.125000 Penalty: 3145.522217 Iteration 14Q: 3 clusters Score -1470534 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 14866 members Entering Unmasked Estep Score: -1470618.625000 Penalty: 3145.522217 Iteration 15Q: 3 clusters Score -1470619 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 15004 members Entering Unmasked Estep Score: -1470699.375000 Penalty: 3145.522217 Iteration 16Q: 3 clusters Score -1470699 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 15097 members Entering Unmasked Estep Score: -1470741.500000 Penalty: 3145.522217 Iteration 17Q: 3 clusters Score -1470742 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 15156 members Entering Unmasked Estep Score: -1470774.875000 Penalty: 3145.522217 Iteration 18Q: 3 clusters Score -1470775 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 15191 members Entering Unmasked Estep Score: -1470793.375000 Penalty: 3145.522217 Iteration 19Q: 3 clusters Score -1470793 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 15222 members Entering Unmasked Estep Score: -1470805.375000 Penalty: 3145.522217 Iteration 20F: 3 clusters Score -1470805 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 15244 members Entering Unmasked Estep Score: -1470816.375000 Penalty: 3145.522217 Iteration 21Q: 3 clusters Score -1470816 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 15260 members Entering Unmasked Estep Score: -1470823.875000 Penalty: 3145.522217 Iteration 22Q: 3 clusters Score -1470824 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 15272 members Entering Unmasked Estep Score: -1470836.750000 Penalty: 3145.522217 Iteration 23Q: 3 clusters Score -1470837 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 15279 members Entering Unmasked Estep Score: -1470840.375000 Penalty: 3145.522217 Iteration 24Q: 3 clusters Score -1470840 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 15284 members Entering Unmasked Estep Score: -1470845.625000 Penalty: 3145.522217 Iteration 25Q: 3 clusters Score -1470846 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 15287 members Entering Unmasked Estep Score: -1470847.750000 Penalty: 3145.522217 Iteration 26Q: 3 clusters Score -1470848 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 15290 members Entering Unmasked Estep Score: -1470846.000000 Penalty: 3145.522217 Iteration 27Q: 3 clusters Score -1470846 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 15292 members Entering Unmasked Estep Score: -1470844.625000 Penalty: 3145.522217 Iteration 28Q: 3 clusters Score -1470845 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 15294 members Entering Unmasked Estep Score: -1470843.625000 Penalty: 3145.522217 Iteration 29Q: 3 clusters Score -1470844 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 15296 members Entering Unmasked Estep Score: -1470844.875000 Penalty: 3145.522217 Iteration 30Q: 3 clusters Score -1470845 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 15298 members Entering Unmasked Estep Score: -1470846.750000 Penalty: 3145.522217 Iteration 31Q: 3 clusters Score -1470847 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 15301 members Entering Unmasked Estep Score: -1470848.875000 Penalty: 3145.522217 Iteration 32Q: 3 clusters Score -1470849 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 15306 members Entering Unmasked Estep Score: -1470851.500000 Penalty: 3145.522217 Iteration 33Q: 3 clusters Score -1470852 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 15308 members Entering Unmasked Estep Score: -1470854.625000 Penalty: 3145.522217 Iteration 34Q: 3 clusters Score -1470855 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 15309 members Entering Unmasked Estep Score: -1470856.375000 Penalty: 3145.522217 Iteration 35Q: 3 clusters Score -1470856 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 15309 members Entering Unmasked Estep Score: -1470856.375000 Penalty: 3145.522217 Iteration 36F: 3 clusters Score -1470856 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (810 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Entering Unmasked Estep Score: -75195.578125 Penalty: 1088.268066 Iteration 0F: 2 clusters Score -75195.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -73937.039062 Penalty: 2176.536133 Iteration 0F: 3 clusters Score -73937.04 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -74181.820312 Penalty: 2176.536133 Iteration 1F: 3 clusters Score -74181.82 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -74257.843750 Penalty: 2176.536133 Iteration 2F: 3 clusters Score -74257.84 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -74321.789062 Penalty: 2176.536133 Iteration 3Q: 3 clusters Score -74321.79 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -74370.718750 Penalty: 2176.536133 Iteration 4Q: 3 clusters Score -74370.72 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -74434.023438 Penalty: 2176.536133 Iteration 5Q: 3 clusters Score -74434.02 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -74486.000000 Penalty: 2176.536133 Iteration 6Q: 3 clusters Score -74486 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -74506.414062 Penalty: 2176.536133 Iteration 7Q: 3 clusters Score -74506.41 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -74531.703125 Penalty: 2176.536133 Iteration 8Q: 3 clusters Score -74531.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -74563.601562 Penalty: 2176.536133 Iteration 9Q: 3 clusters Score -74563.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -74605.093750 Penalty: 2176.536133 Iteration 10Q: 3 clusters Score -74605.09 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -74620.140625 Penalty: 2176.536133 Iteration 11Q: 3 clusters Score -74620.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -74640.015625 Penalty: 2176.536133 Iteration 12Q: 3 clusters Score -74640.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -74664.054688 Penalty: 2176.536133 Iteration 13Q: 3 clusters Score -74664.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -74671.945312 Penalty: 2176.536133 Iteration 14Q: 3 clusters Score -74671.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -74681.406250 Penalty: 2176.536133 Iteration 15Q: 3 clusters Score -74681.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -74688.226562 Penalty: 2176.536133 Iteration 16Q: 3 clusters Score -74688.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -74707.484375 Penalty: 2176.536133 Iteration 17Q: 3 clusters Score -74707.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -74722.414062 Penalty: 2176.536133 Iteration 18Q: 3 clusters Score -74722.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -74740.148438 Penalty: 2176.536133 Iteration 19Q: 3 clusters Score -74740.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -74749.304688 Penalty: 2176.536133 Iteration 20F: 3 clusters Score -74749.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -74752.007812 Penalty: 2176.536133 Iteration 21Q: 3 clusters Score -74752.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -74756.468750 Penalty: 2176.536133 Iteration 22Q: 3 clusters Score -74756.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -74757.789062 Penalty: 2176.536133 Iteration 23Q: 3 clusters Score -74757.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -74758.742188 Penalty: 2176.536133 Iteration 24Q: 3 clusters Score -74758.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -74762.593750 Penalty: 2176.536133 Iteration 25Q: 3 clusters Score -74762.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -74764.312500 Penalty: 2176.536133 Iteration 26Q: 3 clusters Score -74764.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -74768.484375 Penalty: 2176.536133 Iteration 27Q: 3 clusters Score -74768.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -74771.945312 Penalty: 2176.536133 Iteration 28Q: 3 clusters Score -74771.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -74796.335938 Penalty: 2176.536133 Iteration 29Q: 3 clusters Score -74796.34 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -74806.296875 Penalty: 2176.536133 Iteration 30Q: 3 clusters Score -74806.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -74811.429688 Penalty: 2176.536133 Iteration 31Q: 3 clusters Score -74811.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -74812.460938 Penalty: 2176.536133 Iteration 32Q: 3 clusters Score -74812.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -74813.648438 Penalty: 2176.536133 Iteration 33Q: 3 clusters Score -74813.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -74816.445312 Penalty: 2176.536133 Iteration 34Q: 3 clusters Score -74816.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -74825.054688 Penalty: 2176.536133 Iteration 35Q: 3 clusters Score -74825.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -74831.609375 Penalty: 2176.536133 Iteration 36Q: 3 clusters Score -74831.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -74837.304688 Penalty: 2176.536133 Iteration 37Q: 3 clusters Score -74837.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -74840.148438 Penalty: 2176.536133 Iteration 38Q: 3 clusters Score -74840.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -74842.687500 Penalty: 2176.536133 Iteration 39Q: 3 clusters Score -74842.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -74844.078125 Penalty: 2176.536133 Iteration 40F: 3 clusters Score -74844.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -74847.148438 Penalty: 2176.536133 Iteration 41Q: 3 clusters Score -74847.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -74850.617188 Penalty: 2176.536133 Iteration 42Q: 3 clusters Score -74850.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -74855.367188 Penalty: 2176.536133 Iteration 43Q: 3 clusters Score -74855.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -74860.062500 Penalty: 2176.536133 Iteration 44Q: 3 clusters Score -74860.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -74865.929688 Penalty: 2176.536133 Iteration 45Q: 3 clusters Score -74865.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -74879.148438 Penalty: 2176.536133 Iteration 46Q: 3 clusters Score -74879.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -74884.804688 Penalty: 2176.536133 Iteration 47Q: 3 clusters Score -74884.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -74894.734375 Penalty: 2176.536133 Iteration 48Q: 3 clusters Score -74894.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -74902.789062 Penalty: 2176.536133 Iteration 49Q: 3 clusters Score -74902.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -74907.687500 Penalty: 2176.536133 Iteration 50Q: 3 clusters Score -74907.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -74914.632812 Penalty: 2176.536133 Iteration 51Q: 3 clusters Score -74914.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -74917.664062 Penalty: 2176.536133 Iteration 52Q: 3 clusters Score -74917.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -74918.882812 Penalty: 2176.536133 Iteration 53Q: 3 clusters Score -74918.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -74919.406250 Penalty: 2176.536133 Iteration 54Q: 3 clusters Score -74919.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -74921.132812 Penalty: 2176.536133 Iteration 55Q: 3 clusters Score -74921.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -74923.562500 Penalty: 2176.536133 Iteration 56Q: 3 clusters Score -74923.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -74931.085938 Penalty: 2176.536133 Iteration 57Q: 3 clusters Score -74931.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -74940.023438 Penalty: 2176.536133 Iteration 58Q: 3 clusters Score -74940.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -74951.460938 Penalty: 2176.536133 Iteration 59Q: 3 clusters Score -74951.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -74960.429688 Penalty: 2176.536133 Iteration 60F: 3 clusters Score -74960.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -74962.710938 Penalty: 2176.536133 Iteration 61Q: 3 clusters Score -74962.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -74964.796875 Penalty: 2176.536133 Iteration 62Q: 3 clusters Score -74964.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -74966.015625 Penalty: 2176.536133 Iteration 63Q: 3 clusters Score -74966.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -74966.726562 Penalty: 2176.536133 Iteration 64Q: 3 clusters Score -74966.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -74966.726562 Penalty: 2176.536133 Iteration 65F: 3 clusters Score -74966.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (9056 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9056 members Entering Unmasked Estep Score: -812661.250000 Penalty: 1480.567261 Iteration 0F: 2 clusters Score -812661.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -806156.625000 Penalty: 2961.134521 Iteration 0F: 3 clusters Score -806156.6 nChanged 3833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -808240.625000 Penalty: 2961.134521 Iteration 1F: 3 clusters Score -808240.6 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -808506.500000 Penalty: 2961.134521 Iteration 2F: 3 clusters Score -808506.5 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -808892.812500 Penalty: 2961.134521 Iteration 3F: 3 clusters Score -808892.8 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -809714.000000 Penalty: 2961.134521 Iteration 4F: 3 clusters Score -809714 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 5078 members Entering Unmasked Estep Score: -811733.312500 Penalty: 2961.134521 Iteration 5F: 3 clusters Score -811733.3 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 5489 members Entering Unmasked Estep Score: -816210.875000 Penalty: 2961.134521 Iteration 6F: 3 clusters Score -816210.9 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 6090 members Entering Unmasked Estep Score: -818066.562500 Penalty: 2961.134521 Iteration 7F: 3 clusters Score -818066.6 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 6287 members Entering Unmasked Estep Score: -818260.125000 Penalty: 2961.134521 Iteration 8Q: 3 clusters Score -818260.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 6311 members Entering Unmasked Estep Score: -818277.375000 Penalty: 2961.134521 Iteration 9Q: 3 clusters Score -818277.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -818283.812500 Penalty: 2961.134521 Iteration 10Q: 3 clusters Score -818283.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 6315 members Entering Unmasked Estep Score: -818284.625000 Penalty: 2961.134521 Iteration 11Q: 3 clusters Score -818284.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -818285.375000 Penalty: 2961.134521 Iteration 12Q: 3 clusters Score -818285.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 6311 members Entering Unmasked Estep Score: -818286.062500 Penalty: 2961.134521 Iteration 13Q: 3 clusters Score -818286.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -818288.625000 Penalty: 2961.134521 Iteration 14Q: 3 clusters Score -818288.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 6311 members Entering Unmasked Estep Score: -818287.875000 Penalty: 2961.134521 Iteration 15Q: 3 clusters Score -818287.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 6310 members Entering Unmasked Estep Score: -818288.000000 Penalty: 2961.134521 Iteration 16Q: 3 clusters Score -818288 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 6309 members Entering Unmasked Estep Score: -818288.687500 Penalty: 2961.134521 Iteration 17Q: 3 clusters Score -818288.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 6308 members Entering Unmasked Estep Score: -818287.812500 Penalty: 2961.134521 Iteration 18Q: 3 clusters Score -818287.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 6308 members Entering Unmasked Estep Score: -818287.812500 Penalty: 2961.134521 Iteration 19F: 3 clusters Score -818287.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 1863 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 15971 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 2748 members Mstep: Class 11 contains 5940 members Mstep: Class 12 contains 16513 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2973 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3781 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4149 members Mstep: Class 20 contains 2435 members Mstep: Class 21 contains 6308 members Entering Unmasked Estep Score: -8400405.000000 Penalty: 38999.683594 Splitting cluster 10 changes total score from -8395129.000000 to -8400405.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 11 (5940 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5940 members Entering Unmasked Estep Score: -561876.062500 Penalty: 1412.037964 Iteration 0F: 2 clusters Score -561876.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -557311.062500 Penalty: 2824.075928 Iteration 0F: 3 clusters Score -557311.1 nChanged 2476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -558681.875000 Penalty: 2824.075928 Iteration 1F: 3 clusters Score -558681.9 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -558939.750000 Penalty: 2824.075928 Iteration 2F: 3 clusters Score -558939.8 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -559160.062500 Penalty: 2824.075928 Iteration 3F: 3 clusters Score -559160.1 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -559393.312500 Penalty: 2824.075928 Iteration 4F: 3 clusters Score -559393.3 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -559641.312500 Penalty: 2824.075928 Iteration 5F: 3 clusters Score -559641.3 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -559905.500000 Penalty: 2824.075928 Iteration 6F: 3 clusters Score -559905.5 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -560181.875000 Penalty: 2824.075928 Iteration 7F: 3 clusters Score -560181.9 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 4281 members Entering Unmasked Estep Score: -560464.812500 Penalty: 2824.075928 Iteration 8Q: 3 clusters Score -560464.8 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -560750.812500 Penalty: 2824.075928 Iteration 9Q: 3 clusters Score -560750.8 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -561010.562500 Penalty: 2824.075928 Iteration 10Q: 3 clusters Score -561010.6 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 4547 members Entering Unmasked Estep Score: -561206.187500 Penalty: 2824.075928 Iteration 11Q: 3 clusters Score -561206.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -561358.000000 Penalty: 2824.075928 Iteration 12Q: 3 clusters Score -561358 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -561496.375000 Penalty: 2824.075928 Iteration 13Q: 3 clusters Score -561496.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -561600.500000 Penalty: 2824.075928 Iteration 14Q: 3 clusters Score -561600.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -561638.187500 Penalty: 2824.075928 Iteration 15Q: 3 clusters Score -561638.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -561649.687500 Penalty: 2824.075928 Iteration 16Q: 3 clusters Score -561649.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 4596 members Entering Unmasked Estep Score: -561655.062500 Penalty: 2824.075928 Iteration 17Q: 3 clusters Score -561655.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -561661.250000 Penalty: 2824.075928 Iteration 18Q: 3 clusters Score -561661.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 4579 members Entering Unmasked Estep Score: -561662.875000 Penalty: 2824.075928 Iteration 19Q: 3 clusters Score -561662.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -561667.187500 Penalty: 2824.075928 Iteration 20F: 3 clusters Score -561667.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -561668.250000 Penalty: 2824.075928 Iteration 21Q: 3 clusters Score -561668.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 4565 members Entering Unmasked Estep Score: -561670.437500 Penalty: 2824.075928 Iteration 22Q: 3 clusters Score -561670.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 4565 members Entering Unmasked Estep Score: -561670.437500 Penalty: 2824.075928 Iteration 23F: 3 clusters Score -561670.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (16513 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16513 members Entering Unmasked Estep Score: -1576864.250000 Penalty: 1578.184326 Iteration 0F: 2 clusters Score -1576864 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8260 members Mstep: Class 2 contains 8253 members Entering Unmasked Estep Score: -1565396.375000 Penalty: 3156.368652 Iteration 0F: 3 clusters Score -1565396 nChanged 7458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8460 members Mstep: Class 2 contains 8053 members Entering Unmasked Estep Score: -1569737.750000 Penalty: 3156.368652 Iteration 1F: 3 clusters Score -1569738 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8703 members Mstep: Class 2 contains 7810 members Entering Unmasked Estep Score: -1570254.250000 Penalty: 3156.368652 Iteration 2F: 3 clusters Score -1570254 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9065 members Mstep: Class 2 contains 7448 members Entering Unmasked Estep Score: -1570805.875000 Penalty: 3156.368652 Iteration 3F: 3 clusters Score -1570806 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9513 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -1571409.250000 Penalty: 3156.368652 Iteration 4F: 3 clusters Score -1571409 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10016 members Mstep: Class 2 contains 6497 members Entering Unmasked Estep Score: -1572034.000000 Penalty: 3156.368652 Iteration 5F: 3 clusters Score -1572034 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10547 members Mstep: Class 2 contains 5966 members Entering Unmasked Estep Score: -1572593.000000 Penalty: 3156.368652 Iteration 6F: 3 clusters Score -1572593 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11128 members Mstep: Class 2 contains 5385 members Entering Unmasked Estep Score: -1573115.375000 Penalty: 3156.368652 Iteration 7F: 3 clusters Score -1573115 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11673 members Mstep: Class 2 contains 4840 members Entering Unmasked Estep Score: -1573543.000000 Penalty: 3156.368652 Iteration 8Q: 3 clusters Score -1573543 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12193 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -1573902.500000 Penalty: 3156.368652 Iteration 9Q: 3 clusters Score -1573902 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12694 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -1574206.000000 Penalty: 3156.368652 Iteration 10Q: 3 clusters Score -1574206 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13164 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -1574450.500000 Penalty: 3156.368652 Iteration 11Q: 3 clusters Score -1574450 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13599 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -1574678.375000 Penalty: 3156.368652 Iteration 12Q: 3 clusters Score -1574678 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14010 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -1574883.125000 Penalty: 3156.368652 Iteration 13Q: 3 clusters Score -1574883 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14368 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -1575070.250000 Penalty: 3156.368652 Iteration 14Q: 3 clusters Score -1575070 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14689 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -1575222.375000 Penalty: 3156.368652 Iteration 15Q: 3 clusters Score -1575222 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14932 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -1575335.500000 Penalty: 3156.368652 Iteration 16Q: 3 clusters Score -1575336 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15130 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -1575425.250000 Penalty: 3156.368652 Iteration 17Q: 3 clusters Score -1575425 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15291 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -1575500.500000 Penalty: 3156.368652 Iteration 18Q: 3 clusters Score -1575500 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15409 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -1575550.125000 Penalty: 3156.368652 Iteration 19Q: 3 clusters Score -1575550 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15496 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -1575583.000000 Penalty: 3156.368652 Iteration 20F: 3 clusters Score -1575583 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15578 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -1575622.875000 Penalty: 3156.368652 Iteration 21Q: 3 clusters Score -1575623 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15644 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -1575654.500000 Penalty: 3156.368652 Iteration 22Q: 3 clusters Score -1575654 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15696 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -1575677.000000 Penalty: 3156.368652 Iteration 23Q: 3 clusters Score -1575677 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15742 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -1575695.500000 Penalty: 3156.368652 Iteration 24Q: 3 clusters Score -1575696 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15778 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -1575712.500000 Penalty: 3156.368652 Iteration 25Q: 3 clusters Score -1575712 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15804 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -1575722.250000 Penalty: 3156.368652 Iteration 26Q: 3 clusters Score -1575722 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15819 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -1575728.875000 Penalty: 3156.368652 Iteration 27Q: 3 clusters Score -1575729 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15830 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -1575736.000000 Penalty: 3156.368652 Iteration 28Q: 3 clusters Score -1575736 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15842 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -1575743.000000 Penalty: 3156.368652 Iteration 29Q: 3 clusters Score -1575743 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15856 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -1575745.500000 Penalty: 3156.368652 Iteration 30Q: 3 clusters Score -1575746 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15865 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -1575749.750000 Penalty: 3156.368652 Iteration 31Q: 3 clusters Score -1575750 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15875 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -1575754.625000 Penalty: 3156.368652 Iteration 32Q: 3 clusters Score -1575755 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15882 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -1575757.000000 Penalty: 3156.368652 Iteration 33Q: 3 clusters Score -1575757 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15889 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -1575755.250000 Penalty: 3156.368652 Iteration 34Q: 3 clusters Score -1575755 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15892 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -1575761.375000 Penalty: 3156.368652 Iteration 35Q: 3 clusters Score -1575761 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15896 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -1575760.750000 Penalty: 3156.368652 Iteration 36Q: 3 clusters Score -1575761 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15898 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -1575759.125000 Penalty: 3156.368652 Iteration 37Q: 3 clusters Score -1575759 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15897 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -1575760.250000 Penalty: 3156.368652 Iteration 38Q: 3 clusters Score -1575760 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15897 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -1575760.250000 Penalty: 3156.368652 Iteration 39F: 3 clusters Score -1575760 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (507 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Entering Unmasked Estep Score: -44892.207031 Penalty: 1012.132996 Iteration 0F: 2 clusters Score -44892.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -43809.789062 Penalty: 2024.265991 Iteration 0F: 3 clusters Score -43809.79 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -43984.257812 Penalty: 2024.265991 Iteration 1F: 3 clusters Score -43984.26 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -44031.550781 Penalty: 2024.265991 Iteration 2F: 3 clusters Score -44031.55 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -44051.867188 Penalty: 2024.265991 Iteration 3Q: 3 clusters Score -44051.87 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -44070.906250 Penalty: 2024.265991 Iteration 4Q: 3 clusters Score -44070.91 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -44101.304688 Penalty: 2024.265991 Iteration 5Q: 3 clusters Score -44101.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -44123.281250 Penalty: 2024.265991 Iteration 6Q: 3 clusters Score -44123.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -44132.613281 Penalty: 2024.265991 Iteration 7Q: 3 clusters Score -44132.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -44137.015625 Penalty: 2024.265991 Iteration 8Q: 3 clusters Score -44137.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -44143.917969 Penalty: 2024.265991 Iteration 9Q: 3 clusters Score -44143.92 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -44161.265625 Penalty: 2024.265991 Iteration 10Q: 3 clusters Score -44161.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -44228.390625 Penalty: 2024.265991 Iteration 11Q: 3 clusters Score -44228.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -44248.019531 Penalty: 2024.265991 Iteration 12Q: 3 clusters Score -44248.02 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -44270.261719 Penalty: 2024.265991 Iteration 13Q: 3 clusters Score -44270.26 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -44286.160156 Penalty: 2024.265991 Iteration 14Q: 3 clusters Score -44286.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -44297.292969 Penalty: 2024.265991 Iteration 15Q: 3 clusters Score -44297.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -44306.453125 Penalty: 2024.265991 Iteration 16Q: 3 clusters Score -44306.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -44321.664062 Penalty: 2024.265991 Iteration 17Q: 3 clusters Score -44321.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -44341.921875 Penalty: 2024.265991 Iteration 18Q: 3 clusters Score -44341.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -44354.695312 Penalty: 2024.265991 Iteration 19Q: 3 clusters Score -44354.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -44374.820312 Penalty: 2024.265991 Iteration 20F: 3 clusters Score -44374.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -44394.394531 Penalty: 2024.265991 Iteration 21Q: 3 clusters Score -44394.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -44407.796875 Penalty: 2024.265991 Iteration 22Q: 3 clusters Score -44407.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -44437.265625 Penalty: 2024.265991 Iteration 23Q: 3 clusters Score -44437.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -44475.984375 Penalty: 2024.265991 Iteration 24Q: 3 clusters Score -44475.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -44497.835938 Penalty: 2024.265991 Iteration 25Q: 3 clusters Score -44497.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -44519.218750 Penalty: 2024.265991 Iteration 26Q: 3 clusters Score -44519.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -44526.019531 Penalty: 2024.265991 Iteration 27Q: 3 clusters Score -44526.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -44550.492188 Penalty: 2024.265991 Iteration 28Q: 3 clusters Score -44550.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -44564.527344 Penalty: 2024.265991 Iteration 29Q: 3 clusters Score -44564.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -44567.796875 Penalty: 2024.265991 Iteration 30Q: 3 clusters Score -44567.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -44568.230469 Penalty: 2024.265991 Iteration 31F: 3 clusters Score -44568.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -44574.996094 Penalty: 2024.265991 Iteration 32Q: 3 clusters Score -44575 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -44577.085938 Penalty: 2024.265991 Iteration 33Q: 3 clusters Score -44577.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -44577.085938 Penalty: 2024.265991 Iteration 34F: 3 clusters Score -44577.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (2973 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Entering Unmasked Estep Score: -287200.625000 Penalty: 1299.565674 Iteration 0F: 2 clusters Score -287200.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -284515.093750 Penalty: 2599.131348 Iteration 0F: 3 clusters Score -284515.1 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -285182.875000 Penalty: 2599.131348 Iteration 1F: 3 clusters Score -285182.9 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -285334.937500 Penalty: 2599.131348 Iteration 2F: 3 clusters Score -285334.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -285424.906250 Penalty: 2599.131348 Iteration 3F: 3 clusters Score -285424.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -285489.468750 Penalty: 2599.131348 Iteration 4Q: 3 clusters Score -285489.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -285549.250000 Penalty: 2599.131348 Iteration 5Q: 3 clusters Score -285549.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -285590.625000 Penalty: 2599.131348 Iteration 6Q: 3 clusters Score -285590.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -285622.281250 Penalty: 2599.131348 Iteration 7Q: 3 clusters Score -285622.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -285650.343750 Penalty: 2599.131348 Iteration 8Q: 3 clusters Score -285650.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -285667.906250 Penalty: 2599.131348 Iteration 9Q: 3 clusters Score -285667.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -285682.593750 Penalty: 2599.131348 Iteration 10Q: 3 clusters Score -285682.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -285698.625000 Penalty: 2599.131348 Iteration 11Q: 3 clusters Score -285698.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -285713.906250 Penalty: 2599.131348 Iteration 12Q: 3 clusters Score -285713.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -285731.281250 Penalty: 2599.131348 Iteration 13Q: 3 clusters Score -285731.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -285744.156250 Penalty: 2599.131348 Iteration 14Q: 3 clusters Score -285744.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -285760.593750 Penalty: 2599.131348 Iteration 15Q: 3 clusters Score -285760.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -285777.625000 Penalty: 2599.131348 Iteration 16Q: 3 clusters Score -285777.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -285799.312500 Penalty: 2599.131348 Iteration 17Q: 3 clusters Score -285799.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -285820.031250 Penalty: 2599.131348 Iteration 18Q: 3 clusters Score -285820 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -285838.375000 Penalty: 2599.131348 Iteration 19Q: 3 clusters Score -285838.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -285856.750000 Penalty: 2599.131348 Iteration 20F: 3 clusters Score -285856.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -285877.031250 Penalty: 2599.131348 Iteration 21Q: 3 clusters Score -285877 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -285901.437500 Penalty: 2599.131348 Iteration 22Q: 3 clusters Score -285901.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -285926.625000 Penalty: 2599.131348 Iteration 23Q: 3 clusters Score -285926.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -285948.500000 Penalty: 2599.131348 Iteration 24Q: 3 clusters Score -285948.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -285965.437500 Penalty: 2599.131348 Iteration 25Q: 3 clusters Score -285965.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -285976.437500 Penalty: 2599.131348 Iteration 26Q: 3 clusters Score -285976.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -285988.968750 Penalty: 2599.131348 Iteration 27Q: 3 clusters Score -285989 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -286007.437500 Penalty: 2599.131348 Iteration 28Q: 3 clusters Score -286007.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -286020.375000 Penalty: 2599.131348 Iteration 29Q: 3 clusters Score -286020.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -286032.625000 Penalty: 2599.131348 Iteration 30Q: 3 clusters Score -286032.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -286047.125000 Penalty: 2599.131348 Iteration 31Q: 3 clusters Score -286047.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -286056.187500 Penalty: 2599.131348 Iteration 32Q: 3 clusters Score -286056.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -286063.062500 Penalty: 2599.131348 Iteration 33Q: 3 clusters Score -286063.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -286074.062500 Penalty: 2599.131348 Iteration 34Q: 3 clusters Score -286074.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -286082.375000 Penalty: 2599.131348 Iteration 35Q: 3 clusters Score -286082.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -286092.281250 Penalty: 2599.131348 Iteration 36Q: 3 clusters Score -286092.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -286107.156250 Penalty: 2599.131348 Iteration 37Q: 3 clusters Score -286107.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -286113.875000 Penalty: 2599.131348 Iteration 38Q: 3 clusters Score -286113.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -286118.437500 Penalty: 2599.131348 Iteration 39Q: 3 clusters Score -286118.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -286120.968750 Penalty: 2599.131348 Iteration 40F: 3 clusters Score -286121 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -286125.750000 Penalty: 2599.131348 Iteration 41Q: 3 clusters Score -286125.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -286128.906250 Penalty: 2599.131348 Iteration 42Q: 3 clusters Score -286128.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -286133.687500 Penalty: 2599.131348 Iteration 43Q: 3 clusters Score -286133.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -286139.593750 Penalty: 2599.131348 Iteration 44Q: 3 clusters Score -286139.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -286143.968750 Penalty: 2599.131348 Iteration 45Q: 3 clusters Score -286144 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -286152.406250 Penalty: 2599.131348 Iteration 46Q: 3 clusters Score -286152.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -286156.468750 Penalty: 2599.131348 Iteration 47Q: 3 clusters Score -286156.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -286160.187500 Penalty: 2599.131348 Iteration 48Q: 3 clusters Score -286160.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -286163.125000 Penalty: 2599.131348 Iteration 49Q: 3 clusters Score -286163.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -286171.718750 Penalty: 2599.131348 Iteration 50Q: 3 clusters Score -286171.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -286179.750000 Penalty: 2599.131348 Iteration 51Q: 3 clusters Score -286179.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -286186.781250 Penalty: 2599.131348 Iteration 52Q: 3 clusters Score -286186.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -286192.562500 Penalty: 2599.131348 Iteration 53Q: 3 clusters Score -286192.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -286197.468750 Penalty: 2599.131348 Iteration 54Q: 3 clusters Score -286197.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -286203.343750 Penalty: 2599.131348 Iteration 55Q: 3 clusters Score -286203.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -286205.468750 Penalty: 2599.131348 Iteration 56Q: 3 clusters Score -286205.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -286207.500000 Penalty: 2599.131348 Iteration 57Q: 3 clusters Score -286207.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -286207.500000 Penalty: 2599.131348 Iteration 58F: 3 clusters Score -286207.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (597 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Entering Unmasked Estep Score: -45303.550781 Penalty: 1038.686523 Iteration 0F: 2 clusters Score -45303.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -44254.820312 Penalty: 2077.373047 Iteration 0F: 3 clusters Score -44254.82 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -44536.777344 Penalty: 2077.373047 Iteration 1F: 3 clusters Score -44536.78 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -44683.867188 Penalty: 2077.373047 Iteration 2F: 3 clusters Score -44683.87 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -44768.457031 Penalty: 2077.373047 Iteration 3F: 3 clusters Score -44768.46 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -44819.636719 Penalty: 2077.373047 Iteration 4Q: 3 clusters Score -44819.64 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -44887.488281 Penalty: 2077.373047 Iteration 5Q: 3 clusters Score -44887.49 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -44974.707031 Penalty: 2077.373047 Iteration 6Q: 3 clusters Score -44974.71 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -44998.566406 Penalty: 2077.373047 Iteration 7Q: 3 clusters Score -44998.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -45011.328125 Penalty: 2077.373047 Iteration 8Q: 3 clusters Score -45011.33 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -45027.187500 Penalty: 2077.373047 Iteration 9Q: 3 clusters Score -45027.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -45036.062500 Penalty: 2077.373047 Iteration 10Q: 3 clusters Score -45036.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -45047.269531 Penalty: 2077.373047 Iteration 11Q: 3 clusters Score -45047.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -45048.355469 Penalty: 2077.373047 Iteration 12Q: 3 clusters Score -45048.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -45048.355469 Penalty: 2077.373047 Iteration 13F: 3 clusters Score -45048.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (989 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Entering Unmasked Estep Score: -90870.546875 Penalty: 1120.712769 Iteration 0F: 2 clusters Score -90870.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -89422.664062 Penalty: 2241.425537 Iteration 0F: 3 clusters Score -89422.66 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -89662.648438 Penalty: 2241.425537 Iteration 1F: 3 clusters Score -89662.65 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -89710.632812 Penalty: 2241.425537 Iteration 2F: 3 clusters Score -89710.63 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -89748.539062 Penalty: 2241.425537 Iteration 3Q: 3 clusters Score -89748.54 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -89774.390625 Penalty: 2241.425537 Iteration 4Q: 3 clusters Score -89774.39 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -89788.281250 Penalty: 2241.425537 Iteration 5Q: 3 clusters Score -89788.28 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -89799.562500 Penalty: 2241.425537 Iteration 6Q: 3 clusters Score -89799.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -89804.750000 Penalty: 2241.425537 Iteration 7Q: 3 clusters Score -89804.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -89808.671875 Penalty: 2241.425537 Iteration 8Q: 3 clusters Score -89808.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -89813.343750 Penalty: 2241.425537 Iteration 9Q: 3 clusters Score -89813.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -89817.406250 Penalty: 2241.425537 Iteration 10Q: 3 clusters Score -89817.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -89820.679688 Penalty: 2241.425537 Iteration 11Q: 3 clusters Score -89820.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -89822.007812 Penalty: 2241.425537 Iteration 12Q: 3 clusters Score -89822.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -89822.007812 Penalty: 2241.425537 Iteration 13F: 3 clusters Score -89822.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3781 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Entering Unmasked Estep Score: -349283.281250 Penalty: 1338.633301 Iteration 0F: 2 clusters Score -349283.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -346082.312500 Penalty: 2677.266602 Iteration 0F: 3 clusters Score -346082.3 nChanged 1503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -346875.312500 Penalty: 2677.266602 Iteration 1F: 3 clusters Score -346875.3 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -347037.375000 Penalty: 2677.266602 Iteration 2F: 3 clusters Score -347037.4 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -347210.562500 Penalty: 2677.266602 Iteration 3F: 3 clusters Score -347210.6 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -347420.687500 Penalty: 2677.266602 Iteration 4F: 3 clusters Score -347420.7 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -347667.437500 Penalty: 2677.266602 Iteration 5F: 3 clusters Score -347667.4 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -347978.656250 Penalty: 2677.266602 Iteration 6F: 3 clusters Score -347978.7 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -348324.281250 Penalty: 2677.266602 Iteration 7F: 3 clusters Score -348324.3 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -348596.281250 Penalty: 2677.266602 Iteration 8F: 3 clusters Score -348596.3 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -348761.187500 Penalty: 2677.266602 Iteration 9Q: 3 clusters Score -348761.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -348855.437500 Penalty: 2677.266602 Iteration 10Q: 3 clusters Score -348855.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -348932.000000 Penalty: 2677.266602 Iteration 11Q: 3 clusters Score -348932 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -348972.812500 Penalty: 2677.266602 Iteration 12Q: 3 clusters Score -348972.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -348991.968750 Penalty: 2677.266602 Iteration 13Q: 3 clusters Score -348992 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -349002.812500 Penalty: 2677.266602 Iteration 14Q: 3 clusters Score -349002.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -349008.312500 Penalty: 2677.266602 Iteration 15Q: 3 clusters Score -349008.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -349012.593750 Penalty: 2677.266602 Iteration 16Q: 3 clusters Score -349012.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -349016.062500 Penalty: 2677.266602 Iteration 17Q: 3 clusters Score -349016.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -349019.062500 Penalty: 2677.266602 Iteration 18Q: 3 clusters Score -349019.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -349023.312500 Penalty: 2677.266602 Iteration 19Q: 3 clusters Score -349023.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -349027.343750 Penalty: 2677.266602 Iteration 20F: 3 clusters Score -349027.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -349028.843750 Penalty: 2677.266602 Iteration 21Q: 3 clusters Score -349028.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -349030.812500 Penalty: 2677.266602 Iteration 22Q: 3 clusters Score -349030.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -349030.968750 Penalty: 2677.266602 Iteration 23Q: 3 clusters Score -349031 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -349031.562500 Penalty: 2677.266602 Iteration 24Q: 3 clusters Score -349031.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -349031.562500 Penalty: 2677.266602 Iteration 25F: 3 clusters Score -349031.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2823 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Entering Unmasked Estep Score: -269280.500000 Penalty: 1291.152710 Iteration 0F: 2 clusters Score -269280.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -266657.093750 Penalty: 2582.305420 Iteration 0F: 3 clusters Score -266657.1 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -267251.062500 Penalty: 2582.305420 Iteration 1F: 3 clusters Score -267251.1 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -267393.125000 Penalty: 2582.305420 Iteration 2F: 3 clusters Score -267393.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -267470.656250 Penalty: 2582.305420 Iteration 3F: 3 clusters Score -267470.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -267524.187500 Penalty: 2582.305420 Iteration 4Q: 3 clusters Score -267524.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -267560.031250 Penalty: 2582.305420 Iteration 5Q: 3 clusters Score -267560 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -267588.000000 Penalty: 2582.305420 Iteration 6Q: 3 clusters Score -267588 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -267619.843750 Penalty: 2582.305420 Iteration 7Q: 3 clusters Score -267619.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -267650.343750 Penalty: 2582.305420 Iteration 8Q: 3 clusters Score -267650.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -267676.531250 Penalty: 2582.305420 Iteration 9Q: 3 clusters Score -267676.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -267700.968750 Penalty: 2582.305420 Iteration 10Q: 3 clusters Score -267701 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -267720.187500 Penalty: 2582.305420 Iteration 11Q: 3 clusters Score -267720.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -267741.781250 Penalty: 2582.305420 Iteration 12Q: 3 clusters Score -267741.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -267763.281250 Penalty: 2582.305420 Iteration 13Q: 3 clusters Score -267763.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -267783.625000 Penalty: 2582.305420 Iteration 14Q: 3 clusters Score -267783.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -267804.656250 Penalty: 2582.305420 Iteration 15Q: 3 clusters Score -267804.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -267827.281250 Penalty: 2582.305420 Iteration 16Q: 3 clusters Score -267827.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -267850.187500 Penalty: 2582.305420 Iteration 17Q: 3 clusters Score -267850.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -267873.437500 Penalty: 2582.305420 Iteration 18Q: 3 clusters Score -267873.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -267904.000000 Penalty: 2582.305420 Iteration 19Q: 3 clusters Score -267904 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -267932.531250 Penalty: 2582.305420 Iteration 20F: 3 clusters Score -267932.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -267954.656250 Penalty: 2582.305420 Iteration 21Q: 3 clusters Score -267954.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -267980.000000 Penalty: 2582.305420 Iteration 22Q: 3 clusters Score -267980 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -267999.218750 Penalty: 2582.305420 Iteration 23Q: 3 clusters Score -267999.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -268018.656250 Penalty: 2582.305420 Iteration 24Q: 3 clusters Score -268018.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -268034.312500 Penalty: 2582.305420 Iteration 25Q: 3 clusters Score -268034.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -268051.281250 Penalty: 2582.305420 Iteration 26Q: 3 clusters Score -268051.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -268067.968750 Penalty: 2582.305420 Iteration 27Q: 3 clusters Score -268068 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -268086.843750 Penalty: 2582.305420 Iteration 28Q: 3 clusters Score -268086.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -268103.000000 Penalty: 2582.305420 Iteration 29Q: 3 clusters Score -268103 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -268119.625000 Penalty: 2582.305420 Iteration 30Q: 3 clusters Score -268119.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -268137.343750 Penalty: 2582.305420 Iteration 31Q: 3 clusters Score -268137.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -268160.062500 Penalty: 2582.305420 Iteration 32Q: 3 clusters Score -268160.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -268179.687500 Penalty: 2582.305420 Iteration 33Q: 3 clusters Score -268179.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -268193.906250 Penalty: 2582.305420 Iteration 34Q: 3 clusters Score -268193.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -268207.312500 Penalty: 2582.305420 Iteration 35Q: 3 clusters Score -268207.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -268214.093750 Penalty: 2582.305420 Iteration 36Q: 3 clusters Score -268214.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -268222.718750 Penalty: 2582.305420 Iteration 37Q: 3 clusters Score -268222.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -268231.187500 Penalty: 2582.305420 Iteration 38Q: 3 clusters Score -268231.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -268239.375000 Penalty: 2582.305420 Iteration 39Q: 3 clusters Score -268239.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -268245.125000 Penalty: 2582.305420 Iteration 40F: 3 clusters Score -268245.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -268248.718750 Penalty: 2582.305420 Iteration 41Q: 3 clusters Score -268248.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -268253.812500 Penalty: 2582.305420 Iteration 42Q: 3 clusters Score -268253.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -268259.062500 Penalty: 2582.305420 Iteration 43Q: 3 clusters Score -268259.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -268265.531250 Penalty: 2582.305420 Iteration 44Q: 3 clusters Score -268265.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -268269.000000 Penalty: 2582.305420 Iteration 45Q: 3 clusters Score -268269 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -268271.875000 Penalty: 2582.305420 Iteration 46Q: 3 clusters Score -268271.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -268273.031250 Penalty: 2582.305420 Iteration 47Q: 3 clusters Score -268273 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -268272.875000 Penalty: 2582.305420 Iteration 48Q: 3 clusters Score -268272.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -268272.875000 Penalty: 2582.305420 Iteration 49F: 3 clusters Score -268272.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4149 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Entering Unmasked Estep Score: -387475.187500 Penalty: 1353.726196 Iteration 0F: 2 clusters Score -387475.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -384048.875000 Penalty: 2707.452393 Iteration 0F: 3 clusters Score -384048.9 nChanged 1646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -385107.125000 Penalty: 2707.452393 Iteration 1F: 3 clusters Score -385107.1 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -385385.531250 Penalty: 2707.452393 Iteration 2F: 3 clusters Score -385385.5 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -385603.875000 Penalty: 2707.452393 Iteration 3F: 3 clusters Score -385603.9 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -385774.187500 Penalty: 2707.452393 Iteration 4F: 3 clusters Score -385774.2 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -385914.531250 Penalty: 2707.452393 Iteration 5F: 3 clusters Score -385914.5 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -386036.812500 Penalty: 2707.452393 Iteration 6Q: 3 clusters Score -386036.8 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -386139.156250 Penalty: 2707.452393 Iteration 7Q: 3 clusters Score -386139.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -386209.843750 Penalty: 2707.452393 Iteration 8Q: 3 clusters Score -386209.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -386259.937500 Penalty: 2707.452393 Iteration 9Q: 3 clusters Score -386259.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -386295.656250 Penalty: 2707.452393 Iteration 10Q: 3 clusters Score -386295.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -386324.156250 Penalty: 2707.452393 Iteration 11Q: 3 clusters Score -386324.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -386346.718750 Penalty: 2707.452393 Iteration 12Q: 3 clusters Score -386346.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -386361.156250 Penalty: 2707.452393 Iteration 13Q: 3 clusters Score -386361.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -386372.468750 Penalty: 2707.452393 Iteration 14Q: 3 clusters Score -386372.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -386379.093750 Penalty: 2707.452393 Iteration 15Q: 3 clusters Score -386379.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -386383.062500 Penalty: 2707.452393 Iteration 16Q: 3 clusters Score -386383.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -386386.312500 Penalty: 2707.452393 Iteration 17Q: 3 clusters Score -386386.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -386386.625000 Penalty: 2707.452393 Iteration 18Q: 3 clusters Score -386386.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -386387.875000 Penalty: 2707.452393 Iteration 19Q: 3 clusters Score -386387.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -386388.343750 Penalty: 2707.452393 Iteration 20F: 3 clusters Score -386388.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -386388.968750 Penalty: 2707.452393 Iteration 21Q: 3 clusters Score -386389 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -386388.968750 Penalty: 2707.452393 Iteration 22F: 3 clusters Score -386389 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2435 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Entering Unmasked Estep Score: -231611.968750 Penalty: 1267.126587 Iteration 0F: 2 clusters Score -231612 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -229225.140625 Penalty: 2534.253174 Iteration 0F: 3 clusters Score -229225.1 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -229786.015625 Penalty: 2534.253174 Iteration 1F: 3 clusters Score -229786 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -229896.046875 Penalty: 2534.253174 Iteration 2F: 3 clusters Score -229896 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -229967.953125 Penalty: 2534.253174 Iteration 3Q: 3 clusters Score -229968 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -230007.546875 Penalty: 2534.253174 Iteration 4Q: 3 clusters Score -230007.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -230045.437500 Penalty: 2534.253174 Iteration 5Q: 3 clusters Score -230045.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -230071.968750 Penalty: 2534.253174 Iteration 6Q: 3 clusters Score -230072 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -230093.203125 Penalty: 2534.253174 Iteration 7Q: 3 clusters Score -230093.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -230109.968750 Penalty: 2534.253174 Iteration 8Q: 3 clusters Score -230110 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -230120.937500 Penalty: 2534.253174 Iteration 9Q: 3 clusters Score -230120.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -230133.359375 Penalty: 2534.253174 Iteration 10Q: 3 clusters Score -230133.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -230141.906250 Penalty: 2534.253174 Iteration 11Q: 3 clusters Score -230141.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -230148.109375 Penalty: 2534.253174 Iteration 12Q: 3 clusters Score -230148.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -230154.421875 Penalty: 2534.253174 Iteration 13Q: 3 clusters Score -230154.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -230161.796875 Penalty: 2534.253174 Iteration 14Q: 3 clusters Score -230161.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -230168.468750 Penalty: 2534.253174 Iteration 15Q: 3 clusters Score -230168.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -230174.968750 Penalty: 2534.253174 Iteration 16Q: 3 clusters Score -230175 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -230178.265625 Penalty: 2534.253174 Iteration 17Q: 3 clusters Score -230178.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -230181.781250 Penalty: 2534.253174 Iteration 18Q: 3 clusters Score -230181.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -230183.937500 Penalty: 2534.253174 Iteration 19Q: 3 clusters Score -230183.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -230186.062500 Penalty: 2534.253174 Iteration 20F: 3 clusters Score -230186.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -230188.125000 Penalty: 2534.253174 Iteration 21Q: 3 clusters Score -230188.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -230188.937500 Penalty: 2534.253174 Iteration 22Q: 3 clusters Score -230188.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -230189.640625 Penalty: 2534.253174 Iteration 23Q: 3 clusters Score -230189.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -230190.296875 Penalty: 2534.253174 Iteration 24Q: 3 clusters Score -230190.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -230190.812500 Penalty: 2534.253174 Iteration 25Q: 3 clusters Score -230190.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -230190.828125 Penalty: 2534.253174 Iteration 26Q: 3 clusters Score -230190.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -230191.031250 Penalty: 2534.253174 Iteration 27Q: 3 clusters Score -230191 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -230191.546875 Penalty: 2534.253174 Iteration 28Q: 3 clusters Score -230191.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -230191.546875 Penalty: 2534.253174 Iteration 29F: 3 clusters Score -230191.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 1863 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 15971 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 2748 members Mstep: Class 11 contains 5940 members Mstep: Class 12 contains 16513 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2973 members Mstep: Class 15 contains 597 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3781 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4149 members Mstep: Class 20 contains 2435 members Entering Unmasked Estep ConsiderDeletion Score: -8400717.000000 Penalty: 38999.683594 Iteration 105F: 22 clusters Score -8400717 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 1864 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 16125 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2624 members Mstep: Class 11 contains 5940 members Mstep: Class 12 contains 16513 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2973 members Mstep: Class 15 contains 559 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3781 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4149 members Mstep: Class 20 contains 2435 members Mstep: Class 21 contains 6308 members Entering Unmasked Estep ConsiderDeletion Score: -8400994.000000 Penalty: 38999.683594 Iteration 106Q: 22 clusters Score -8400994 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 808 members Mstep: Class 8 contains 16232 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2534 members Mstep: Class 11 contains 5938 members Mstep: Class 12 contains 16513 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2973 members Mstep: Class 15 contains 539 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3781 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4149 members Mstep: Class 20 contains 2434 members Mstep: Class 21 contains 6310 members Entering Unmasked Estep ConsiderDeletion Score: -8401149.000000 Penalty: 38999.683594 Iteration 107Q: 22 clusters Score -8401149 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 808 members Mstep: Class 8 contains 16326 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2457 members Mstep: Class 11 contains 5937 members Mstep: Class 12 contains 16513 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2972 members Mstep: Class 15 contains 528 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3781 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4148 members Mstep: Class 20 contains 2434 members Mstep: Class 21 contains 6307 members Entering Unmasked Estep ConsiderDeletion Score: -8401228.000000 Penalty: 38999.683594 Iteration 108Q: 22 clusters Score -8401228 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16400 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2388 members Mstep: Class 11 contains 5937 members Mstep: Class 12 contains 16513 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2969 members Mstep: Class 15 contains 524 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3781 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4148 members Mstep: Class 20 contains 2436 members Mstep: Class 21 contains 6306 members Entering Unmasked Estep ConsiderDeletion Score: -8401274.000000 Penalty: 38999.683594 Iteration 109Q: 22 clusters Score -8401274 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1021 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16463 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2325 members Mstep: Class 11 contains 5937 members Mstep: Class 12 contains 16513 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2969 members Mstep: Class 15 contains 523 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3782 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2437 members Mstep: Class 21 contains 6307 members Entering Unmasked Estep ConsiderDeletion Score: -8401280.000000 Penalty: 38999.683594 Iteration 110Q: 22 clusters Score -8401280 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16523 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2269 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16512 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2970 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3782 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2437 members Mstep: Class 21 contains 6304 members Entering Unmasked Estep ConsiderDeletion Score: -8401268.000000 Penalty: 38999.683594 Iteration 111Q: 22 clusters Score -8401268 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16563 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2226 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16512 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2971 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3782 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2437 members Mstep: Class 21 contains 6306 members Entering Unmasked Estep ConsiderDeletion Score: -8401276.000000 Penalty: 38999.683594 Iteration 112Q: 22 clusters Score -8401276 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18529 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16594 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2195 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16512 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2971 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3783 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2438 members Mstep: Class 21 contains 6305 members Entering Unmasked Estep ConsiderDeletion Score: -8401291.000000 Penalty: 38999.683594 Iteration 113Q: 22 clusters Score -8401291 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18529 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1023 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16616 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2176 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16512 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2971 members Mstep: Class 15 contains 520 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3781 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2440 members Mstep: Class 21 contains 6303 members Entering Unmasked Estep ConsiderDeletion Score: -8401298.000000 Penalty: 38999.683594 Iteration 114Q: 22 clusters Score -8401298 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18528 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16633 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2160 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16512 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2970 members Mstep: Class 15 contains 520 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3782 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2441 members Mstep: Class 21 contains 6302 members Entering Unmasked Estep ConsiderDeletion Score: -8401301.000000 Penalty: 38999.683594 Iteration 115Q: 22 clusters Score -8401301 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18528 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16643 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2150 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16512 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2970 members Mstep: Class 15 contains 520 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3782 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2441 members Mstep: Class 21 contains 6302 members Entering Unmasked Estep ConsiderDeletion Score: -8401304.000000 Penalty: 38999.683594 Iteration 116Q: 22 clusters Score -8401304 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18528 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16652 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2142 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16512 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2970 members Mstep: Class 15 contains 520 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3782 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2441 members Mstep: Class 21 contains 6301 members Entering Unmasked Estep ConsiderDeletion Score: -8401303.000000 Penalty: 38999.683594 Iteration 117Q: 22 clusters Score -8401303 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18528 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16663 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2131 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16512 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2970 members Mstep: Class 15 contains 520 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3782 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2441 members Mstep: Class 21 contains 6301 members Entering Unmasked Estep ConsiderDeletion Score: -8401314.000000 Penalty: 38999.683594 Iteration 118Q: 22 clusters Score -8401314 nChanged 13 Entering ConstructFrom: Score: -8401314.000000 Penalty: 38999.683594 Entering ConstructFrom: Trying to split cluster 1 (1024 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Entering Unmasked Estep Score: -95701.648438 Penalty: 1126.364136 Iteration 0F: 2 clusters Score -95701.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -94228.093750 Penalty: 2252.728271 Iteration 0F: 3 clusters Score -94228.09 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -94496.398438 Penalty: 2252.728271 Iteration 1F: 3 clusters Score -94496.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -94575.710938 Penalty: 2252.728271 Iteration 2F: 3 clusters Score -94575.71 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -94615.585938 Penalty: 2252.728271 Iteration 3Q: 3 clusters Score -94615.59 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -94638.945312 Penalty: 2252.728271 Iteration 4Q: 3 clusters Score -94638.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -94649.867188 Penalty: 2252.728271 Iteration 5Q: 3 clusters Score -94649.87 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -94666.039062 Penalty: 2252.728271 Iteration 6Q: 3 clusters Score -94666.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -94674.875000 Penalty: 2252.728271 Iteration 7Q: 3 clusters Score -94674.88 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -94681.890625 Penalty: 2252.728271 Iteration 8Q: 3 clusters Score -94681.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -94686.671875 Penalty: 2252.728271 Iteration 9Q: 3 clusters Score -94686.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -94688.187500 Penalty: 2252.728271 Iteration 10Q: 3 clusters Score -94688.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -94689.921875 Penalty: 2252.728271 Iteration 11Q: 3 clusters Score -94689.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -94690.523438 Penalty: 2252.728271 Iteration 12Q: 3 clusters Score -94690.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -94690.523438 Penalty: 2252.728271 Iteration 13F: 3 clusters Score -94690.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (18528 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18528 members Entering Unmasked Estep Score: -1795206.625000 Penalty: 1596.893799 Iteration 0F: 2 clusters Score -1795207 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9241 members Mstep: Class 2 contains 9287 members Entering Unmasked Estep Score: -1782561.375000 Penalty: 3193.787598 Iteration 0F: 3 clusters Score -1782561 nChanged 8334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9133 members Mstep: Class 2 contains 9395 members Entering Unmasked Estep Score: -1787126.000000 Penalty: 3193.787598 Iteration 1F: 3 clusters Score -1787126 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9073 members Mstep: Class 2 contains 9455 members Entering Unmasked Estep Score: -1787458.125000 Penalty: 3193.787598 Iteration 2Q: 3 clusters Score -1787458 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8948 members Mstep: Class 2 contains 9580 members Entering Unmasked Estep Score: -1787779.125000 Penalty: 3193.787598 Iteration 3Q: 3 clusters Score -1787779 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8745 members Mstep: Class 2 contains 9783 members Entering Unmasked Estep Score: -1788174.375000 Penalty: 3193.787598 Iteration 4Q: 3 clusters Score -1788174 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8418 members Mstep: Class 2 contains 10110 members Entering Unmasked Estep Score: -1788810.625000 Penalty: 3193.787598 Iteration 5F: 3 clusters Score -1788811 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7897 members Mstep: Class 2 contains 10631 members Entering Unmasked Estep Score: -1789626.375000 Penalty: 3193.787598 Iteration 6F: 3 clusters Score -1789626 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7195 members Mstep: Class 2 contains 11333 members Entering Unmasked Estep Score: -1790553.875000 Penalty: 3193.787598 Iteration 7F: 3 clusters Score -1790554 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6396 members Mstep: Class 2 contains 12132 members Entering Unmasked Estep Score: -1791497.875000 Penalty: 3193.787598 Iteration 8F: 3 clusters Score -1791498 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5650 members Mstep: Class 2 contains 12878 members Entering Unmasked Estep Score: -1792356.375000 Penalty: 3193.787598 Iteration 9F: 3 clusters Score -1792356 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5077 members Mstep: Class 2 contains 13451 members Entering Unmasked Estep Score: -1792965.250000 Penalty: 3193.787598 Iteration 10Q: 3 clusters Score -1792965 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 13877 members Entering Unmasked Estep Score: -1793367.250000 Penalty: 3193.787598 Iteration 11Q: 3 clusters Score -1793367 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 14212 members Entering Unmasked Estep Score: -1793641.125000 Penalty: 3193.787598 Iteration 12Q: 3 clusters Score -1793641 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 14491 members Entering Unmasked Estep Score: -1793804.000000 Penalty: 3193.787598 Iteration 13Q: 3 clusters Score -1793804 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 14738 members Entering Unmasked Estep Score: -1793935.375000 Penalty: 3193.787598 Iteration 14Q: 3 clusters Score -1793935 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 14951 members Entering Unmasked Estep Score: -1794020.500000 Penalty: 3193.787598 Iteration 15Q: 3 clusters Score -1794020 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 15149 members Entering Unmasked Estep Score: -1794106.250000 Penalty: 3193.787598 Iteration 16Q: 3 clusters Score -1794106 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 15331 members Entering Unmasked Estep Score: -1794174.250000 Penalty: 3193.787598 Iteration 17Q: 3 clusters Score -1794174 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 15505 members Entering Unmasked Estep Score: -1794242.000000 Penalty: 3193.787598 Iteration 18Q: 3 clusters Score -1794242 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 15642 members Entering Unmasked Estep Score: -1794288.625000 Penalty: 3193.787598 Iteration 19Q: 3 clusters Score -1794289 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 15768 members Entering Unmasked Estep Score: -1794328.125000 Penalty: 3193.787598 Iteration 20F: 3 clusters Score -1794328 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 15881 members Entering Unmasked Estep Score: -1794370.000000 Penalty: 3193.787598 Iteration 21Q: 3 clusters Score -1794370 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 15983 members Entering Unmasked Estep Score: -1794411.125000 Penalty: 3193.787598 Iteration 22Q: 3 clusters Score -1794411 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 16065 members Entering Unmasked Estep Score: -1794450.250000 Penalty: 3193.787598 Iteration 23Q: 3 clusters Score -1794450 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 16150 members Entering Unmasked Estep Score: -1794497.375000 Penalty: 3193.787598 Iteration 24Q: 3 clusters Score -1794497 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 16239 members Entering Unmasked Estep Score: -1794563.000000 Penalty: 3193.787598 Iteration 25Q: 3 clusters Score -1794563 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 16338 members Entering Unmasked Estep Score: -1794644.125000 Penalty: 3193.787598 Iteration 26Q: 3 clusters Score -1794644 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 16434 members Entering Unmasked Estep Score: -1794716.250000 Penalty: 3193.787598 Iteration 27Q: 3 clusters Score -1794716 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 16517 members Entering Unmasked Estep Score: -1794754.125000 Penalty: 3193.787598 Iteration 28Q: 3 clusters Score -1794754 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 16583 members Entering Unmasked Estep Score: -1794791.125000 Penalty: 3193.787598 Iteration 29Q: 3 clusters Score -1794791 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 16631 members Entering Unmasked Estep Score: -1794811.500000 Penalty: 3193.787598 Iteration 30Q: 3 clusters Score -1794812 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 16676 members Entering Unmasked Estep Score: -1794830.375000 Penalty: 3193.787598 Iteration 31Q: 3 clusters Score -1794830 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 16706 members Entering Unmasked Estep Score: -1794832.625000 Penalty: 3193.787598 Iteration 32Q: 3 clusters Score -1794833 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 16728 members Entering Unmasked Estep Score: -1794838.375000 Penalty: 3193.787598 Iteration 33Q: 3 clusters Score -1794838 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 16756 members Entering Unmasked Estep Score: -1794851.375000 Penalty: 3193.787598 Iteration 34Q: 3 clusters Score -1794851 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 16778 members Entering Unmasked Estep Score: -1794857.625000 Penalty: 3193.787598 Iteration 35Q: 3 clusters Score -1794858 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 16799 members Entering Unmasked Estep Score: -1794863.250000 Penalty: 3193.787598 Iteration 36Q: 3 clusters Score -1794863 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 16814 members Entering Unmasked Estep Score: -1794871.250000 Penalty: 3193.787598 Iteration 37Q: 3 clusters Score -1794871 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 16832 members Entering Unmasked Estep Score: -1794874.375000 Penalty: 3193.787598 Iteration 38Q: 3 clusters Score -1794874 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 16845 members Entering Unmasked Estep Score: -1794875.625000 Penalty: 3193.787598 Iteration 39Q: 3 clusters Score -1794876 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 16851 members Entering Unmasked Estep Score: -1794878.000000 Penalty: 3193.787598 Iteration 40F: 3 clusters Score -1794878 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 16856 members Entering Unmasked Estep Score: -1794879.625000 Penalty: 3193.787598 Iteration 41Q: 3 clusters Score -1794880 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 16859 members Entering Unmasked Estep Score: -1794880.250000 Penalty: 3193.787598 Iteration 42Q: 3 clusters Score -1794880 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 16861 members Entering Unmasked Estep Score: -1794878.375000 Penalty: 3193.787598 Iteration 43Q: 3 clusters Score -1794878 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 16861 members Entering Unmasked Estep Score: -1794880.625000 Penalty: 3193.787598 Iteration 44Q: 3 clusters Score -1794881 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 16862 members Entering Unmasked Estep Score: -1794880.875000 Penalty: 3193.787598 Iteration 45Q: 3 clusters Score -1794881 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 16862 members Entering Unmasked Estep Score: -1794880.875000 Penalty: 3193.787598 Iteration 46F: 3 clusters Score -1794881 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Entering Unmasked Estep Score: -101587.632812 Penalty: 1140.053223 Iteration 0F: 2 clusters Score -101587.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -100051.882812 Penalty: 2280.106445 Iteration 0F: 3 clusters Score -100051.9 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -100309.078125 Penalty: 2280.106445 Iteration 1F: 3 clusters Score -100309.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -100398.257812 Penalty: 2280.106445 Iteration 2F: 3 clusters Score -100398.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -100470.937500 Penalty: 2280.106445 Iteration 3F: 3 clusters Score -100470.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -100548.414062 Penalty: 2280.106445 Iteration 4Q: 3 clusters Score -100548.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -100617.265625 Penalty: 2280.106445 Iteration 5Q: 3 clusters Score -100617.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -100696.984375 Penalty: 2280.106445 Iteration 6Q: 3 clusters Score -100697 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -100782.578125 Penalty: 2280.106445 Iteration 7Q: 3 clusters Score -100782.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -100839.257812 Penalty: 2280.106445 Iteration 8Q: 3 clusters Score -100839.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -100883.585938 Penalty: 2280.106445 Iteration 9Q: 3 clusters Score -100883.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -100933.804688 Penalty: 2280.106445 Iteration 10Q: 3 clusters Score -100933.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -100969.351562 Penalty: 2280.106445 Iteration 11Q: 3 clusters Score -100969.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -100988.562500 Penalty: 2280.106445 Iteration 12Q: 3 clusters Score -100988.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -101018.460938 Penalty: 2280.106445 Iteration 13Q: 3 clusters Score -101018.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -101049.273438 Penalty: 2280.106445 Iteration 14Q: 3 clusters Score -101049.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -101060.414062 Penalty: 2280.106445 Iteration 15Q: 3 clusters Score -101060.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -101073.695312 Penalty: 2280.106445 Iteration 16Q: 3 clusters Score -101073.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -101079.046875 Penalty: 2280.106445 Iteration 17Q: 3 clusters Score -101079 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -101087.703125 Penalty: 2280.106445 Iteration 18Q: 3 clusters Score -101087.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -101103.351562 Penalty: 2280.106445 Iteration 19Q: 3 clusters Score -101103.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -101125.210938 Penalty: 2280.106445 Iteration 20F: 3 clusters Score -101125.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -101149.898438 Penalty: 2280.106445 Iteration 21Q: 3 clusters Score -101149.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -101184.546875 Penalty: 2280.106445 Iteration 22Q: 3 clusters Score -101184.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -101215.265625 Penalty: 2280.106445 Iteration 23Q: 3 clusters Score -101215.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -101234.085938 Penalty: 2280.106445 Iteration 24Q: 3 clusters Score -101234.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -101245.679688 Penalty: 2280.106445 Iteration 25Q: 3 clusters Score -101245.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -101251.187500 Penalty: 2280.106445 Iteration 26Q: 3 clusters Score -101251.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -101251.882812 Penalty: 2280.106445 Iteration 27Q: 3 clusters Score -101251.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -101253.601562 Penalty: 2280.106445 Iteration 28Q: 3 clusters Score -101253.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -101253.601562 Penalty: 2280.106445 Iteration 29F: 3 clusters Score -101253.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1865 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Entering Unmasked Estep Score: -175079.468750 Penalty: 1223.790161 Iteration 0F: 2 clusters Score -175079.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -173057.875000 Penalty: 2447.580322 Iteration 0F: 3 clusters Score -173057.9 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -173536.671875 Penalty: 2447.580322 Iteration 1F: 3 clusters Score -173536.7 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -173718.125000 Penalty: 2447.580322 Iteration 2F: 3 clusters Score -173718.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -173836.171875 Penalty: 2447.580322 Iteration 3F: 3 clusters Score -173836.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -173969.390625 Penalty: 2447.580322 Iteration 4F: 3 clusters Score -173969.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -174104.578125 Penalty: 2447.580322 Iteration 5F: 3 clusters Score -174104.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -174256.968750 Penalty: 2447.580322 Iteration 6F: 3 clusters Score -174257 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -174421.312500 Penalty: 2447.580322 Iteration 7F: 3 clusters Score -174421.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -174589.281250 Penalty: 2447.580322 Iteration 8Q: 3 clusters Score -174589.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -174709.265625 Penalty: 2447.580322 Iteration 9Q: 3 clusters Score -174709.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -174802.515625 Penalty: 2447.580322 Iteration 10Q: 3 clusters Score -174802.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -174835.562500 Penalty: 2447.580322 Iteration 11Q: 3 clusters Score -174835.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -174851.687500 Penalty: 2447.580322 Iteration 12Q: 3 clusters Score -174851.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -174859.890625 Penalty: 2447.580322 Iteration 13Q: 3 clusters Score -174859.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -174862.593750 Penalty: 2447.580322 Iteration 14Q: 3 clusters Score -174862.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -174862.593750 Penalty: 2447.580322 Iteration 15F: 3 clusters Score -174862.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1022 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Entering Unmasked Estep Score: -85251.421875 Penalty: 1126.046509 Iteration 0F: 2 clusters Score -85251.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -83824.132812 Penalty: 2252.093018 Iteration 0F: 3 clusters Score -83824.13 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -84081.460938 Penalty: 2252.093018 Iteration 1F: 3 clusters Score -84081.46 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -84167.601562 Penalty: 2252.093018 Iteration 2F: 3 clusters Score -84167.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -84210.921875 Penalty: 2252.093018 Iteration 3Q: 3 clusters Score -84210.92 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -84244.820312 Penalty: 2252.093018 Iteration 4Q: 3 clusters Score -84244.82 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -84283.539062 Penalty: 2252.093018 Iteration 5Q: 3 clusters Score -84283.54 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -84324.898438 Penalty: 2252.093018 Iteration 6Q: 3 clusters Score -84324.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -84364.039062 Penalty: 2252.093018 Iteration 7Q: 3 clusters Score -84364.04 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -84392.773438 Penalty: 2252.093018 Iteration 8Q: 3 clusters Score -84392.77 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -84409.398438 Penalty: 2252.093018 Iteration 9Q: 3 clusters Score -84409.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -84419.695312 Penalty: 2252.093018 Iteration 10Q: 3 clusters Score -84419.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -84426.796875 Penalty: 2252.093018 Iteration 11Q: 3 clusters Score -84426.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -84432.851562 Penalty: 2252.093018 Iteration 12Q: 3 clusters Score -84432.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -84437.546875 Penalty: 2252.093018 Iteration 13Q: 3 clusters Score -84437.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -84439.390625 Penalty: 2252.093018 Iteration 14Q: 3 clusters Score -84439.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -84441.945312 Penalty: 2252.093018 Iteration 15Q: 3 clusters Score -84441.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -84442.734375 Penalty: 2252.093018 Iteration 16Q: 3 clusters Score -84442.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -84444.171875 Penalty: 2252.093018 Iteration 17Q: 3 clusters Score -84444.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -84447.101562 Penalty: 2252.093018 Iteration 18Q: 3 clusters Score -84447.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -84447.250000 Penalty: 2252.093018 Iteration 19Q: 3 clusters Score -84447.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -84447.250000 Penalty: 2252.093018 Iteration 20F: 3 clusters Score -84447.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (997 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Entering Unmasked Estep Score: -94196.203125 Penalty: 1122.021973 Iteration 0F: 2 clusters Score -94196.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -92828.929688 Penalty: 2244.043945 Iteration 0F: 3 clusters Score -92828.93 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -93173.039062 Penalty: 2244.043945 Iteration 1F: 3 clusters Score -93173.04 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -93320.726562 Penalty: 2244.043945 Iteration 2F: 3 clusters Score -93320.73 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -93441.414062 Penalty: 2244.043945 Iteration 3F: 3 clusters Score -93441.41 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -93517.601562 Penalty: 2244.043945 Iteration 4Q: 3 clusters Score -93517.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -93561.765625 Penalty: 2244.043945 Iteration 5Q: 3 clusters Score -93561.77 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -93602.351562 Penalty: 2244.043945 Iteration 6Q: 3 clusters Score -93602.35 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -93634.054688 Penalty: 2244.043945 Iteration 7Q: 3 clusters Score -93634.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -93648.796875 Penalty: 2244.043945 Iteration 8Q: 3 clusters Score -93648.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -93667.164062 Penalty: 2244.043945 Iteration 9Q: 3 clusters Score -93667.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -93674.835938 Penalty: 2244.043945 Iteration 10Q: 3 clusters Score -93674.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -93680.421875 Penalty: 2244.043945 Iteration 11Q: 3 clusters Score -93680.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -93683.039062 Penalty: 2244.043945 Iteration 12Q: 3 clusters Score -93683.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -93683.039062 Penalty: 2244.043945 Iteration 13F: 3 clusters Score -93683.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (809 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Entering Unmasked Estep Score: -77017.414062 Penalty: 1088.067261 Iteration 0F: 2 clusters Score -77017.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -75735.882812 Penalty: 2176.134521 Iteration 0F: 3 clusters Score -75735.88 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -75949.000000 Penalty: 2176.134521 Iteration 1F: 3 clusters Score -75949 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -76007.429688 Penalty: 2176.134521 Iteration 2F: 3 clusters Score -76007.43 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -76037.796875 Penalty: 2176.134521 Iteration 3Q: 3 clusters Score -76037.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -76056.570312 Penalty: 2176.134521 Iteration 4Q: 3 clusters Score -76056.57 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -76075.500000 Penalty: 2176.134521 Iteration 5Q: 3 clusters Score -76075.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -76087.609375 Penalty: 2176.134521 Iteration 6Q: 3 clusters Score -76087.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -76093.851562 Penalty: 2176.134521 Iteration 7Q: 3 clusters Score -76093.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -76099.476562 Penalty: 2176.134521 Iteration 8Q: 3 clusters Score -76099.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -76103.078125 Penalty: 2176.134521 Iteration 9Q: 3 clusters Score -76103.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -76109.968750 Penalty: 2176.134521 Iteration 10Q: 3 clusters Score -76109.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -76112.671875 Penalty: 2176.134521 Iteration 11Q: 3 clusters Score -76112.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -76115.835938 Penalty: 2176.134521 Iteration 12Q: 3 clusters Score -76115.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -76122.031250 Penalty: 2176.134521 Iteration 13Q: 3 clusters Score -76122.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -76125.257812 Penalty: 2176.134521 Iteration 14Q: 3 clusters Score -76125.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -76126.617188 Penalty: 2176.134521 Iteration 15Q: 3 clusters Score -76126.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -76129.296875 Penalty: 2176.134521 Iteration 16Q: 3 clusters Score -76129.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -76130.703125 Penalty: 2176.134521 Iteration 17Q: 3 clusters Score -76130.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -76132.632812 Penalty: 2176.134521 Iteration 18Q: 3 clusters Score -76132.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -76133.640625 Penalty: 2176.134521 Iteration 19Q: 3 clusters Score -76133.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -76134.187500 Penalty: 2176.134521 Iteration 20F: 3 clusters Score -76134.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (16676 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16676 members Entering Unmasked Estep Score: -1534826.375000 Penalty: 1579.780396 Iteration 0F: 2 clusters Score -1534826 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8329 members Mstep: Class 2 contains 8347 members Entering Unmasked Estep Score: -1523200.375000 Penalty: 3159.560791 Iteration 0F: 3 clusters Score -1523200 nChanged 7520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7983 members Mstep: Class 2 contains 8693 members Entering Unmasked Estep Score: -1527382.000000 Penalty: 3159.560791 Iteration 1F: 3 clusters Score -1527382 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7739 members Mstep: Class 2 contains 8937 members Entering Unmasked Estep Score: -1527720.250000 Penalty: 3159.560791 Iteration 2F: 3 clusters Score -1527720 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7425 members Mstep: Class 2 contains 9251 members Entering Unmasked Estep Score: -1528030.375000 Penalty: 3159.560791 Iteration 3F: 3 clusters Score -1528030 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7044 members Mstep: Class 2 contains 9632 members Entering Unmasked Estep Score: -1528397.500000 Penalty: 3159.560791 Iteration 4Q: 3 clusters Score -1528398 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Mstep: Class 2 contains 10072 members Entering Unmasked Estep Score: -1528810.625000 Penalty: 3159.560791 Iteration 5Q: 3 clusters Score -1528811 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6090 members Mstep: Class 2 contains 10586 members Entering Unmasked Estep Score: -1529356.750000 Penalty: 3159.560791 Iteration 6F: 3 clusters Score -1529357 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 11156 members Entering Unmasked Estep Score: -1530049.125000 Penalty: 3159.560791 Iteration 7F: 3 clusters Score -1530049 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 11761 members Entering Unmasked Estep Score: -1530842.875000 Penalty: 3159.560791 Iteration 8F: 3 clusters Score -1530843 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 12297 members Entering Unmasked Estep Score: -1531563.250000 Penalty: 3159.560791 Iteration 9F: 3 clusters Score -1531563 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 12713 members Entering Unmasked Estep Score: -1532194.125000 Penalty: 3159.560791 Iteration 10Q: 3 clusters Score -1532194 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 13004 members Entering Unmasked Estep Score: -1532719.875000 Penalty: 3159.560791 Iteration 11Q: 3 clusters Score -1532720 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 13224 members Entering Unmasked Estep Score: -1533156.125000 Penalty: 3159.560791 Iteration 12Q: 3 clusters Score -1533156 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 13381 members Entering Unmasked Estep Score: -1533409.750000 Penalty: 3159.560791 Iteration 13Q: 3 clusters Score -1533410 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 13538 members Entering Unmasked Estep Score: -1533562.625000 Penalty: 3159.560791 Iteration 14Q: 3 clusters Score -1533563 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 13657 members Entering Unmasked Estep Score: -1533654.250000 Penalty: 3159.560791 Iteration 15Q: 3 clusters Score -1533654 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 13737 members Entering Unmasked Estep Score: -1533712.125000 Penalty: 3159.560791 Iteration 16Q: 3 clusters Score -1533712 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 13806 members Entering Unmasked Estep Score: -1533746.750000 Penalty: 3159.560791 Iteration 17Q: 3 clusters Score -1533747 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 13877 members Entering Unmasked Estep Score: -1533781.375000 Penalty: 3159.560791 Iteration 18Q: 3 clusters Score -1533781 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 13939 members Entering Unmasked Estep Score: -1533807.750000 Penalty: 3159.560791 Iteration 19Q: 3 clusters Score -1533808 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 13994 members Entering Unmasked Estep Score: -1533821.500000 Penalty: 3159.560791 Iteration 20F: 3 clusters Score -1533822 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 14046 members Entering Unmasked Estep Score: -1533848.125000 Penalty: 3159.560791 Iteration 21Q: 3 clusters Score -1533848 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 14081 members Entering Unmasked Estep Score: -1533854.125000 Penalty: 3159.560791 Iteration 22Q: 3 clusters Score -1533854 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 14117 members Entering Unmasked Estep Score: -1533864.125000 Penalty: 3159.560791 Iteration 23Q: 3 clusters Score -1533864 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 14150 members Entering Unmasked Estep Score: -1533869.750000 Penalty: 3159.560791 Iteration 24Q: 3 clusters Score -1533870 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 14180 members Entering Unmasked Estep Score: -1533879.250000 Penalty: 3159.560791 Iteration 25Q: 3 clusters Score -1533879 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 14219 members Entering Unmasked Estep Score: -1533885.250000 Penalty: 3159.560791 Iteration 26Q: 3 clusters Score -1533885 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 14249 members Entering Unmasked Estep Score: -1533888.750000 Penalty: 3159.560791 Iteration 27Q: 3 clusters Score -1533889 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 14273 members Entering Unmasked Estep Score: -1533893.375000 Penalty: 3159.560791 Iteration 28Q: 3 clusters Score -1533893 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 14293 members Entering Unmasked Estep Score: -1533894.375000 Penalty: 3159.560791 Iteration 29Q: 3 clusters Score -1533894 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 14305 members Entering Unmasked Estep Score: -1533898.000000 Penalty: 3159.560791 Iteration 30Q: 3 clusters Score -1533898 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 14319 members Entering Unmasked Estep Score: -1533899.750000 Penalty: 3159.560791 Iteration 31Q: 3 clusters Score -1533900 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 14327 members Entering Unmasked Estep Score: -1533906.375000 Penalty: 3159.560791 Iteration 32Q: 3 clusters Score -1533906 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 14339 members Entering Unmasked Estep Score: -1533908.125000 Penalty: 3159.560791 Iteration 33Q: 3 clusters Score -1533908 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 14349 members Entering Unmasked Estep Score: -1533906.500000 Penalty: 3159.560791 Iteration 34Q: 3 clusters Score -1533906 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 14356 members Entering Unmasked Estep Score: -1533904.375000 Penalty: 3159.560791 Iteration 35Q: 3 clusters Score -1533904 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 14363 members Entering Unmasked Estep Score: -1533907.875000 Penalty: 3159.560791 Iteration 36Q: 3 clusters Score -1533908 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 14366 members Entering Unmasked Estep Score: -1533910.875000 Penalty: 3159.560791 Iteration 37Q: 3 clusters Score -1533911 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 14369 members Entering Unmasked Estep Score: -1533912.500000 Penalty: 3159.560791 Iteration 38Q: 3 clusters Score -1533912 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 14372 members Entering Unmasked Estep Score: -1533912.250000 Penalty: 3159.560791 Iteration 39Q: 3 clusters Score -1533912 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 14378 members Entering Unmasked Estep Score: -1533914.625000 Penalty: 3159.560791 Iteration 40F: 3 clusters Score -1533915 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 14384 members Entering Unmasked Estep Score: -1533914.625000 Penalty: 3159.560791 Iteration 41Q: 3 clusters Score -1533915 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 14393 members Entering Unmasked Estep Score: -1533912.125000 Penalty: 3159.560791 Iteration 42Q: 3 clusters Score -1533912 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 14398 members Entering Unmasked Estep Score: -1533914.750000 Penalty: 3159.560791 Iteration 43Q: 3 clusters Score -1533915 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 14402 members Entering Unmasked Estep Score: -1533915.750000 Penalty: 3159.560791 Iteration 44Q: 3 clusters Score -1533916 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 14410 members Entering Unmasked Estep Score: -1533915.125000 Penalty: 3159.560791 Iteration 45Q: 3 clusters Score -1533915 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 14411 members Entering Unmasked Estep Score: -1533914.125000 Penalty: 3159.560791 Iteration 46Q: 3 clusters Score -1533914 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 14412 members Entering Unmasked Estep Score: -1533914.875000 Penalty: 3159.560791 Iteration 47Q: 3 clusters Score -1533915 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 14412 members Entering Unmasked Estep Score: -1533914.875000 Penalty: 3159.560791 Iteration 48F: 3 clusters Score -1533915 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (812 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Entering Unmasked Estep Score: -75367.867188 Penalty: 1088.668823 Iteration 0F: 2 clusters Score -75367.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -74117.507812 Penalty: 2177.337646 Iteration 0F: 3 clusters Score -74117.51 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -74462.117188 Penalty: 2177.337646 Iteration 1F: 3 clusters Score -74462.12 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -74682.382812 Penalty: 2177.337646 Iteration 2F: 3 clusters Score -74682.38 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -74793.921875 Penalty: 2177.337646 Iteration 3F: 3 clusters Score -74793.92 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -74873.453125 Penalty: 2177.337646 Iteration 4Q: 3 clusters Score -74873.45 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -74926.273438 Penalty: 2177.337646 Iteration 5Q: 3 clusters Score -74926.27 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -75002.359375 Penalty: 2177.337646 Iteration 6Q: 3 clusters Score -75002.36 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -75087.179688 Penalty: 2177.337646 Iteration 7Q: 3 clusters Score -75087.18 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -75150.773438 Penalty: 2177.337646 Iteration 8Q: 3 clusters Score -75150.77 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -75200.078125 Penalty: 2177.337646 Iteration 9Q: 3 clusters Score -75200.08 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -75253.476562 Penalty: 2177.337646 Iteration 10Q: 3 clusters Score -75253.48 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -75297.023438 Penalty: 2177.337646 Iteration 11Q: 3 clusters Score -75297.02 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -75343.507812 Penalty: 2177.337646 Iteration 12Q: 3 clusters Score -75343.51 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -75379.343750 Penalty: 2177.337646 Iteration 13Q: 3 clusters Score -75379.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -75395.593750 Penalty: 2177.337646 Iteration 14Q: 3 clusters Score -75395.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -75400.945312 Penalty: 2177.337646 Iteration 15Q: 3 clusters Score -75400.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -75407.531250 Penalty: 2177.337646 Iteration 16Q: 3 clusters Score -75407.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -75409.195312 Penalty: 2177.337646 Iteration 17Q: 3 clusters Score -75409.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -75411.882812 Penalty: 2177.337646 Iteration 18F: 3 clusters Score -75411.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -75428.656250 Penalty: 2177.337646 Iteration 19Q: 3 clusters Score -75428.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -75431.632812 Penalty: 2177.337646 Iteration 20F: 3 clusters Score -75431.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -75432.476562 Penalty: 2177.337646 Iteration 21Q: 3 clusters Score -75432.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -75437.578125 Penalty: 2177.337646 Iteration 22Q: 3 clusters Score -75437.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -75449.218750 Penalty: 2177.337646 Iteration 23Q: 3 clusters Score -75449.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -75458.414062 Penalty: 2177.337646 Iteration 24Q: 3 clusters Score -75458.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -75461.296875 Penalty: 2177.337646 Iteration 25Q: 3 clusters Score -75461.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -75463.859375 Penalty: 2177.337646 Iteration 26Q: 3 clusters Score -75463.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -75465.695312 Penalty: 2177.337646 Iteration 27Q: 3 clusters Score -75465.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -75473.070312 Penalty: 2177.337646 Iteration 28Q: 3 clusters Score -75473.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -75476.171875 Penalty: 2177.337646 Iteration 29Q: 3 clusters Score -75476.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -75476.804688 Penalty: 2177.337646 Iteration 30Q: 3 clusters Score -75476.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -75476.804688 Penalty: 2177.337646 Iteration 31F: 3 clusters Score -75476.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18528 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16676 members Mstep: Class 9 contains 498 members Mstep: Class 10 contains 2118 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16512 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2970 members Mstep: Class 15 contains 520 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3782 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2441 members Mstep: Class 21 contains 6301 members Mstep: Class 22 contains 314 members Entering Unmasked Estep Score: -8400654.000000 Penalty: 40856.808594 Splitting cluster 9 changes total score from -8401314.000000 to -8400654.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (2118 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Entering Unmasked Estep Score: -185386.406250 Penalty: 1244.461914 Iteration 0F: 2 clusters Score -185386.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -183267.937500 Penalty: 2488.923828 Iteration 0F: 3 clusters Score -183267.9 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -183765.750000 Penalty: 2488.923828 Iteration 1F: 3 clusters Score -183765.8 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -183988.781250 Penalty: 2488.923828 Iteration 2F: 3 clusters Score -183988.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -184316.765625 Penalty: 2488.923828 Iteration 3F: 3 clusters Score -184316.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -184687.062500 Penalty: 2488.923828 Iteration 4F: 3 clusters Score -184687.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -184980.187500 Penalty: 2488.923828 Iteration 5F: 3 clusters Score -184980.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -185154.843750 Penalty: 2488.923828 Iteration 6F: 3 clusters Score -185154.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -185230.843750 Penalty: 2488.923828 Iteration 7Q: 3 clusters Score -185230.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -185272.640625 Penalty: 2488.923828 Iteration 8Q: 3 clusters Score -185272.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -185293.078125 Penalty: 2488.923828 Iteration 9Q: 3 clusters Score -185293.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -185309.843750 Penalty: 2488.923828 Iteration 10Q: 3 clusters Score -185309.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -185316.468750 Penalty: 2488.923828 Iteration 11Q: 3 clusters Score -185316.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -185318.453125 Penalty: 2488.923828 Iteration 12Q: 3 clusters Score -185318.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -185320.250000 Penalty: 2488.923828 Iteration 13Q: 3 clusters Score -185320.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -185321.031250 Penalty: 2488.923828 Iteration 14Q: 3 clusters Score -185321 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -185321.031250 Penalty: 2488.923828 Iteration 15F: 3 clusters Score -185321 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5936 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5936 members Entering Unmasked Estep Score: -561514.125000 Penalty: 1411.928589 Iteration 0F: 2 clusters Score -561514.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -557024.375000 Penalty: 2823.857178 Iteration 0F: 3 clusters Score -557024.4 nChanged 2424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -558381.125000 Penalty: 2823.857178 Iteration 1F: 3 clusters Score -558381.1 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -558575.875000 Penalty: 2823.857178 Iteration 2F: 3 clusters Score -558575.9 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -558724.687500 Penalty: 2823.857178 Iteration 3Q: 3 clusters Score -558724.7 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -558885.375000 Penalty: 2823.857178 Iteration 4Q: 3 clusters Score -558885.4 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -559073.562500 Penalty: 2823.857178 Iteration 5Q: 3 clusters Score -559073.6 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -559260.250000 Penalty: 2823.857178 Iteration 6Q: 3 clusters Score -559260.2 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -559443.062500 Penalty: 2823.857178 Iteration 7Q: 3 clusters Score -559443.1 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -559609.875000 Penalty: 2823.857178 Iteration 8Q: 3 clusters Score -559609.9 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -559789.812500 Penalty: 2823.857178 Iteration 9Q: 3 clusters Score -559789.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -559955.312500 Penalty: 2823.857178 Iteration 10Q: 3 clusters Score -559955.3 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -560160.187500 Penalty: 2823.857178 Iteration 11Q: 3 clusters Score -560160.2 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -560362.125000 Penalty: 2823.857178 Iteration 12Q: 3 clusters Score -560362.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -560528.875000 Penalty: 2823.857178 Iteration 13Q: 3 clusters Score -560528.9 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -560721.062500 Penalty: 2823.857178 Iteration 14Q: 3 clusters Score -560721.1 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -560881.562500 Penalty: 2823.857178 Iteration 15Q: 3 clusters Score -560881.6 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -561003.500000 Penalty: 2823.857178 Iteration 16Q: 3 clusters Score -561003.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -561087.875000 Penalty: 2823.857178 Iteration 17Q: 3 clusters Score -561087.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 3909 members Entering Unmasked Estep Score: -561150.625000 Penalty: 2823.857178 Iteration 18Q: 3 clusters Score -561150.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -561196.125000 Penalty: 2823.857178 Iteration 19Q: 3 clusters Score -561196.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -561224.125000 Penalty: 2823.857178 Iteration 20F: 3 clusters Score -561224.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -561240.125000 Penalty: 2823.857178 Iteration 21Q: 3 clusters Score -561240.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -561247.875000 Penalty: 2823.857178 Iteration 22Q: 3 clusters Score -561247.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -561255.375000 Penalty: 2823.857178 Iteration 23Q: 3 clusters Score -561255.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -561260.687500 Penalty: 2823.857178 Iteration 24Q: 3 clusters Score -561260.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -561261.000000 Penalty: 2823.857178 Iteration 25Q: 3 clusters Score -561261 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -561266.250000 Penalty: 2823.857178 Iteration 26Q: 3 clusters Score -561266.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -561268.562500 Penalty: 2823.857178 Iteration 27Q: 3 clusters Score -561268.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -561271.187500 Penalty: 2823.857178 Iteration 28Q: 3 clusters Score -561271.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -561272.375000 Penalty: 2823.857178 Iteration 29Q: 3 clusters Score -561272.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -561273.437500 Penalty: 2823.857178 Iteration 30Q: 3 clusters Score -561273.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -561274.437500 Penalty: 2823.857178 Iteration 31Q: 3 clusters Score -561274.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -561274.500000 Penalty: 2823.857178 Iteration 32Q: 3 clusters Score -561274.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -561276.625000 Penalty: 2823.857178 Iteration 33Q: 3 clusters Score -561276.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -561274.750000 Penalty: 2823.857178 Iteration 34Q: 3 clusters Score -561274.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -561274.750000 Penalty: 2823.857178 Iteration 35F: 3 clusters Score -561274.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (16512 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16512 members Entering Unmasked Estep Score: -1576781.750000 Penalty: 1578.174438 Iteration 0F: 2 clusters Score -1576782 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8259 members Mstep: Class 2 contains 8253 members Entering Unmasked Estep Score: -1565318.875000 Penalty: 3156.348877 Iteration 0F: 3 clusters Score -1565319 nChanged 7483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8454 members Mstep: Class 2 contains 8058 members Entering Unmasked Estep Score: -1569643.000000 Penalty: 3156.348877 Iteration 1F: 3 clusters Score -1569643 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8724 members Mstep: Class 2 contains 7788 members Entering Unmasked Estep Score: -1570193.625000 Penalty: 3156.348877 Iteration 2F: 3 clusters Score -1570194 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9155 members Mstep: Class 2 contains 7357 members Entering Unmasked Estep Score: -1570887.000000 Penalty: 3156.348877 Iteration 3F: 3 clusters Score -1570887 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9687 members Mstep: Class 2 contains 6825 members Entering Unmasked Estep Score: -1571695.875000 Penalty: 3156.348877 Iteration 4F: 3 clusters Score -1571696 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10327 members Mstep: Class 2 contains 6185 members Entering Unmasked Estep Score: -1572506.000000 Penalty: 3156.348877 Iteration 5F: 3 clusters Score -1572506 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10932 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -1573160.625000 Penalty: 3156.348877 Iteration 6F: 3 clusters Score -1573161 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11484 members Mstep: Class 2 contains 5028 members Entering Unmasked Estep Score: -1573643.125000 Penalty: 3156.348877 Iteration 7F: 3 clusters Score -1573643 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12020 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -1574032.125000 Penalty: 3156.348877 Iteration 8Q: 3 clusters Score -1574032 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12529 members Mstep: Class 2 contains 3983 members Entering Unmasked Estep Score: -1574376.500000 Penalty: 3156.348877 Iteration 9Q: 3 clusters Score -1574376 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13030 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -1574666.000000 Penalty: 3156.348877 Iteration 10Q: 3 clusters Score -1574666 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13458 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -1574891.625000 Penalty: 3156.348877 Iteration 11Q: 3 clusters Score -1574892 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13828 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -1575081.750000 Penalty: 3156.348877 Iteration 12Q: 3 clusters Score -1575082 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14156 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -1575245.000000 Penalty: 3156.348877 Iteration 13Q: 3 clusters Score -1575245 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14414 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -1575366.625000 Penalty: 3156.348877 Iteration 14Q: 3 clusters Score -1575367 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14623 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -1575473.250000 Penalty: 3156.348877 Iteration 15Q: 3 clusters Score -1575473 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14784 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -1575550.375000 Penalty: 3156.348877 Iteration 16Q: 3 clusters Score -1575550 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14900 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -1575618.750000 Penalty: 3156.348877 Iteration 17Q: 3 clusters Score -1575619 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15008 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -1575688.625000 Penalty: 3156.348877 Iteration 18Q: 3 clusters Score -1575689 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15097 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -1575744.750000 Penalty: 3156.348877 Iteration 19Q: 3 clusters Score -1575745 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15162 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -1575803.125000 Penalty: 3156.348877 Iteration 20F: 3 clusters Score -1575803 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15221 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -1575862.625000 Penalty: 3156.348877 Iteration 21Q: 3 clusters Score -1575863 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15267 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -1575914.250000 Penalty: 3156.348877 Iteration 22Q: 3 clusters Score -1575914 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15300 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -1575950.125000 Penalty: 3156.348877 Iteration 23Q: 3 clusters Score -1575950 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15329 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -1575965.000000 Penalty: 3156.348877 Iteration 24Q: 3 clusters Score -1575965 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15348 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -1575978.000000 Penalty: 3156.348877 Iteration 25Q: 3 clusters Score -1575978 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15357 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -1575986.375000 Penalty: 3156.348877 Iteration 26Q: 3 clusters Score -1575986 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15367 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -1575992.000000 Penalty: 3156.348877 Iteration 27Q: 3 clusters Score -1575992 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15376 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -1575999.250000 Penalty: 3156.348877 Iteration 28Q: 3 clusters Score -1575999 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15390 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -1576002.750000 Penalty: 3156.348877 Iteration 29Q: 3 clusters Score -1576003 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15399 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -1576007.375000 Penalty: 3156.348877 Iteration 30Q: 3 clusters Score -1576007 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15405 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -1576012.375000 Penalty: 3156.348877 Iteration 31Q: 3 clusters Score -1576012 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15410 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -1576010.750000 Penalty: 3156.348877 Iteration 32Q: 3 clusters Score -1576011 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15413 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -1576013.250000 Penalty: 3156.348877 Iteration 33Q: 3 clusters Score -1576013 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15413 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -1576015.375000 Penalty: 3156.348877 Iteration 34Q: 3 clusters Score -1576015 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15417 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -1576017.375000 Penalty: 3156.348877 Iteration 35Q: 3 clusters Score -1576017 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15420 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -1576019.000000 Penalty: 3156.348877 Iteration 36Q: 3 clusters Score -1576019 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15420 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -1576019.000000 Penalty: 3156.348877 Iteration 37F: 3 clusters Score -1576019 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (507 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Entering Unmasked Estep Score: -44892.207031 Penalty: 1012.132996 Iteration 0F: 2 clusters Score -44892.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -43941.152344 Penalty: 2024.265991 Iteration 0F: 3 clusters Score -43941.15 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -44204.277344 Penalty: 2024.265991 Iteration 1F: 3 clusters Score -44204.28 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -44392.878906 Penalty: 2024.265991 Iteration 2F: 3 clusters Score -44392.88 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -44496.390625 Penalty: 2024.265991 Iteration 3F: 3 clusters Score -44496.39 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -44557.121094 Penalty: 2024.265991 Iteration 4Q: 3 clusters Score -44557.12 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -44599.394531 Penalty: 2024.265991 Iteration 5Q: 3 clusters Score -44599.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -44620.875000 Penalty: 2024.265991 Iteration 6Q: 3 clusters Score -44620.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -44626.398438 Penalty: 2024.265991 Iteration 7Q: 3 clusters Score -44626.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -44629.906250 Penalty: 2024.265991 Iteration 8Q: 3 clusters Score -44629.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -44629.906250 Penalty: 2024.265991 Iteration 9F: 3 clusters Score -44629.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (2970 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Entering Unmasked Estep Score: -286935.000000 Penalty: 1299.401611 Iteration 0F: 2 clusters Score -286935 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -284216.437500 Penalty: 2598.803223 Iteration 0F: 3 clusters Score -284216.4 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -284858.375000 Penalty: 2598.803223 Iteration 1F: 3 clusters Score -284858.4 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -285013.906250 Penalty: 2598.803223 Iteration 2F: 3 clusters Score -285013.9 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -285102.250000 Penalty: 2598.803223 Iteration 3F: 3 clusters Score -285102.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -285158.312500 Penalty: 2598.803223 Iteration 4Q: 3 clusters Score -285158.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -285210.656250 Penalty: 2598.803223 Iteration 5Q: 3 clusters Score -285210.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -285252.062500 Penalty: 2598.803223 Iteration 6Q: 3 clusters Score -285252.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -285287.781250 Penalty: 2598.803223 Iteration 7Q: 3 clusters Score -285287.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -285313.625000 Penalty: 2598.803223 Iteration 8Q: 3 clusters Score -285313.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -285335.906250 Penalty: 2598.803223 Iteration 9Q: 3 clusters Score -285335.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -285353.937500 Penalty: 2598.803223 Iteration 10Q: 3 clusters Score -285353.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -285376.218750 Penalty: 2598.803223 Iteration 11Q: 3 clusters Score -285376.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -285400.656250 Penalty: 2598.803223 Iteration 12Q: 3 clusters Score -285400.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -285419.000000 Penalty: 2598.803223 Iteration 13Q: 3 clusters Score -285419 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -285437.718750 Penalty: 2598.803223 Iteration 14Q: 3 clusters Score -285437.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -285452.625000 Penalty: 2598.803223 Iteration 15Q: 3 clusters Score -285452.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -285472.468750 Penalty: 2598.803223 Iteration 16Q: 3 clusters Score -285472.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -285495.406250 Penalty: 2598.803223 Iteration 17Q: 3 clusters Score -285495.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -285518.812500 Penalty: 2598.803223 Iteration 18Q: 3 clusters Score -285518.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -285548.312500 Penalty: 2598.803223 Iteration 19Q: 3 clusters Score -285548.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -285578.000000 Penalty: 2598.803223 Iteration 20F: 3 clusters Score -285578 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -285610.406250 Penalty: 2598.803223 Iteration 21Q: 3 clusters Score -285610.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -285638.312500 Penalty: 2598.803223 Iteration 22Q: 3 clusters Score -285638.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -285666.593750 Penalty: 2598.803223 Iteration 23Q: 3 clusters Score -285666.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -285689.718750 Penalty: 2598.803223 Iteration 24Q: 3 clusters Score -285689.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -285710.500000 Penalty: 2598.803223 Iteration 25Q: 3 clusters Score -285710.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -285728.187500 Penalty: 2598.803223 Iteration 26Q: 3 clusters Score -285728.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -285753.093750 Penalty: 2598.803223 Iteration 27Q: 3 clusters Score -285753.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -285767.843750 Penalty: 2598.803223 Iteration 28Q: 3 clusters Score -285767.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -285781.312500 Penalty: 2598.803223 Iteration 29Q: 3 clusters Score -285781.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -285789.843750 Penalty: 2598.803223 Iteration 30Q: 3 clusters Score -285789.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -285796.656250 Penalty: 2598.803223 Iteration 31Q: 3 clusters Score -285796.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -285806.781250 Penalty: 2598.803223 Iteration 32Q: 3 clusters Score -285806.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -285816.031250 Penalty: 2598.803223 Iteration 33Q: 3 clusters Score -285816 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -285823.718750 Penalty: 2598.803223 Iteration 34Q: 3 clusters Score -285823.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -285825.812500 Penalty: 2598.803223 Iteration 35Q: 3 clusters Score -285825.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -285827.937500 Penalty: 2598.803223 Iteration 36Q: 3 clusters Score -285827.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -285827.937500 Penalty: 2598.803223 Iteration 37F: 3 clusters Score -285827.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (520 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Entering Unmasked Estep Score: -39373.734375 Penalty: 1016.247192 Iteration 0F: 2 clusters Score -39373.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -38327.847656 Penalty: 2032.494385 Iteration 0F: 3 clusters Score -38327.85 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -38643.093750 Penalty: 2032.494385 Iteration 1F: 3 clusters Score -38643.09 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -38760.890625 Penalty: 2032.494385 Iteration 2F: 3 clusters Score -38760.89 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -38808.273438 Penalty: 2032.494385 Iteration 3F: 3 clusters Score -38808.27 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -38840.531250 Penalty: 2032.494385 Iteration 4Q: 3 clusters Score -38840.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -38854.835938 Penalty: 2032.494385 Iteration 5Q: 3 clusters Score -38854.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -38872.109375 Penalty: 2032.494385 Iteration 6Q: 3 clusters Score -38872.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -38884.609375 Penalty: 2032.494385 Iteration 7Q: 3 clusters Score -38884.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -38894.105469 Penalty: 2032.494385 Iteration 8Q: 3 clusters Score -38894.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -38896.695312 Penalty: 2032.494385 Iteration 9Q: 3 clusters Score -38896.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -38899.285156 Penalty: 2032.494385 Iteration 10Q: 3 clusters Score -38899.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -38901.773438 Penalty: 2032.494385 Iteration 11Q: 3 clusters Score -38901.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -38901.773438 Penalty: 2032.494385 Iteration 12F: 3 clusters Score -38901.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (989 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Entering Unmasked Estep Score: -90870.546875 Penalty: 1120.712769 Iteration 0F: 2 clusters Score -90870.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -89471.007812 Penalty: 2241.425537 Iteration 0F: 3 clusters Score -89471.01 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -89722.867188 Penalty: 2241.425537 Iteration 1F: 3 clusters Score -89722.87 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -89781.367188 Penalty: 2241.425537 Iteration 2F: 3 clusters Score -89781.37 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -89814.484375 Penalty: 2241.425537 Iteration 3Q: 3 clusters Score -89814.48 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -89837.562500 Penalty: 2241.425537 Iteration 4Q: 3 clusters Score -89837.56 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -89853.812500 Penalty: 2241.425537 Iteration 5Q: 3 clusters Score -89853.81 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -89869.351562 Penalty: 2241.425537 Iteration 6Q: 3 clusters Score -89869.35 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -89878.960938 Penalty: 2241.425537 Iteration 7Q: 3 clusters Score -89878.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -89887.476562 Penalty: 2241.425537 Iteration 8Q: 3 clusters Score -89887.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -89890.281250 Penalty: 2241.425537 Iteration 9Q: 3 clusters Score -89890.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -89892.781250 Penalty: 2241.425537 Iteration 10Q: 3 clusters Score -89892.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -89893.429688 Penalty: 2241.425537 Iteration 11Q: 3 clusters Score -89893.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -89893.703125 Penalty: 2241.425537 Iteration 12Q: 3 clusters Score -89893.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -89893.968750 Penalty: 2241.425537 Iteration 13Q: 3 clusters Score -89893.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -89893.968750 Penalty: 2241.425537 Iteration 14F: 3 clusters Score -89893.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3782 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Entering Unmasked Estep Score: -349368.687500 Penalty: 1338.676392 Iteration 0F: 2 clusters Score -349368.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -346180.593750 Penalty: 2677.352783 Iteration 0F: 3 clusters Score -346180.6 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -347036.000000 Penalty: 2677.352783 Iteration 1F: 3 clusters Score -347036 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -347287.781250 Penalty: 2677.352783 Iteration 2F: 3 clusters Score -347287.8 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -347565.656250 Penalty: 2677.352783 Iteration 3F: 3 clusters Score -347565.7 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -347887.531250 Penalty: 2677.352783 Iteration 4F: 3 clusters Score -347887.5 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -348297.843750 Penalty: 2677.352783 Iteration 5F: 3 clusters Score -348297.8 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -348662.937500 Penalty: 2677.352783 Iteration 6F: 3 clusters Score -348662.9 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -348877.687500 Penalty: 2677.352783 Iteration 7F: 3 clusters Score -348877.7 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -348980.406250 Penalty: 2677.352783 Iteration 8Q: 3 clusters Score -348980.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -349036.187500 Penalty: 2677.352783 Iteration 9Q: 3 clusters Score -349036.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -349058.625000 Penalty: 2677.352783 Iteration 10Q: 3 clusters Score -349058.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -349072.218750 Penalty: 2677.352783 Iteration 11Q: 3 clusters Score -349072.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -349080.562500 Penalty: 2677.352783 Iteration 12Q: 3 clusters Score -349080.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -349088.875000 Penalty: 2677.352783 Iteration 13Q: 3 clusters Score -349088.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -349093.843750 Penalty: 2677.352783 Iteration 14Q: 3 clusters Score -349093.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -349101.781250 Penalty: 2677.352783 Iteration 15Q: 3 clusters Score -349101.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -349108.218750 Penalty: 2677.352783 Iteration 16Q: 3 clusters Score -349108.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -349110.812500 Penalty: 2677.352783 Iteration 17Q: 3 clusters Score -349110.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -349112.687500 Penalty: 2677.352783 Iteration 18Q: 3 clusters Score -349112.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -349113.406250 Penalty: 2677.352783 Iteration 19Q: 3 clusters Score -349113.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -349113.406250 Penalty: 2677.352783 Iteration 20F: 3 clusters Score -349113.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2823 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Entering Unmasked Estep Score: -269280.500000 Penalty: 1291.152710 Iteration 0F: 2 clusters Score -269280.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -266693.843750 Penalty: 2582.305420 Iteration 0F: 3 clusters Score -266693.8 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -267350.937500 Penalty: 2582.305420 Iteration 1F: 3 clusters Score -267350.9 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -267531.593750 Penalty: 2582.305420 Iteration 2F: 3 clusters Score -267531.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -267613.406250 Penalty: 2582.305420 Iteration 3F: 3 clusters Score -267613.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -267663.125000 Penalty: 2582.305420 Iteration 4Q: 3 clusters Score -267663.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -267698.718750 Penalty: 2582.305420 Iteration 5Q: 3 clusters Score -267698.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -267719.718750 Penalty: 2582.305420 Iteration 6Q: 3 clusters Score -267719.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -267735.125000 Penalty: 2582.305420 Iteration 7Q: 3 clusters Score -267735.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -267751.937500 Penalty: 2582.305420 Iteration 8Q: 3 clusters Score -267751.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -267764.000000 Penalty: 2582.305420 Iteration 9Q: 3 clusters Score -267764 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -267778.906250 Penalty: 2582.305420 Iteration 10Q: 3 clusters Score -267778.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -267788.500000 Penalty: 2582.305420 Iteration 11Q: 3 clusters Score -267788.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -267797.281250 Penalty: 2582.305420 Iteration 12Q: 3 clusters Score -267797.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -267804.562500 Penalty: 2582.305420 Iteration 13Q: 3 clusters Score -267804.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -267809.343750 Penalty: 2582.305420 Iteration 14Q: 3 clusters Score -267809.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -267815.281250 Penalty: 2582.305420 Iteration 15Q: 3 clusters Score -267815.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -267822.968750 Penalty: 2582.305420 Iteration 16Q: 3 clusters Score -267823 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -267829.406250 Penalty: 2582.305420 Iteration 17Q: 3 clusters Score -267829.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -267834.875000 Penalty: 2582.305420 Iteration 18Q: 3 clusters Score -267834.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -267840.406250 Penalty: 2582.305420 Iteration 19Q: 3 clusters Score -267840.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -267848.781250 Penalty: 2582.305420 Iteration 20F: 3 clusters Score -267848.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -267859.812500 Penalty: 2582.305420 Iteration 21Q: 3 clusters Score -267859.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -267866.468750 Penalty: 2582.305420 Iteration 22Q: 3 clusters Score -267866.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -267872.812500 Penalty: 2582.305420 Iteration 23Q: 3 clusters Score -267872.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -267877.593750 Penalty: 2582.305420 Iteration 24Q: 3 clusters Score -267877.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -267882.656250 Penalty: 2582.305420 Iteration 25Q: 3 clusters Score -267882.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -267887.687500 Penalty: 2582.305420 Iteration 26Q: 3 clusters Score -267887.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -267892.000000 Penalty: 2582.305420 Iteration 27Q: 3 clusters Score -267892 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -267899.437500 Penalty: 2582.305420 Iteration 28Q: 3 clusters Score -267899.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -267903.000000 Penalty: 2582.305420 Iteration 29Q: 3 clusters Score -267903 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -267910.062500 Penalty: 2582.305420 Iteration 30Q: 3 clusters Score -267910.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -267915.000000 Penalty: 2582.305420 Iteration 31Q: 3 clusters Score -267915 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -267922.031250 Penalty: 2582.305420 Iteration 32Q: 3 clusters Score -267922 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -267928.281250 Penalty: 2582.305420 Iteration 33Q: 3 clusters Score -267928.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -267936.718750 Penalty: 2582.305420 Iteration 34Q: 3 clusters Score -267936.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -267944.125000 Penalty: 2582.305420 Iteration 35Q: 3 clusters Score -267944.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -267953.531250 Penalty: 2582.305420 Iteration 36Q: 3 clusters Score -267953.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -267960.625000 Penalty: 2582.305420 Iteration 37Q: 3 clusters Score -267960.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -267964.343750 Penalty: 2582.305420 Iteration 38Q: 3 clusters Score -267964.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -267970.812500 Penalty: 2582.305420 Iteration 39Q: 3 clusters Score -267970.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -267978.062500 Penalty: 2582.305420 Iteration 40F: 3 clusters Score -267978.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -267983.125000 Penalty: 2582.305420 Iteration 41Q: 3 clusters Score -267983.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -267990.937500 Penalty: 2582.305420 Iteration 42Q: 3 clusters Score -267990.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -268003.750000 Penalty: 2582.305420 Iteration 43Q: 3 clusters Score -268003.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -268018.593750 Penalty: 2582.305420 Iteration 44Q: 3 clusters Score -268018.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -268031.906250 Penalty: 2582.305420 Iteration 45Q: 3 clusters Score -268031.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -268042.312500 Penalty: 2582.305420 Iteration 46Q: 3 clusters Score -268042.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -268052.437500 Penalty: 2582.305420 Iteration 47Q: 3 clusters Score -268052.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -268058.875000 Penalty: 2582.305420 Iteration 48Q: 3 clusters Score -268058.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -268064.906250 Penalty: 2582.305420 Iteration 49Q: 3 clusters Score -268064.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -268071.781250 Penalty: 2582.305420 Iteration 50Q: 3 clusters Score -268071.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -268075.500000 Penalty: 2582.305420 Iteration 51Q: 3 clusters Score -268075.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -268081.093750 Penalty: 2582.305420 Iteration 52Q: 3 clusters Score -268081.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -268084.968750 Penalty: 2582.305420 Iteration 53Q: 3 clusters Score -268085 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -268091.406250 Penalty: 2582.305420 Iteration 54Q: 3 clusters Score -268091.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -268100.062500 Penalty: 2582.305420 Iteration 55Q: 3 clusters Score -268100.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -268110.343750 Penalty: 2582.305420 Iteration 56Q: 3 clusters Score -268110.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -268117.406250 Penalty: 2582.305420 Iteration 57Q: 3 clusters Score -268117.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -268126.281250 Penalty: 2582.305420 Iteration 58Q: 3 clusters Score -268126.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -268130.968750 Penalty: 2582.305420 Iteration 59Q: 3 clusters Score -268131 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -268136.187500 Penalty: 2582.305420 Iteration 60F: 3 clusters Score -268136.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -268144.562500 Penalty: 2582.305420 Iteration 61Q: 3 clusters Score -268144.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -268151.750000 Penalty: 2582.305420 Iteration 62Q: 3 clusters Score -268151.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -268162.593750 Penalty: 2582.305420 Iteration 63Q: 3 clusters Score -268162.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -268170.093750 Penalty: 2582.305420 Iteration 64Q: 3 clusters Score -268170.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -268176.812500 Penalty: 2582.305420 Iteration 65Q: 3 clusters Score -268176.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -268183.156250 Penalty: 2582.305420 Iteration 66Q: 3 clusters Score -268183.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -268186.843750 Penalty: 2582.305420 Iteration 67Q: 3 clusters Score -268186.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -268190.781250 Penalty: 2582.305420 Iteration 68Q: 3 clusters Score -268190.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -268194.625000 Penalty: 2582.305420 Iteration 69Q: 3 clusters Score -268194.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -268198.375000 Penalty: 2582.305420 Iteration 70Q: 3 clusters Score -268198.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -268201.156250 Penalty: 2582.305420 Iteration 71Q: 3 clusters Score -268201.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -268201.875000 Penalty: 2582.305420 Iteration 72Q: 3 clusters Score -268201.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -268201.687500 Penalty: 2582.305420 Iteration 73Q: 3 clusters Score -268201.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -268201.687500 Penalty: 2582.305420 Iteration 74F: 3 clusters Score -268201.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4147 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Entering Unmasked Estep Score: -387311.031250 Penalty: 1353.647827 Iteration 0F: 2 clusters Score -387311 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -383891.125000 Penalty: 2707.295654 Iteration 0F: 3 clusters Score -383891.1 nChanged 1602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -384770.312500 Penalty: 2707.295654 Iteration 1F: 3 clusters Score -384770.3 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -384940.031250 Penalty: 2707.295654 Iteration 2F: 3 clusters Score -384940 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -385072.062500 Penalty: 2707.295654 Iteration 3F: 3 clusters Score -385072.1 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -385169.468750 Penalty: 2707.295654 Iteration 4Q: 3 clusters Score -385169.5 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -385265.593750 Penalty: 2707.295654 Iteration 5Q: 3 clusters Score -385265.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -385345.437500 Penalty: 2707.295654 Iteration 6Q: 3 clusters Score -385345.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -385428.812500 Penalty: 2707.295654 Iteration 7Q: 3 clusters Score -385428.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -385534.406250 Penalty: 2707.295654 Iteration 8Q: 3 clusters Score -385534.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -385617.500000 Penalty: 2707.295654 Iteration 9Q: 3 clusters Score -385617.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -385713.375000 Penalty: 2707.295654 Iteration 10Q: 3 clusters Score -385713.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -385816.187500 Penalty: 2707.295654 Iteration 11Q: 3 clusters Score -385816.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -385920.156250 Penalty: 2707.295654 Iteration 12Q: 3 clusters Score -385920.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -386001.718750 Penalty: 2707.295654 Iteration 13Q: 3 clusters Score -386001.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -386069.718750 Penalty: 2707.295654 Iteration 14Q: 3 clusters Score -386069.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -386107.750000 Penalty: 2707.295654 Iteration 15Q: 3 clusters Score -386107.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -386136.312500 Penalty: 2707.295654 Iteration 16Q: 3 clusters Score -386136.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -386162.281250 Penalty: 2707.295654 Iteration 17Q: 3 clusters Score -386162.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -386184.625000 Penalty: 2707.295654 Iteration 18Q: 3 clusters Score -386184.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -386207.750000 Penalty: 2707.295654 Iteration 19Q: 3 clusters Score -386207.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -386221.906250 Penalty: 2707.295654 Iteration 20F: 3 clusters Score -386221.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -386234.687500 Penalty: 2707.295654 Iteration 21Q: 3 clusters Score -386234.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -386245.281250 Penalty: 2707.295654 Iteration 22Q: 3 clusters Score -386245.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -386256.468750 Penalty: 2707.295654 Iteration 23Q: 3 clusters Score -386256.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -386269.812500 Penalty: 2707.295654 Iteration 24Q: 3 clusters Score -386269.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -386282.562500 Penalty: 2707.295654 Iteration 25Q: 3 clusters Score -386282.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -386293.812500 Penalty: 2707.295654 Iteration 26Q: 3 clusters Score -386293.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -386304.406250 Penalty: 2707.295654 Iteration 27Q: 3 clusters Score -386304.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -386310.906250 Penalty: 2707.295654 Iteration 28Q: 3 clusters Score -386310.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -386316.250000 Penalty: 2707.295654 Iteration 29Q: 3 clusters Score -386316.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -386323.312500 Penalty: 2707.295654 Iteration 30Q: 3 clusters Score -386323.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -386328.625000 Penalty: 2707.295654 Iteration 31Q: 3 clusters Score -386328.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -386334.906250 Penalty: 2707.295654 Iteration 32Q: 3 clusters Score -386334.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -386339.781250 Penalty: 2707.295654 Iteration 33Q: 3 clusters Score -386339.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -386344.125000 Penalty: 2707.295654 Iteration 34Q: 3 clusters Score -386344.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -386347.906250 Penalty: 2707.295654 Iteration 35Q: 3 clusters Score -386347.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -386354.343750 Penalty: 2707.295654 Iteration 36Q: 3 clusters Score -386354.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -386358.500000 Penalty: 2707.295654 Iteration 37Q: 3 clusters Score -386358.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -386362.250000 Penalty: 2707.295654 Iteration 38Q: 3 clusters Score -386362.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -386365.093750 Penalty: 2707.295654 Iteration 39Q: 3 clusters Score -386365.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -386368.687500 Penalty: 2707.295654 Iteration 40F: 3 clusters Score -386368.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -386372.250000 Penalty: 2707.295654 Iteration 41Q: 3 clusters Score -386372.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -386375.156250 Penalty: 2707.295654 Iteration 42Q: 3 clusters Score -386375.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -386379.093750 Penalty: 2707.295654 Iteration 43Q: 3 clusters Score -386379.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -386381.687500 Penalty: 2707.295654 Iteration 44Q: 3 clusters Score -386381.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -386383.937500 Penalty: 2707.295654 Iteration 45Q: 3 clusters Score -386383.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -386384.656250 Penalty: 2707.295654 Iteration 46Q: 3 clusters Score -386384.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -386384.531250 Penalty: 2707.295654 Iteration 47Q: 3 clusters Score -386384.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -386384.531250 Penalty: 2707.295654 Iteration 48F: 3 clusters Score -386384.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Entering Unmasked Estep Score: -232195.625000 Penalty: 1267.526489 Iteration 0F: 2 clusters Score -232195.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -229866.453125 Penalty: 2535.052979 Iteration 0F: 3 clusters Score -229866.5 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -230388.890625 Penalty: 2535.052979 Iteration 1F: 3 clusters Score -230388.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -230489.437500 Penalty: 2535.052979 Iteration 2F: 3 clusters Score -230489.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -230546.953125 Penalty: 2535.052979 Iteration 3Q: 3 clusters Score -230547 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -230590.515625 Penalty: 2535.052979 Iteration 4Q: 3 clusters Score -230590.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -230631.359375 Penalty: 2535.052979 Iteration 5Q: 3 clusters Score -230631.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -230653.828125 Penalty: 2535.052979 Iteration 6Q: 3 clusters Score -230653.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -230671.171875 Penalty: 2535.052979 Iteration 7Q: 3 clusters Score -230671.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -230684.718750 Penalty: 2535.052979 Iteration 8Q: 3 clusters Score -230684.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -230695.828125 Penalty: 2535.052979 Iteration 9Q: 3 clusters Score -230695.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -230701.531250 Penalty: 2535.052979 Iteration 10Q: 3 clusters Score -230701.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -230708.968750 Penalty: 2535.052979 Iteration 11Q: 3 clusters Score -230709 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -230714.250000 Penalty: 2535.052979 Iteration 12Q: 3 clusters Score -230714.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -230718.312500 Penalty: 2535.052979 Iteration 13Q: 3 clusters Score -230718.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -230722.203125 Penalty: 2535.052979 Iteration 14Q: 3 clusters Score -230722.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -230727.687500 Penalty: 2535.052979 Iteration 15Q: 3 clusters Score -230727.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -230733.109375 Penalty: 2535.052979 Iteration 16Q: 3 clusters Score -230733.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -230737.218750 Penalty: 2535.052979 Iteration 17Q: 3 clusters Score -230737.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -230739.437500 Penalty: 2535.052979 Iteration 18Q: 3 clusters Score -230739.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -230740.937500 Penalty: 2535.052979 Iteration 19Q: 3 clusters Score -230740.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -230740.859375 Penalty: 2535.052979 Iteration 20F: 3 clusters Score -230740.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (6301 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6301 members Entering Unmasked Estep Score: -580557.500000 Penalty: 1421.625366 Iteration 0F: 2 clusters Score -580557.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -575814.062500 Penalty: 2843.250732 Iteration 0F: 3 clusters Score -575814.1 nChanged 2604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -577207.312500 Penalty: 2843.250732 Iteration 1F: 3 clusters Score -577207.3 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -577403.875000 Penalty: 2843.250732 Iteration 2F: 3 clusters Score -577403.9 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -577554.937500 Penalty: 2843.250732 Iteration 3Q: 3 clusters Score -577554.9 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -577703.687500 Penalty: 2843.250732 Iteration 4Q: 3 clusters Score -577703.7 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -577847.437500 Penalty: 2843.250732 Iteration 5Q: 3 clusters Score -577847.4 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -578000.375000 Penalty: 2843.250732 Iteration 6Q: 3 clusters Score -578000.4 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -578118.312500 Penalty: 2843.250732 Iteration 7Q: 3 clusters Score -578118.3 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -578201.937500 Penalty: 2843.250732 Iteration 8Q: 3 clusters Score -578201.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -578281.687500 Penalty: 2843.250732 Iteration 9Q: 3 clusters Score -578281.7 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -578354.375000 Penalty: 2843.250732 Iteration 10Q: 3 clusters Score -578354.4 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -578421.812500 Penalty: 2843.250732 Iteration 11Q: 3 clusters Score -578421.8 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -578482.437500 Penalty: 2843.250732 Iteration 12Q: 3 clusters Score -578482.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -578530.937500 Penalty: 2843.250732 Iteration 13Q: 3 clusters Score -578530.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -578569.812500 Penalty: 2843.250732 Iteration 14Q: 3 clusters Score -578569.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 4335 members Entering Unmasked Estep Score: -578611.625000 Penalty: 2843.250732 Iteration 15Q: 3 clusters Score -578611.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -578661.625000 Penalty: 2843.250732 Iteration 16Q: 3 clusters Score -578661.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -578729.937500 Penalty: 2843.250732 Iteration 17Q: 3 clusters Score -578729.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -578813.875000 Penalty: 2843.250732 Iteration 18Q: 3 clusters Score -578813.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -578900.875000 Penalty: 2843.250732 Iteration 19Q: 3 clusters Score -578900.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -578995.937500 Penalty: 2843.250732 Iteration 20F: 3 clusters Score -578995.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -579100.000000 Penalty: 2843.250732 Iteration 21Q: 3 clusters Score -579100 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 4994 members Entering Unmasked Estep Score: -579204.250000 Penalty: 2843.250732 Iteration 22Q: 3 clusters Score -579204.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -579258.250000 Penalty: 2843.250732 Iteration 23Q: 3 clusters Score -579258.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 5136 members Entering Unmasked Estep Score: -579309.125000 Penalty: 2843.250732 Iteration 24Q: 3 clusters Score -579309.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 5199 members Entering Unmasked Estep Score: -579348.312500 Penalty: 2843.250732 Iteration 25Q: 3 clusters Score -579348.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 5255 members Entering Unmasked Estep Score: -579386.437500 Penalty: 2843.250732 Iteration 26Q: 3 clusters Score -579386.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -579412.625000 Penalty: 2843.250732 Iteration 27Q: 3 clusters Score -579412.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 5340 members Entering Unmasked Estep Score: -579436.062500 Penalty: 2843.250732 Iteration 28Q: 3 clusters Score -579436.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 5367 members Entering Unmasked Estep Score: -579456.125000 Penalty: 2843.250732 Iteration 29Q: 3 clusters Score -579456.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 5384 members Entering Unmasked Estep Score: -579467.062500 Penalty: 2843.250732 Iteration 30Q: 3 clusters Score -579467.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 5407 members Entering Unmasked Estep Score: -579478.875000 Penalty: 2843.250732 Iteration 31Q: 3 clusters Score -579478.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 5431 members Entering Unmasked Estep Score: -579494.062500 Penalty: 2843.250732 Iteration 32Q: 3 clusters Score -579494.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 5447 members Entering Unmasked Estep Score: -579502.187500 Penalty: 2843.250732 Iteration 33Q: 3 clusters Score -579502.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 5462 members Entering Unmasked Estep Score: -579507.937500 Penalty: 2843.250732 Iteration 34Q: 3 clusters Score -579507.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 5471 members Entering Unmasked Estep Score: -579513.500000 Penalty: 2843.250732 Iteration 35Q: 3 clusters Score -579513.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 5479 members Entering Unmasked Estep Score: -579516.000000 Penalty: 2843.250732 Iteration 36Q: 3 clusters Score -579516 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -579517.875000 Penalty: 2843.250732 Iteration 37Q: 3 clusters Score -579517.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 5487 members Entering Unmasked Estep Score: -579518.250000 Penalty: 2843.250732 Iteration 38Q: 3 clusters Score -579518.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 5492 members Entering Unmasked Estep Score: -579520.125000 Penalty: 2843.250732 Iteration 39Q: 3 clusters Score -579520.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 5494 members Entering Unmasked Estep Score: -579520.437500 Penalty: 2843.250732 Iteration 40F: 3 clusters Score -579520.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 5495 members Entering Unmasked Estep Score: -579520.562500 Penalty: 2843.250732 Iteration 41Q: 3 clusters Score -579520.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -579521.312500 Penalty: 2843.250732 Iteration 42Q: 3 clusters Score -579521.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 5500 members Entering Unmasked Estep Score: -579522.062500 Penalty: 2843.250732 Iteration 43Q: 3 clusters Score -579522.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 5501 members Entering Unmasked Estep Score: -579522.875000 Penalty: 2843.250732 Iteration 44Q: 3 clusters Score -579522.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -579522.750000 Penalty: 2843.250732 Iteration 45Q: 3 clusters Score -579522.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -579522.750000 Penalty: 2843.250732 Iteration 46F: 3 clusters Score -579522.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18528 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16676 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2118 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16512 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2970 members Mstep: Class 15 contains 520 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3782 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2441 members Mstep: Class 21 contains 6301 members Entering Unmasked Estep ConsiderDeletion Score: -8401315.000000 Penalty: 38999.683594 Iteration 119Q: 22 clusters Score -8401315 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18528 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16684 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2110 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16512 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2970 members Mstep: Class 15 contains 520 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3782 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2441 members Mstep: Class 21 contains 6301 members Entering Unmasked Estep ConsiderDeletion Score: -8401323.000000 Penalty: 38999.683594 Iteration 120F: 22 clusters Score -8401323 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18528 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16688 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2108 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16512 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2970 members Mstep: Class 15 contains 518 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3782 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2441 members Mstep: Class 21 contains 6301 members Entering Unmasked Estep ConsiderDeletion Score: -8401334.000000 Penalty: 38999.683594 Iteration 121Q: 22 clusters Score -8401334 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18528 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1021 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16696 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2101 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16512 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2970 members Mstep: Class 15 contains 519 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3782 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4146 members Mstep: Class 20 contains 2441 members Mstep: Class 21 contains 6301 members Entering Unmasked Estep ConsiderDeletion Score: -8401344.000000 Penalty: 38999.683594 Iteration 122Q: 22 clusters Score -8401344 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18528 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1020 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16704 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2093 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16512 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2970 members Mstep: Class 15 contains 517 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3784 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2441 members Mstep: Class 21 contains 6301 members Entering Unmasked Estep ConsiderDeletion Score: -8401353.000000 Penalty: 38999.683594 Iteration 123Q: 22 clusters Score -8401353 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18526 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1020 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16711 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2086 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16511 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2970 members Mstep: Class 15 contains 518 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3786 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2441 members Mstep: Class 21 contains 6301 members Entering Unmasked Estep ConsiderDeletion Score: -8401351.000000 Penalty: 38999.683594 Iteration 124Q: 22 clusters Score -8401351 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18524 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1020 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16717 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2080 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16511 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2970 members Mstep: Class 15 contains 518 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3788 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2441 members Mstep: Class 21 contains 6301 members Entering Unmasked Estep ConsiderDeletion Score: -8401348.000000 Penalty: 38999.683594 Iteration 125Q: 22 clusters Score -8401348 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18523 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1020 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16721 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2076 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16511 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2970 members Mstep: Class 15 contains 518 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3789 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2441 members Mstep: Class 21 contains 6301 members Entering Unmasked Estep ConsiderDeletion Score: -8401353.000000 Penalty: 38999.683594 Iteration 126Q: 22 clusters Score -8401353 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18523 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1020 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16722 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2076 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16511 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2970 members Mstep: Class 15 contains 518 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3789 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2441 members Mstep: Class 21 contains 6300 members Entering Unmasked Estep ConsiderDeletion Score: -8401350.000000 Penalty: 38999.683594 Iteration 127Q: 22 clusters Score -8401350 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18523 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1020 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16723 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2075 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16511 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2970 members Mstep: Class 15 contains 518 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3789 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2441 members Mstep: Class 21 contains 6300 members Entering Unmasked Estep ConsiderDeletion Score: -8401347.000000 Penalty: 38999.683594 Iteration 128Q: 22 clusters Score -8401347 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18523 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1020 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16724 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2074 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16511 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2970 members Mstep: Class 15 contains 518 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3789 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2441 members Mstep: Class 21 contains 6300 members Entering Unmasked Estep ConsiderDeletion Score: -8401350.000000 Penalty: 38999.683594 Iteration 129Q: 22 clusters Score -8401350 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18523 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1020 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16725 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2073 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16511 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2970 members Mstep: Class 15 contains 518 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3789 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2441 members Mstep: Class 21 contains 6300 members Entering Unmasked Estep ConsiderDeletion Score: -8401357.000000 Penalty: 38999.683594 Iteration 130Q: 22 clusters Score -8401357 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18523 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1020 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16730 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2068 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16511 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2970 members Mstep: Class 15 contains 518 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3789 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2441 members Mstep: Class 21 contains 6300 members Entering Unmasked Estep ConsiderDeletion Score: -8401354.000000 Penalty: 38999.683594 Iteration 131Q: 22 clusters Score -8401354 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18523 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1020 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16734 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2065 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16511 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2970 members Mstep: Class 15 contains 518 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3789 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2441 members Mstep: Class 21 contains 6299 members Entering Unmasked Estep ConsiderDeletion Score: -8401357.000000 Penalty: 38999.683594 Iteration 132Q: 22 clusters Score -8401357 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18523 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1020 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16737 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2063 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16511 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2970 members Mstep: Class 15 contains 518 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3789 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2441 members Mstep: Class 21 contains 6298 members Entering Unmasked Estep ConsiderDeletion Score: -8401357.000000 Penalty: 38999.683594 Iteration 133Q: 22 clusters Score -8401357 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18523 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1020 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16738 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2062 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16511 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2970 members Mstep: Class 15 contains 518 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3789 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2441 members Mstep: Class 21 contains 6298 members Entering Unmasked Estep ConsiderDeletion Score: -8401358.000000 Penalty: 38999.683594 Iteration 134Q: 22 clusters Score -8401358 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 18523 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 1865 members Mstep: Class 5 contains 1020 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 809 members Mstep: Class 8 contains 16738 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2062 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 16511 members Mstep: Class 13 contains 507 members Mstep: Class 14 contains 2970 members Mstep: Class 15 contains 518 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 3789 members Mstep: Class 18 contains 2823 members Mstep: Class 19 contains 4147 members Mstep: Class 20 contains 2441 members Mstep: Class 21 contains 6298 members Entering Unmasked Estep ConsiderDeletion Score: -8401358.000000 Penalty: 38999.683594 Iteration 135F: 22 clusters Score -8401358 nChanged 0 Entering ConstructFrom: Score: -8401358.000000 Penalty: 38999.683594 Entering ConstructFrom: Trying to split cluster 1 (1024 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Entering Unmasked Estep Score: -95701.648438 Penalty: 1126.364136 Iteration 0F: 2 clusters Score -95701.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -94257.679688 Penalty: 2252.728271 Iteration 0F: 3 clusters Score -94257.68 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -94503.109375 Penalty: 2252.728271 Iteration 1F: 3 clusters Score -94503.11 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -94560.414062 Penalty: 2252.728271 Iteration 2F: 3 clusters Score -94560.41 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -94596.710938 Penalty: 2252.728271 Iteration 3Q: 3 clusters Score -94596.71 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -94618.617188 Penalty: 2252.728271 Iteration 4Q: 3 clusters Score -94618.62 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -94637.375000 Penalty: 2252.728271 Iteration 5Q: 3 clusters Score -94637.38 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -94658.414062 Penalty: 2252.728271 Iteration 6Q: 3 clusters Score -94658.41 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -94672.906250 Penalty: 2252.728271 Iteration 7Q: 3 clusters Score -94672.91 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -94680.195312 Penalty: 2252.728271 Iteration 8Q: 3 clusters Score -94680.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -94688.351562 Penalty: 2252.728271 Iteration 9Q: 3 clusters Score -94688.35 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -94697.531250 Penalty: 2252.728271 Iteration 10Q: 3 clusters Score -94697.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -94701.414062 Penalty: 2252.728271 Iteration 11Q: 3 clusters Score -94701.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -94701.859375 Penalty: 2252.728271 Iteration 12Q: 3 clusters Score -94701.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -94701.859375 Penalty: 2252.728271 Iteration 13F: 3 clusters Score -94701.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (18523 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18523 members Entering Unmasked Estep Score: -1794738.375000 Penalty: 1596.849976 Iteration 0F: 2 clusters Score -1794738 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9217 members Mstep: Class 2 contains 9306 members Entering Unmasked Estep Score: -1782005.625000 Penalty: 3193.699951 Iteration 0F: 3 clusters Score -1782006 nChanged 8425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9038 members Mstep: Class 2 contains 9485 members Entering Unmasked Estep Score: -1786971.000000 Penalty: 3193.699951 Iteration 1F: 3 clusters Score -1786971 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8862 members Mstep: Class 2 contains 9661 members Entering Unmasked Estep Score: -1787774.250000 Penalty: 3193.699951 Iteration 2F: 3 clusters Score -1787774 nChanged 1187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8525 members Mstep: Class 2 contains 9998 members Entering Unmasked Estep Score: -1788657.500000 Penalty: 3193.699951 Iteration 3F: 3 clusters Score -1788658 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8032 members Mstep: Class 2 contains 10491 members Entering Unmasked Estep Score: -1789540.750000 Penalty: 3193.699951 Iteration 4F: 3 clusters Score -1789541 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7362 members Mstep: Class 2 contains 11161 members Entering Unmasked Estep Score: -1790404.500000 Penalty: 3193.699951 Iteration 5F: 3 clusters Score -1790404 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6635 members Mstep: Class 2 contains 11888 members Entering Unmasked Estep Score: -1791248.250000 Penalty: 3193.699951 Iteration 6F: 3 clusters Score -1791248 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5944 members Mstep: Class 2 contains 12579 members Entering Unmasked Estep Score: -1791996.625000 Penalty: 3193.699951 Iteration 7F: 3 clusters Score -1791997 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5308 members Mstep: Class 2 contains 13215 members Entering Unmasked Estep Score: -1792647.875000 Penalty: 3193.699951 Iteration 8Q: 3 clusters Score -1792648 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 13720 members Entering Unmasked Estep Score: -1793061.250000 Penalty: 3193.699951 Iteration 9Q: 3 clusters Score -1793061 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4431 members Mstep: Class 2 contains 14092 members Entering Unmasked Estep Score: -1793315.375000 Penalty: 3193.699951 Iteration 10Q: 3 clusters Score -1793315 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 14399 members Entering Unmasked Estep Score: -1793476.125000 Penalty: 3193.699951 Iteration 11Q: 3 clusters Score -1793476 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 14672 members Entering Unmasked Estep Score: -1793622.625000 Penalty: 3193.699951 Iteration 12Q: 3 clusters Score -1793623 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 14925 members Entering Unmasked Estep Score: -1793740.750000 Penalty: 3193.699951 Iteration 13Q: 3 clusters Score -1793741 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 15156 members Entering Unmasked Estep Score: -1793845.250000 Penalty: 3193.699951 Iteration 14Q: 3 clusters Score -1793845 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 15343 members Entering Unmasked Estep Score: -1793908.500000 Penalty: 3193.699951 Iteration 15Q: 3 clusters Score -1793908 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 15511 members Entering Unmasked Estep Score: -1793969.750000 Penalty: 3193.699951 Iteration 16Q: 3 clusters Score -1793970 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 15656 members Entering Unmasked Estep Score: -1794020.125000 Penalty: 3193.699951 Iteration 17Q: 3 clusters Score -1794020 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 15784 members Entering Unmasked Estep Score: -1794064.000000 Penalty: 3193.699951 Iteration 18Q: 3 clusters Score -1794064 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 15890 members Entering Unmasked Estep Score: -1794099.750000 Penalty: 3193.699951 Iteration 19Q: 3 clusters Score -1794100 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 15981 members Entering Unmasked Estep Score: -1794131.375000 Penalty: 3193.699951 Iteration 20F: 3 clusters Score -1794131 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 16078 members Entering Unmasked Estep Score: -1794169.500000 Penalty: 3193.699951 Iteration 21Q: 3 clusters Score -1794170 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 16160 members Entering Unmasked Estep Score: -1794199.875000 Penalty: 3193.699951 Iteration 22Q: 3 clusters Score -1794200 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 16233 members Entering Unmasked Estep Score: -1794215.125000 Penalty: 3193.699951 Iteration 23Q: 3 clusters Score -1794215 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 16297 members Entering Unmasked Estep Score: -1794233.750000 Penalty: 3193.699951 Iteration 24Q: 3 clusters Score -1794234 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 16351 members Entering Unmasked Estep Score: -1794251.375000 Penalty: 3193.699951 Iteration 25Q: 3 clusters Score -1794251 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 16413 members Entering Unmasked Estep Score: -1794273.125000 Penalty: 3193.699951 Iteration 26Q: 3 clusters Score -1794273 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 16467 members Entering Unmasked Estep Score: -1794301.000000 Penalty: 3193.699951 Iteration 27Q: 3 clusters Score -1794301 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 16515 members Entering Unmasked Estep Score: -1794309.000000 Penalty: 3193.699951 Iteration 28Q: 3 clusters Score -1794309 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 16552 members Entering Unmasked Estep Score: -1794327.750000 Penalty: 3193.699951 Iteration 29Q: 3 clusters Score -1794328 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 16585 members Entering Unmasked Estep Score: -1794342.625000 Penalty: 3193.699951 Iteration 30Q: 3 clusters Score -1794343 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 16617 members Entering Unmasked Estep Score: -1794347.000000 Penalty: 3193.699951 Iteration 31Q: 3 clusters Score -1794347 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 16647 members Entering Unmasked Estep Score: -1794353.625000 Penalty: 3193.699951 Iteration 32Q: 3 clusters Score -1794354 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 16680 members Entering Unmasked Estep Score: -1794361.875000 Penalty: 3193.699951 Iteration 33Q: 3 clusters Score -1794362 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 16711 members Entering Unmasked Estep Score: -1794369.500000 Penalty: 3193.699951 Iteration 34Q: 3 clusters Score -1794370 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 16745 members Entering Unmasked Estep Score: -1794377.250000 Penalty: 3193.699951 Iteration 35Q: 3 clusters Score -1794377 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 16778 members Entering Unmasked Estep Score: -1794392.250000 Penalty: 3193.699951 Iteration 36Q: 3 clusters Score -1794392 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 16804 members Entering Unmasked Estep Score: -1794392.875000 Penalty: 3193.699951 Iteration 37Q: 3 clusters Score -1794393 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 16826 members Entering Unmasked Estep Score: -1794403.000000 Penalty: 3193.699951 Iteration 38Q: 3 clusters Score -1794403 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 16840 members Entering Unmasked Estep Score: -1794404.500000 Penalty: 3193.699951 Iteration 39Q: 3 clusters Score -1794404 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 16847 members Entering Unmasked Estep Score: -1794404.750000 Penalty: 3193.699951 Iteration 40F: 3 clusters Score -1794405 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 16853 members Entering Unmasked Estep Score: -1794406.375000 Penalty: 3193.699951 Iteration 41Q: 3 clusters Score -1794406 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 16856 members Entering Unmasked Estep Score: -1794408.000000 Penalty: 3193.699951 Iteration 42Q: 3 clusters Score -1794408 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 16859 members Entering Unmasked Estep Score: -1794410.125000 Penalty: 3193.699951 Iteration 43Q: 3 clusters Score -1794410 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 16862 members Entering Unmasked Estep Score: -1794411.875000 Penalty: 3193.699951 Iteration 44Q: 3 clusters Score -1794412 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 16863 members Entering Unmasked Estep Score: -1794410.250000 Penalty: 3193.699951 Iteration 45Q: 3 clusters Score -1794410 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 16864 members Entering Unmasked Estep Score: -1794410.875000 Penalty: 3193.699951 Iteration 46Q: 3 clusters Score -1794411 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 16864 members Entering Unmasked Estep Score: -1794410.875000 Penalty: 3193.699951 Iteration 47F: 3 clusters Score -1794411 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Entering Unmasked Estep Score: -101587.632812 Penalty: 1140.053223 Iteration 0F: 2 clusters Score -101587.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -100096.382812 Penalty: 2280.106445 Iteration 0F: 3 clusters Score -100096.4 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -100438.195312 Penalty: 2280.106445 Iteration 1F: 3 clusters Score -100438.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -100540.359375 Penalty: 2280.106445 Iteration 2F: 3 clusters Score -100540.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -100587.257812 Penalty: 2280.106445 Iteration 3Q: 3 clusters Score -100587.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -100629.414062 Penalty: 2280.106445 Iteration 4Q: 3 clusters Score -100629.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -100658.343750 Penalty: 2280.106445 Iteration 5Q: 3 clusters Score -100658.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -100681.664062 Penalty: 2280.106445 Iteration 6Q: 3 clusters Score -100681.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -100700.765625 Penalty: 2280.106445 Iteration 7Q: 3 clusters Score -100700.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -100720.000000 Penalty: 2280.106445 Iteration 8Q: 3 clusters Score -100720 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -100728.718750 Penalty: 2280.106445 Iteration 9Q: 3 clusters Score -100728.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -100734.804688 Penalty: 2280.106445 Iteration 10Q: 3 clusters Score -100734.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -100744.015625 Penalty: 2280.106445 Iteration 11Q: 3 clusters Score -100744 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -100751.007812 Penalty: 2280.106445 Iteration 12Q: 3 clusters Score -100751 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -100759.257812 Penalty: 2280.106445 Iteration 13Q: 3 clusters Score -100759.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -100770.953125 Penalty: 2280.106445 Iteration 14Q: 3 clusters Score -100771 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -100781.070312 Penalty: 2280.106445 Iteration 15Q: 3 clusters Score -100781.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -100802.031250 Penalty: 2280.106445 Iteration 16Q: 3 clusters Score -100802 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -100826.039062 Penalty: 2280.106445 Iteration 17Q: 3 clusters Score -100826 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -100834.726562 Penalty: 2280.106445 Iteration 18Q: 3 clusters Score -100834.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -100841.648438 Penalty: 2280.106445 Iteration 19Q: 3 clusters Score -100841.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -100844.632812 Penalty: 2280.106445 Iteration 20F: 3 clusters Score -100844.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -100846.484375 Penalty: 2280.106445 Iteration 21Q: 3 clusters Score -100846.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -100848.421875 Penalty: 2280.106445 Iteration 22Q: 3 clusters Score -100848.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -100848.421875 Penalty: 2280.106445 Iteration 23F: 3 clusters Score -100848.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1865 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Entering Unmasked Estep Score: -175079.468750 Penalty: 1223.790161 Iteration 0F: 2 clusters Score -175079.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -173091.093750 Penalty: 2447.580322 Iteration 0F: 3 clusters Score -173091.1 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -173675.812500 Penalty: 2447.580322 Iteration 1F: 3 clusters Score -173675.8 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -173918.906250 Penalty: 2447.580322 Iteration 2F: 3 clusters Score -173918.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -174089.281250 Penalty: 2447.580322 Iteration 3F: 3 clusters Score -174089.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -174192.078125 Penalty: 2447.580322 Iteration 4Q: 3 clusters Score -174192.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -174246.046875 Penalty: 2447.580322 Iteration 5Q: 3 clusters Score -174246 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -174276.000000 Penalty: 2447.580322 Iteration 6Q: 3 clusters Score -174276 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -174306.125000 Penalty: 2447.580322 Iteration 7Q: 3 clusters Score -174306.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -174333.968750 Penalty: 2447.580322 Iteration 8Q: 3 clusters Score -174334 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -174352.265625 Penalty: 2447.580322 Iteration 9Q: 3 clusters Score -174352.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -174360.203125 Penalty: 2447.580322 Iteration 10Q: 3 clusters Score -174360.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -174366.218750 Penalty: 2447.580322 Iteration 11Q: 3 clusters Score -174366.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -174372.812500 Penalty: 2447.580322 Iteration 12Q: 3 clusters Score -174372.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -174376.671875 Penalty: 2447.580322 Iteration 13Q: 3 clusters Score -174376.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -174379.171875 Penalty: 2447.580322 Iteration 14Q: 3 clusters Score -174379.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -174383.187500 Penalty: 2447.580322 Iteration 15Q: 3 clusters Score -174383.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -174386.156250 Penalty: 2447.580322 Iteration 16Q: 3 clusters Score -174386.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -174390.890625 Penalty: 2447.580322 Iteration 17Q: 3 clusters Score -174390.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -174396.984375 Penalty: 2447.580322 Iteration 18Q: 3 clusters Score -174397 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -174398.390625 Penalty: 2447.580322 Iteration 19Q: 3 clusters Score -174398.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -174398.390625 Penalty: 2447.580322 Iteration 20F: 3 clusters Score -174398.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1020 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Entering Unmasked Estep Score: -85090.507812 Penalty: 1125.728149 Iteration 0F: 2 clusters Score -85090.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -83629.539062 Penalty: 2251.456299 Iteration 0F: 3 clusters Score -83629.54 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -83888.890625 Penalty: 2251.456299 Iteration 1F: 3 clusters Score -83888.89 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -84006.531250 Penalty: 2251.456299 Iteration 2F: 3 clusters Score -84006.53 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -84116.031250 Penalty: 2251.456299 Iteration 3F: 3 clusters Score -84116.03 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -84191.531250 Penalty: 2251.456299 Iteration 4Q: 3 clusters Score -84191.53 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -84254.859375 Penalty: 2251.456299 Iteration 5Q: 3 clusters Score -84254.86 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -84295.851562 Penalty: 2251.456299 Iteration 6Q: 3 clusters Score -84295.85 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -84324.773438 Penalty: 2251.456299 Iteration 7Q: 3 clusters Score -84324.77 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -84349.117188 Penalty: 2251.456299 Iteration 8Q: 3 clusters Score -84349.12 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -84365.203125 Penalty: 2251.456299 Iteration 9Q: 3 clusters Score -84365.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -84391.195312 Penalty: 2251.456299 Iteration 10Q: 3 clusters Score -84391.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -84418.484375 Penalty: 2251.456299 Iteration 11Q: 3 clusters Score -84418.48 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -84443.046875 Penalty: 2251.456299 Iteration 12Q: 3 clusters Score -84443.05 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -84465.382812 Penalty: 2251.456299 Iteration 13Q: 3 clusters Score -84465.38 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -84480.937500 Penalty: 2251.456299 Iteration 14Q: 3 clusters Score -84480.94 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -84496.945312 Penalty: 2251.456299 Iteration 15Q: 3 clusters Score -84496.95 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -84514.750000 Penalty: 2251.456299 Iteration 16Q: 3 clusters Score -84514.75 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -84527.171875 Penalty: 2251.456299 Iteration 17Q: 3 clusters Score -84527.17 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -84543.515625 Penalty: 2251.456299 Iteration 18Q: 3 clusters Score -84543.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -84554.242188 Penalty: 2251.456299 Iteration 19Q: 3 clusters Score -84554.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -84564.375000 Penalty: 2251.456299 Iteration 20F: 3 clusters Score -84564.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -84575.296875 Penalty: 2251.456299 Iteration 21Q: 3 clusters Score -84575.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -84584.437500 Penalty: 2251.456299 Iteration 22Q: 3 clusters Score -84584.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -84594.226562 Penalty: 2251.456299 Iteration 23Q: 3 clusters Score -84594.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -84598.125000 Penalty: 2251.456299 Iteration 24Q: 3 clusters Score -84598.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -84601.367188 Penalty: 2251.456299 Iteration 25Q: 3 clusters Score -84601.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -84602.437500 Penalty: 2251.456299 Iteration 26Q: 3 clusters Score -84602.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -84606.945312 Penalty: 2251.456299 Iteration 27Q: 3 clusters Score -84606.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -84608.781250 Penalty: 2251.456299 Iteration 28Q: 3 clusters Score -84608.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -84609.492188 Penalty: 2251.456299 Iteration 29Q: 3 clusters Score -84609.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -84609.492188 Penalty: 2251.456299 Iteration 30F: 3 clusters Score -84609.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (997 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Entering Unmasked Estep Score: -94196.203125 Penalty: 1122.021973 Iteration 0F: 2 clusters Score -94196.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -92810.382812 Penalty: 2244.043945 Iteration 0F: 3 clusters Score -92810.38 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -93126.171875 Penalty: 2244.043945 Iteration 1F: 3 clusters Score -93126.17 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -93291.531250 Penalty: 2244.043945 Iteration 2F: 3 clusters Score -93291.53 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -93371.976562 Penalty: 2244.043945 Iteration 3F: 3 clusters Score -93371.98 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -93456.882812 Penalty: 2244.043945 Iteration 4Q: 3 clusters Score -93456.88 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -93531.062500 Penalty: 2244.043945 Iteration 5Q: 3 clusters Score -93531.06 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -93573.093750 Penalty: 2244.043945 Iteration 6Q: 3 clusters Score -93573.09 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -93600.703125 Penalty: 2244.043945 Iteration 7Q: 3 clusters Score -93600.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -93624.648438 Penalty: 2244.043945 Iteration 8Q: 3 clusters Score -93624.65 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -93638.656250 Penalty: 2244.043945 Iteration 9Q: 3 clusters Score -93638.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -93648.976562 Penalty: 2244.043945 Iteration 10Q: 3 clusters Score -93648.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -93661.242188 Penalty: 2244.043945 Iteration 11Q: 3 clusters Score -93661.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -93672.835938 Penalty: 2244.043945 Iteration 12Q: 3 clusters Score -93672.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -93682.421875 Penalty: 2244.043945 Iteration 13Q: 3 clusters Score -93682.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -93688.742188 Penalty: 2244.043945 Iteration 14Q: 3 clusters Score -93688.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -93696.718750 Penalty: 2244.043945 Iteration 15Q: 3 clusters Score -93696.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -93702.718750 Penalty: 2244.043945 Iteration 16Q: 3 clusters Score -93702.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -93705.929688 Penalty: 2244.043945 Iteration 17Q: 3 clusters Score -93705.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -93707.562500 Penalty: 2244.043945 Iteration 18Q: 3 clusters Score -93707.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -93708.648438 Penalty: 2244.043945 Iteration 19Q: 3 clusters Score -93708.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -93712.937500 Penalty: 2244.043945 Iteration 20F: 3 clusters Score -93712.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -93717.453125 Penalty: 2244.043945 Iteration 21Q: 3 clusters Score -93717.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -93717.453125 Penalty: 2244.043945 Iteration 22F: 3 clusters Score -93717.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (809 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Entering Unmasked Estep Score: -77017.414062 Penalty: 1088.067261 Iteration 0F: 2 clusters Score -77017.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -75687.835938 Penalty: 2176.134521 Iteration 0F: 3 clusters Score -75687.84 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -75937.671875 Penalty: 2176.134521 Iteration 1F: 3 clusters Score -75937.67 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -75986.156250 Penalty: 2176.134521 Iteration 2F: 3 clusters Score -75986.16 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -76007.023438 Penalty: 2176.134521 Iteration 3Q: 3 clusters Score -76007.02 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -76026.539062 Penalty: 2176.134521 Iteration 4Q: 3 clusters Score -76026.54 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -76040.812500 Penalty: 2176.134521 Iteration 5Q: 3 clusters Score -76040.81 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -76047.882812 Penalty: 2176.134521 Iteration 6Q: 3 clusters Score -76047.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -76051.585938 Penalty: 2176.134521 Iteration 7Q: 3 clusters Score -76051.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -76051.585938 Penalty: 2176.134521 Iteration 8F: 3 clusters Score -76051.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (16738 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16738 members Entering Unmasked Estep Score: -1540235.000000 Penalty: 1580.383545 Iteration 0F: 2 clusters Score -1540235 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8321 members Mstep: Class 2 contains 8417 members Entering Unmasked Estep Score: -1528740.500000 Penalty: 3160.767090 Iteration 0F: 3 clusters Score -1528740 nChanged 7373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7898 members Mstep: Class 2 contains 8840 members Entering Unmasked Estep Score: -1532685.125000 Penalty: 3160.767090 Iteration 1F: 3 clusters Score -1532685 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7533 members Mstep: Class 2 contains 9205 members Entering Unmasked Estep Score: -1533190.250000 Penalty: 3160.767090 Iteration 2F: 3 clusters Score -1533190 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6965 members Mstep: Class 2 contains 9773 members Entering Unmasked Estep Score: -1533823.500000 Penalty: 3160.767090 Iteration 3F: 3 clusters Score -1533824 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6288 members Mstep: Class 2 contains 10450 members Entering Unmasked Estep Score: -1534637.875000 Penalty: 3160.767090 Iteration 4F: 3 clusters Score -1534638 nChanged 1263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5523 members Mstep: Class 2 contains 11215 members Entering Unmasked Estep Score: -1535709.625000 Penalty: 3160.767090 Iteration 5F: 3 clusters Score -1535710 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 11956 members Entering Unmasked Estep Score: -1536757.750000 Penalty: 3160.767090 Iteration 6F: 3 clusters Score -1536758 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 12496 members Entering Unmasked Estep Score: -1537697.250000 Penalty: 3160.767090 Iteration 7F: 3 clusters Score -1537697 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 12778 members Entering Unmasked Estep Score: -1538332.000000 Penalty: 3160.767090 Iteration 8Q: 3 clusters Score -1538332 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 12963 members Entering Unmasked Estep Score: -1538697.625000 Penalty: 3160.767090 Iteration 9Q: 3 clusters Score -1538698 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 13117 members Entering Unmasked Estep Score: -1538908.500000 Penalty: 3160.767090 Iteration 10Q: 3 clusters Score -1538908 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 13264 members Entering Unmasked Estep Score: -1539027.750000 Penalty: 3160.767090 Iteration 11Q: 3 clusters Score -1539028 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 13391 members Entering Unmasked Estep Score: -1539108.875000 Penalty: 3160.767090 Iteration 12Q: 3 clusters Score -1539109 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 13495 members Entering Unmasked Estep Score: -1539170.875000 Penalty: 3160.767090 Iteration 13Q: 3 clusters Score -1539171 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 13576 members Entering Unmasked Estep Score: -1539211.875000 Penalty: 3160.767090 Iteration 14Q: 3 clusters Score -1539212 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 13651 members Entering Unmasked Estep Score: -1539235.125000 Penalty: 3160.767090 Iteration 15Q: 3 clusters Score -1539235 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 13709 members Entering Unmasked Estep Score: -1539252.000000 Penalty: 3160.767090 Iteration 16Q: 3 clusters Score -1539252 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 13764 members Entering Unmasked Estep Score: -1539268.125000 Penalty: 3160.767090 Iteration 17Q: 3 clusters Score -1539268 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 13820 members Entering Unmasked Estep Score: -1539283.875000 Penalty: 3160.767090 Iteration 18Q: 3 clusters Score -1539284 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 13870 members Entering Unmasked Estep Score: -1539298.625000 Penalty: 3160.767090 Iteration 19Q: 3 clusters Score -1539299 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 13919 members Entering Unmasked Estep Score: -1539307.875000 Penalty: 3160.767090 Iteration 20F: 3 clusters Score -1539308 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 13962 members Entering Unmasked Estep Score: -1539314.750000 Penalty: 3160.767090 Iteration 21Q: 3 clusters Score -1539315 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 14007 members Entering Unmasked Estep Score: -1539323.125000 Penalty: 3160.767090 Iteration 22Q: 3 clusters Score -1539323 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 14044 members Entering Unmasked Estep Score: -1539333.750000 Penalty: 3160.767090 Iteration 23Q: 3 clusters Score -1539334 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 14084 members Entering Unmasked Estep Score: -1539339.375000 Penalty: 3160.767090 Iteration 24Q: 3 clusters Score -1539339 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 14114 members Entering Unmasked Estep Score: -1539343.250000 Penalty: 3160.767090 Iteration 25Q: 3 clusters Score -1539343 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 14142 members Entering Unmasked Estep Score: -1539352.750000 Penalty: 3160.767090 Iteration 26Q: 3 clusters Score -1539353 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 14164 members Entering Unmasked Estep Score: -1539356.250000 Penalty: 3160.767090 Iteration 27Q: 3 clusters Score -1539356 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 14190 members Entering Unmasked Estep Score: -1539353.375000 Penalty: 3160.767090 Iteration 28Q: 3 clusters Score -1539353 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 14204 members Entering Unmasked Estep Score: -1539358.125000 Penalty: 3160.767090 Iteration 29Q: 3 clusters Score -1539358 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 14216 members Entering Unmasked Estep Score: -1539356.750000 Penalty: 3160.767090 Iteration 30Q: 3 clusters Score -1539357 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 14216 members Entering Unmasked Estep Score: -1539356.750000 Penalty: 3160.767090 Iteration 31F: 3 clusters Score -1539357 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (812 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Entering Unmasked Estep Score: -75367.867188 Penalty: 1088.668823 Iteration 0F: 2 clusters Score -75367.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -74084.195312 Penalty: 2177.337646 Iteration 0F: 3 clusters Score -74084.2 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -74355.406250 Penalty: 2177.337646 Iteration 1F: 3 clusters Score -74355.41 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -74525.851562 Penalty: 2177.337646 Iteration 2F: 3 clusters Score -74525.85 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -74677.437500 Penalty: 2177.337646 Iteration 3F: 3 clusters Score -74677.44 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -74801.523438 Penalty: 2177.337646 Iteration 4Q: 3 clusters Score -74801.52 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -74910.382812 Penalty: 2177.337646 Iteration 5Q: 3 clusters Score -74910.38 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -74972.398438 Penalty: 2177.337646 Iteration 6Q: 3 clusters Score -74972.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -74999.492188 Penalty: 2177.337646 Iteration 7Q: 3 clusters Score -74999.49 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -75016.585938 Penalty: 2177.337646 Iteration 8Q: 3 clusters Score -75016.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -75024.789062 Penalty: 2177.337646 Iteration 9Q: 3 clusters Score -75024.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -75028.945312 Penalty: 2177.337646 Iteration 10Q: 3 clusters Score -75028.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -75032.453125 Penalty: 2177.337646 Iteration 11Q: 3 clusters Score -75032.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -75034.453125 Penalty: 2177.337646 Iteration 12Q: 3 clusters Score -75034.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -75036.343750 Penalty: 2177.337646 Iteration 13Q: 3 clusters Score -75036.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -75041.250000 Penalty: 2177.337646 Iteration 14Q: 3 clusters Score -75041.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -75044.031250 Penalty: 2177.337646 Iteration 15Q: 3 clusters Score -75044.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -75046.414062 Penalty: 2177.337646 Iteration 16Q: 3 clusters Score -75046.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -75047.085938 Penalty: 2177.337646 Iteration 17Q: 3 clusters Score -75047.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -75047.671875 Penalty: 2177.337646 Iteration 18Q: 3 clusters Score -75047.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -75047.671875 Penalty: 2177.337646 Iteration 19F: 3 clusters Score -75047.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2062 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Entering Unmasked Estep Score: -180303.468750 Penalty: 1240.107666 Iteration 0F: 2 clusters Score -180303.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -178191.890625 Penalty: 2480.215332 Iteration 0F: 3 clusters Score -178191.9 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -178636.515625 Penalty: 2480.215332 Iteration 1F: 3 clusters Score -178636.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -178737.078125 Penalty: 2480.215332 Iteration 2F: 3 clusters Score -178737.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -178790.562500 Penalty: 2480.215332 Iteration 3Q: 3 clusters Score -178790.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -178830.609375 Penalty: 2480.215332 Iteration 4Q: 3 clusters Score -178830.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -178856.765625 Penalty: 2480.215332 Iteration 5Q: 3 clusters Score -178856.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -178875.359375 Penalty: 2480.215332 Iteration 6Q: 3 clusters Score -178875.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -178898.984375 Penalty: 2480.215332 Iteration 7Q: 3 clusters Score -178899 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -178914.812500 Penalty: 2480.215332 Iteration 8Q: 3 clusters Score -178914.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -178926.421875 Penalty: 2480.215332 Iteration 9Q: 3 clusters Score -178926.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -178939.750000 Penalty: 2480.215332 Iteration 10Q: 3 clusters Score -178939.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -178951.859375 Penalty: 2480.215332 Iteration 11Q: 3 clusters Score -178951.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -178957.796875 Penalty: 2480.215332 Iteration 12Q: 3 clusters Score -178957.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -178964.609375 Penalty: 2480.215332 Iteration 13Q: 3 clusters Score -178964.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -178974.015625 Penalty: 2480.215332 Iteration 14Q: 3 clusters Score -178974 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -178982.781250 Penalty: 2480.215332 Iteration 15Q: 3 clusters Score -178982.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -178989.046875 Penalty: 2480.215332 Iteration 16Q: 3 clusters Score -178989 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -178994.593750 Penalty: 2480.215332 Iteration 17Q: 3 clusters Score -178994.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -178996.625000 Penalty: 2480.215332 Iteration 18Q: 3 clusters Score -178996.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -178997.546875 Penalty: 2480.215332 Iteration 19Q: 3 clusters Score -178997.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -179002.640625 Penalty: 2480.215332 Iteration 20F: 3 clusters Score -179002.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -179004.406250 Penalty: 2480.215332 Iteration 21Q: 3 clusters Score -179004.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -179008.796875 Penalty: 2480.215332 Iteration 22Q: 3 clusters Score -179008.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -179014.187500 Penalty: 2480.215332 Iteration 23Q: 3 clusters Score -179014.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -179018.218750 Penalty: 2480.215332 Iteration 24Q: 3 clusters Score -179018.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -179023.656250 Penalty: 2480.215332 Iteration 25Q: 3 clusters Score -179023.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -179029.812500 Penalty: 2480.215332 Iteration 26Q: 3 clusters Score -179029.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -179035.515625 Penalty: 2480.215332 Iteration 27Q: 3 clusters Score -179035.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -179040.875000 Penalty: 2480.215332 Iteration 28Q: 3 clusters Score -179040.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -179051.015625 Penalty: 2480.215332 Iteration 29Q: 3 clusters Score -179051 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -179070.500000 Penalty: 2480.215332 Iteration 30Q: 3 clusters Score -179070.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -179115.390625 Penalty: 2480.215332 Iteration 31Q: 3 clusters Score -179115.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -179204.781250 Penalty: 2480.215332 Iteration 32Q: 3 clusters Score -179204.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -179289.953125 Penalty: 2480.215332 Iteration 33Q: 3 clusters Score -179290 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -179373.890625 Penalty: 2480.215332 Iteration 34Q: 3 clusters Score -179373.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -179419.062500 Penalty: 2480.215332 Iteration 35Q: 3 clusters Score -179419.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -179457.953125 Penalty: 2480.215332 Iteration 36Q: 3 clusters Score -179458 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -179500.625000 Penalty: 2480.215332 Iteration 37Q: 3 clusters Score -179500.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -179557.875000 Penalty: 2480.215332 Iteration 38Q: 3 clusters Score -179557.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -179613.343750 Penalty: 2480.215332 Iteration 39Q: 3 clusters Score -179613.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -179680.765625 Penalty: 2480.215332 Iteration 40F: 3 clusters Score -179680.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -179751.828125 Penalty: 2480.215332 Iteration 41Q: 3 clusters Score -179751.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -179820.515625 Penalty: 2480.215332 Iteration 42Q: 3 clusters Score -179820.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -179891.359375 Penalty: 2480.215332 Iteration 43Q: 3 clusters Score -179891.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -179960.968750 Penalty: 2480.215332 Iteration 44Q: 3 clusters Score -179961 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -180005.312500 Penalty: 2480.215332 Iteration 45Q: 3 clusters Score -180005.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -180052.484375 Penalty: 2480.215332 Iteration 46Q: 3 clusters Score -180052.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -180095.593750 Penalty: 2480.215332 Iteration 47Q: 3 clusters Score -180095.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -180129.609375 Penalty: 2480.215332 Iteration 48Q: 3 clusters Score -180129.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -180149.140625 Penalty: 2480.215332 Iteration 49Q: 3 clusters Score -180149.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -180160.500000 Penalty: 2480.215332 Iteration 50Q: 3 clusters Score -180160.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -180168.203125 Penalty: 2480.215332 Iteration 51Q: 3 clusters Score -180168.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -180177.578125 Penalty: 2480.215332 Iteration 52Q: 3 clusters Score -180177.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -180184.343750 Penalty: 2480.215332 Iteration 53Q: 3 clusters Score -180184.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -180186.781250 Penalty: 2480.215332 Iteration 54Q: 3 clusters Score -180186.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -180190.859375 Penalty: 2480.215332 Iteration 55Q: 3 clusters Score -180190.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -180193.953125 Penalty: 2480.215332 Iteration 56Q: 3 clusters Score -180194 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -180195.843750 Penalty: 2480.215332 Iteration 57Q: 3 clusters Score -180195.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -180195.843750 Penalty: 2480.215332 Iteration 58F: 3 clusters Score -180195.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5936 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5936 members Entering Unmasked Estep Score: -561514.125000 Penalty: 1411.928589 Iteration 0F: 2 clusters Score -561514.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -556927.687500 Penalty: 2823.857178 Iteration 0F: 3 clusters Score -556927.7 nChanged 2434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -558269.312500 Penalty: 2823.857178 Iteration 1F: 3 clusters Score -558269.3 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -558508.937500 Penalty: 2823.857178 Iteration 2F: 3 clusters Score -558508.9 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -558723.000000 Penalty: 2823.857178 Iteration 3F: 3 clusters Score -558723 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -558953.812500 Penalty: 2823.857178 Iteration 4F: 3 clusters Score -558953.8 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -559200.437500 Penalty: 2823.857178 Iteration 5F: 3 clusters Score -559200.4 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -559475.062500 Penalty: 2823.857178 Iteration 6F: 3 clusters Score -559475.1 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -559737.937500 Penalty: 2823.857178 Iteration 7F: 3 clusters Score -559737.9 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -559975.687500 Penalty: 2823.857178 Iteration 8F: 3 clusters Score -559975.7 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -560142.625000 Penalty: 2823.857178 Iteration 9Q: 3 clusters Score -560142.6 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -560281.250000 Penalty: 2823.857178 Iteration 10Q: 3 clusters Score -560281.2 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -560394.125000 Penalty: 2823.857178 Iteration 11Q: 3 clusters Score -560394.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -560471.500000 Penalty: 2823.857178 Iteration 12Q: 3 clusters Score -560471.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -560528.062500 Penalty: 2823.857178 Iteration 13Q: 3 clusters Score -560528.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -560585.000000 Penalty: 2823.857178 Iteration 14Q: 3 clusters Score -560585 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -560631.937500 Penalty: 2823.857178 Iteration 15Q: 3 clusters Score -560631.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -560663.875000 Penalty: 2823.857178 Iteration 16Q: 3 clusters Score -560663.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -560684.187500 Penalty: 2823.857178 Iteration 17Q: 3 clusters Score -560684.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -560713.312500 Penalty: 2823.857178 Iteration 18Q: 3 clusters Score -560713.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -560757.125000 Penalty: 2823.857178 Iteration 19Q: 3 clusters Score -560757.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -560811.812500 Penalty: 2823.857178 Iteration 20F: 3 clusters Score -560811.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -560892.062500 Penalty: 2823.857178 Iteration 21Q: 3 clusters Score -560892.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -560988.812500 Penalty: 2823.857178 Iteration 22Q: 3 clusters Score -560988.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -561063.500000 Penalty: 2823.857178 Iteration 23Q: 3 clusters Score -561063.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -561118.562500 Penalty: 2823.857178 Iteration 24Q: 3 clusters Score -561118.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -561146.625000 Penalty: 2823.857178 Iteration 25Q: 3 clusters Score -561146.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -561162.687500 Penalty: 2823.857178 Iteration 26Q: 3 clusters Score -561162.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -561172.187500 Penalty: 2823.857178 Iteration 27Q: 3 clusters Score -561172.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -561183.000000 Penalty: 2823.857178 Iteration 28Q: 3 clusters Score -561183 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -561188.375000 Penalty: 2823.857178 Iteration 29Q: 3 clusters Score -561188.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -561193.187500 Penalty: 2823.857178 Iteration 30Q: 3 clusters Score -561193.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -561195.687500 Penalty: 2823.857178 Iteration 31Q: 3 clusters Score -561195.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -561196.937500 Penalty: 2823.857178 Iteration 32Q: 3 clusters Score -561196.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -561198.500000 Penalty: 2823.857178 Iteration 33Q: 3 clusters Score -561198.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -561198.875000 Penalty: 2823.857178 Iteration 34Q: 3 clusters Score -561198.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -561199.437500 Penalty: 2823.857178 Iteration 35Q: 3 clusters Score -561199.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -561199.437500 Penalty: 2823.857178 Iteration 36F: 3 clusters Score -561199.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (16511 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16511 members Entering Unmasked Estep Score: -1576709.875000 Penalty: 1578.164673 Iteration 0F: 2 clusters Score -1576710 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8267 members Mstep: Class 2 contains 8244 members Entering Unmasked Estep Score: -1565330.875000 Penalty: 3156.329346 Iteration 0F: 3 clusters Score -1565331 nChanged 7506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8539 members Mstep: Class 2 contains 7972 members Entering Unmasked Estep Score: -1569666.125000 Penalty: 3156.329346 Iteration 1F: 3 clusters Score -1569666 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8747 members Mstep: Class 2 contains 7764 members Entering Unmasked Estep Score: -1570293.875000 Penalty: 3156.329346 Iteration 2F: 3 clusters Score -1570294 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9065 members Mstep: Class 2 contains 7446 members Entering Unmasked Estep Score: -1571024.625000 Penalty: 3156.329346 Iteration 3F: 3 clusters Score -1571025 nChanged 1161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9514 members Mstep: Class 2 contains 6997 members Entering Unmasked Estep Score: -1571803.000000 Penalty: 3156.329346 Iteration 4F: 3 clusters Score -1571803 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10000 members Mstep: Class 2 contains 6511 members Entering Unmasked Estep Score: -1572400.500000 Penalty: 3156.329346 Iteration 5F: 3 clusters Score -1572400 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10521 members Mstep: Class 2 contains 5990 members Entering Unmasked Estep Score: -1572891.750000 Penalty: 3156.329346 Iteration 6F: 3 clusters Score -1572892 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -1573346.375000 Penalty: 3156.329346 Iteration 7Q: 3 clusters Score -1573346 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11627 members Mstep: Class 2 contains 4884 members Entering Unmasked Estep Score: -1573740.875000 Penalty: 3156.329346 Iteration 8Q: 3 clusters Score -1573741 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12134 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -1574086.500000 Penalty: 3156.329346 Iteration 9Q: 3 clusters Score -1574086 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12658 members Mstep: Class 2 contains 3853 members Entering Unmasked Estep Score: -1574442.750000 Penalty: 3156.329346 Iteration 10Q: 3 clusters Score -1574443 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13132 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -1574783.500000 Penalty: 3156.329346 Iteration 11Q: 3 clusters Score -1574784 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13534 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -1575086.625000 Penalty: 3156.329346 Iteration 12Q: 3 clusters Score -1575087 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13847 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -1575318.750000 Penalty: 3156.329346 Iteration 13Q: 3 clusters Score -1575319 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14099 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -1575455.250000 Penalty: 3156.329346 Iteration 14Q: 3 clusters Score -1575455 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14297 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -1575574.375000 Penalty: 3156.329346 Iteration 15Q: 3 clusters Score -1575574 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14471 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -1575679.625000 Penalty: 3156.329346 Iteration 16Q: 3 clusters Score -1575680 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14606 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -1575744.125000 Penalty: 3156.329346 Iteration 17Q: 3 clusters Score -1575744 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14715 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -1575789.375000 Penalty: 3156.329346 Iteration 18Q: 3 clusters Score -1575789 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14809 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -1575827.500000 Penalty: 3156.329346 Iteration 19Q: 3 clusters Score -1575828 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14887 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -1575859.125000 Penalty: 3156.329346 Iteration 20F: 3 clusters Score -1575859 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14950 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -1575892.750000 Penalty: 3156.329346 Iteration 21Q: 3 clusters Score -1575893 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15014 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -1575915.875000 Penalty: 3156.329346 Iteration 22Q: 3 clusters Score -1575916 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15055 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -1575929.125000 Penalty: 3156.329346 Iteration 23Q: 3 clusters Score -1575929 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15096 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -1575940.625000 Penalty: 3156.329346 Iteration 24Q: 3 clusters Score -1575941 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15142 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -1575952.500000 Penalty: 3156.329346 Iteration 25Q: 3 clusters Score -1575952 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15180 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -1575968.875000 Penalty: 3156.329346 Iteration 26Q: 3 clusters Score -1575969 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15216 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -1575977.375000 Penalty: 3156.329346 Iteration 27Q: 3 clusters Score -1575977 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15245 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -1575991.750000 Penalty: 3156.329346 Iteration 28Q: 3 clusters Score -1575992 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15272 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -1575999.125000 Penalty: 3156.329346 Iteration 29Q: 3 clusters Score -1575999 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15302 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -1576016.000000 Penalty: 3156.329346 Iteration 30Q: 3 clusters Score -1576016 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15334 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -1576029.625000 Penalty: 3156.329346 Iteration 31Q: 3 clusters Score -1576030 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15363 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -1576044.500000 Penalty: 3156.329346 Iteration 32Q: 3 clusters Score -1576044 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15384 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -1576053.500000 Penalty: 3156.329346 Iteration 33Q: 3 clusters Score -1576054 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15400 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -1576060.500000 Penalty: 3156.329346 Iteration 34Q: 3 clusters Score -1576060 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15409 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -1576063.750000 Penalty: 3156.329346 Iteration 35Q: 3 clusters Score -1576064 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15417 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -1576063.625000 Penalty: 3156.329346 Iteration 36Q: 3 clusters Score -1576064 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15425 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -1576069.625000 Penalty: 3156.329346 Iteration 37Q: 3 clusters Score -1576070 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15429 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -1576070.125000 Penalty: 3156.329346 Iteration 38Q: 3 clusters Score -1576070 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15431 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -1576070.125000 Penalty: 3156.329346 Iteration 39Q: 3 clusters Score -1576070 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15433 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -1576069.375000 Penalty: 3156.329346 Iteration 40F: 3 clusters Score -1576069 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (507 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Entering Unmasked Estep Score: -44892.207031 Penalty: 1012.132996 Iteration 0F: 2 clusters Score -44892.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -43857.539062 Penalty: 2024.265991 Iteration 0F: 3 clusters Score -43857.54 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -44105.031250 Penalty: 2024.265991 Iteration 1F: 3 clusters Score -44105.03 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -44228.703125 Penalty: 2024.265991 Iteration 2F: 3 clusters Score -44228.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -44330.824219 Penalty: 2024.265991 Iteration 3F: 3 clusters Score -44330.82 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -44457.757812 Penalty: 2024.265991 Iteration 4F: 3 clusters Score -44457.76 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -44540.832031 Penalty: 2024.265991 Iteration 5Q: 3 clusters Score -44540.83 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -44592.628906 Penalty: 2024.265991 Iteration 6Q: 3 clusters Score -44592.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -44595.820312 Penalty: 2024.265991 Iteration 7Q: 3 clusters Score -44595.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -44595.820312 Penalty: 2024.265991 Iteration 8F: 3 clusters Score -44595.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (2970 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Entering Unmasked Estep Score: -286935.000000 Penalty: 1299.401611 Iteration 0F: 2 clusters Score -286935 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -284245.000000 Penalty: 2598.803223 Iteration 0F: 3 clusters Score -284245 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -284858.687500 Penalty: 2598.803223 Iteration 1F: 3 clusters Score -284858.7 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -284984.000000 Penalty: 2598.803223 Iteration 2F: 3 clusters Score -284984 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -285060.812500 Penalty: 2598.803223 Iteration 3Q: 3 clusters Score -285060.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -285123.468750 Penalty: 2598.803223 Iteration 4Q: 3 clusters Score -285123.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -285165.593750 Penalty: 2598.803223 Iteration 5Q: 3 clusters Score -285165.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -285200.937500 Penalty: 2598.803223 Iteration 6Q: 3 clusters Score -285200.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -285224.687500 Penalty: 2598.803223 Iteration 7Q: 3 clusters Score -285224.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -285240.968750 Penalty: 2598.803223 Iteration 8Q: 3 clusters Score -285241 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -285252.968750 Penalty: 2598.803223 Iteration 9Q: 3 clusters Score -285253 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -285265.062500 Penalty: 2598.803223 Iteration 10Q: 3 clusters Score -285265.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -285272.656250 Penalty: 2598.803223 Iteration 11Q: 3 clusters Score -285272.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -285280.093750 Penalty: 2598.803223 Iteration 12Q: 3 clusters Score -285280.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -285285.968750 Penalty: 2598.803223 Iteration 13Q: 3 clusters Score -285286 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -285288.531250 Penalty: 2598.803223 Iteration 14Q: 3 clusters Score -285288.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -285292.125000 Penalty: 2598.803223 Iteration 15Q: 3 clusters Score -285292.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -285298.062500 Penalty: 2598.803223 Iteration 16Q: 3 clusters Score -285298.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -285302.343750 Penalty: 2598.803223 Iteration 17Q: 3 clusters Score -285302.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -285305.281250 Penalty: 2598.803223 Iteration 18Q: 3 clusters Score -285305.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -285306.625000 Penalty: 2598.803223 Iteration 19Q: 3 clusters Score -285306.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -285308.656250 Penalty: 2598.803223 Iteration 20F: 3 clusters Score -285308.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -285312.843750 Penalty: 2598.803223 Iteration 21Q: 3 clusters Score -285312.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -285316.187500 Penalty: 2598.803223 Iteration 22Q: 3 clusters Score -285316.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -285320.125000 Penalty: 2598.803223 Iteration 23Q: 3 clusters Score -285320.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -285321.437500 Penalty: 2598.803223 Iteration 24Q: 3 clusters Score -285321.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -285322.125000 Penalty: 2598.803223 Iteration 25Q: 3 clusters Score -285322.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -285324.156250 Penalty: 2598.803223 Iteration 26Q: 3 clusters Score -285324.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -285327.750000 Penalty: 2598.803223 Iteration 27Q: 3 clusters Score -285327.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -285330.656250 Penalty: 2598.803223 Iteration 28Q: 3 clusters Score -285330.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -285333.375000 Penalty: 2598.803223 Iteration 29Q: 3 clusters Score -285333.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -285334.500000 Penalty: 2598.803223 Iteration 30Q: 3 clusters Score -285334.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -285336.531250 Penalty: 2598.803223 Iteration 31Q: 3 clusters Score -285336.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -285339.156250 Penalty: 2598.803223 Iteration 32Q: 3 clusters Score -285339.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -285340.593750 Penalty: 2598.803223 Iteration 33Q: 3 clusters Score -285340.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -285341.531250 Penalty: 2598.803223 Iteration 34Q: 3 clusters Score -285341.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -285344.062500 Penalty: 2598.803223 Iteration 35Q: 3 clusters Score -285344.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -285345.437500 Penalty: 2598.803223 Iteration 36Q: 3 clusters Score -285345.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -285347.187500 Penalty: 2598.803223 Iteration 37Q: 3 clusters Score -285347.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -285349.687500 Penalty: 2598.803223 Iteration 38Q: 3 clusters Score -285349.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -285351.562500 Penalty: 2598.803223 Iteration 39Q: 3 clusters Score -285351.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -285351.812500 Penalty: 2598.803223 Iteration 40F: 3 clusters Score -285351.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -285352.781250 Penalty: 2598.803223 Iteration 41Q: 3 clusters Score -285352.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -285353.281250 Penalty: 2598.803223 Iteration 42Q: 3 clusters Score -285353.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -285354.125000 Penalty: 2598.803223 Iteration 43Q: 3 clusters Score -285354.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -285354.468750 Penalty: 2598.803223 Iteration 44Q: 3 clusters Score -285354.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -285355.812500 Penalty: 2598.803223 Iteration 45Q: 3 clusters Score -285355.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -285356.843750 Penalty: 2598.803223 Iteration 46Q: 3 clusters Score -285356.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -285358.218750 Penalty: 2598.803223 Iteration 47Q: 3 clusters Score -285358.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -285358.812500 Penalty: 2598.803223 Iteration 48Q: 3 clusters Score -285358.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -285361.625000 Penalty: 2598.803223 Iteration 49Q: 3 clusters Score -285361.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -285363.687500 Penalty: 2598.803223 Iteration 50Q: 3 clusters Score -285363.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -285366.687500 Penalty: 2598.803223 Iteration 51Q: 3 clusters Score -285366.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -285371.937500 Penalty: 2598.803223 Iteration 52Q: 3 clusters Score -285371.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -285377.343750 Penalty: 2598.803223 Iteration 53Q: 3 clusters Score -285377.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -285382.687500 Penalty: 2598.803223 Iteration 54Q: 3 clusters Score -285382.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -285389.343750 Penalty: 2598.803223 Iteration 55Q: 3 clusters Score -285389.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -285395.343750 Penalty: 2598.803223 Iteration 56Q: 3 clusters Score -285395.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -285400.625000 Penalty: 2598.803223 Iteration 57Q: 3 clusters Score -285400.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -285408.781250 Penalty: 2598.803223 Iteration 58Q: 3 clusters Score -285408.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -285418.625000 Penalty: 2598.803223 Iteration 59Q: 3 clusters Score -285418.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -285433.500000 Penalty: 2598.803223 Iteration 60F: 3 clusters Score -285433.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -285444.031250 Penalty: 2598.803223 Iteration 61Q: 3 clusters Score -285444 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -285454.312500 Penalty: 2598.803223 Iteration 62Q: 3 clusters Score -285454.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -285467.593750 Penalty: 2598.803223 Iteration 63Q: 3 clusters Score -285467.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -285486.250000 Penalty: 2598.803223 Iteration 64Q: 3 clusters Score -285486.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -285504.468750 Penalty: 2598.803223 Iteration 65Q: 3 clusters Score -285504.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -285521.625000 Penalty: 2598.803223 Iteration 66Q: 3 clusters Score -285521.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -285537.531250 Penalty: 2598.803223 Iteration 67Q: 3 clusters Score -285537.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -285554.781250 Penalty: 2598.803223 Iteration 68Q: 3 clusters Score -285554.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -285568.000000 Penalty: 2598.803223 Iteration 69Q: 3 clusters Score -285568 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -285590.343750 Penalty: 2598.803223 Iteration 70Q: 3 clusters Score -285590.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -285617.656250 Penalty: 2598.803223 Iteration 71Q: 3 clusters Score -285617.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -285639.625000 Penalty: 2598.803223 Iteration 72Q: 3 clusters Score -285639.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -285655.812500 Penalty: 2598.803223 Iteration 73Q: 3 clusters Score -285655.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -285674.625000 Penalty: 2598.803223 Iteration 74Q: 3 clusters Score -285674.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -285699.437500 Penalty: 2598.803223 Iteration 75Q: 3 clusters Score -285699.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -285717.281250 Penalty: 2598.803223 Iteration 76Q: 3 clusters Score -285717.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -285735.312500 Penalty: 2598.803223 Iteration 77Q: 3 clusters Score -285735.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -285749.718750 Penalty: 2598.803223 Iteration 78Q: 3 clusters Score -285749.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -285758.125000 Penalty: 2598.803223 Iteration 79Q: 3 clusters Score -285758.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -285765.625000 Penalty: 2598.803223 Iteration 80F: 3 clusters Score -285765.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -285777.625000 Penalty: 2598.803223 Iteration 81Q: 3 clusters Score -285777.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -285791.843750 Penalty: 2598.803223 Iteration 82Q: 3 clusters Score -285791.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -285808.343750 Penalty: 2598.803223 Iteration 83Q: 3 clusters Score -285808.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -285817.656250 Penalty: 2598.803223 Iteration 84Q: 3 clusters Score -285817.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -285821.875000 Penalty: 2598.803223 Iteration 85Q: 3 clusters Score -285821.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -285825.718750 Penalty: 2598.803223 Iteration 86Q: 3 clusters Score -285825.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -285828.843750 Penalty: 2598.803223 Iteration 87Q: 3 clusters Score -285828.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -285829.312500 Penalty: 2598.803223 Iteration 88Q: 3 clusters Score -285829.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -285830.031250 Penalty: 2598.803223 Iteration 89Q: 3 clusters Score -285830 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -285830.031250 Penalty: 2598.803223 Iteration 90F: 3 clusters Score -285830 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (518 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Entering Unmasked Estep Score: -39276.507812 Penalty: 1015.620972 Iteration 0F: 2 clusters Score -39276.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -38291.160156 Penalty: 2031.241943 Iteration 0F: 3 clusters Score -38291.16 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -38572.660156 Penalty: 2031.241943 Iteration 1F: 3 clusters Score -38572.66 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -38712.925781 Penalty: 2031.241943 Iteration 2F: 3 clusters Score -38712.93 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -38772.976562 Penalty: 2031.241943 Iteration 3F: 3 clusters Score -38772.98 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -38803.832031 Penalty: 2031.241943 Iteration 4Q: 3 clusters Score -38803.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -38824.308594 Penalty: 2031.241943 Iteration 5Q: 3 clusters Score -38824.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -38840.648438 Penalty: 2031.241943 Iteration 6Q: 3 clusters Score -38840.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -38855.257812 Penalty: 2031.241943 Iteration 7Q: 3 clusters Score -38855.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -38860.281250 Penalty: 2031.241943 Iteration 8Q: 3 clusters Score -38860.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -38866.800781 Penalty: 2031.241943 Iteration 9Q: 3 clusters Score -38866.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -38870.191406 Penalty: 2031.241943 Iteration 10Q: 3 clusters Score -38870.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -38870.191406 Penalty: 2031.241943 Iteration 11F: 3 clusters Score -38870.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (989 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Entering Unmasked Estep Score: -90870.546875 Penalty: 1120.712769 Iteration 0F: 2 clusters Score -90870.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -89429.406250 Penalty: 2241.425537 Iteration 0F: 3 clusters Score -89429.41 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -89695.585938 Penalty: 2241.425537 Iteration 1F: 3 clusters Score -89695.59 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -89777.031250 Penalty: 2241.425537 Iteration 2F: 3 clusters Score -89777.03 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -89813.343750 Penalty: 2241.425537 Iteration 3Q: 3 clusters Score -89813.34 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -89838.265625 Penalty: 2241.425537 Iteration 4Q: 3 clusters Score -89838.27 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -89854.476562 Penalty: 2241.425537 Iteration 5Q: 3 clusters Score -89854.48 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -89867.007812 Penalty: 2241.425537 Iteration 6Q: 3 clusters Score -89867.01 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -89875.125000 Penalty: 2241.425537 Iteration 7Q: 3 clusters Score -89875.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -89886.421875 Penalty: 2241.425537 Iteration 8Q: 3 clusters Score -89886.42 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -89894.750000 Penalty: 2241.425537 Iteration 9Q: 3 clusters Score -89894.75 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -89904.656250 Penalty: 2241.425537 Iteration 10Q: 3 clusters Score -89904.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -89907.773438 Penalty: 2241.425537 Iteration 11Q: 3 clusters Score -89907.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -89911.625000 Penalty: 2241.425537 Iteration 12Q: 3 clusters Score -89911.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -89913.468750 Penalty: 2241.425537 Iteration 13Q: 3 clusters Score -89913.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -89914.562500 Penalty: 2241.425537 Iteration 14Q: 3 clusters Score -89914.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -89915.054688 Penalty: 2241.425537 Iteration 15Q: 3 clusters Score -89915.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -89915.359375 Penalty: 2241.425537 Iteration 16Q: 3 clusters Score -89915.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -89915.359375 Penalty: 2241.425537 Iteration 17F: 3 clusters Score -89915.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3789 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Entering Unmasked Estep Score: -350005.375000 Penalty: 1338.976929 Iteration 0F: 2 clusters Score -350005.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -346801.562500 Penalty: 2677.953857 Iteration 0F: 3 clusters Score -346801.6 nChanged 1474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -347678.375000 Penalty: 2677.953857 Iteration 1F: 3 clusters Score -347678.4 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -347853.312500 Penalty: 2677.953857 Iteration 2F: 3 clusters Score -347853.3 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -347997.218750 Penalty: 2677.953857 Iteration 3F: 3 clusters Score -347997.2 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -348136.843750 Penalty: 2677.953857 Iteration 4Q: 3 clusters Score -348136.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -348253.062500 Penalty: 2677.953857 Iteration 5Q: 3 clusters Score -348253.1 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -348369.500000 Penalty: 2677.953857 Iteration 6Q: 3 clusters Score -348369.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -348472.281250 Penalty: 2677.953857 Iteration 7Q: 3 clusters Score -348472.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -348571.968750 Penalty: 2677.953857 Iteration 8Q: 3 clusters Score -348572 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -348660.875000 Penalty: 2677.953857 Iteration 9Q: 3 clusters Score -348660.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -348737.500000 Penalty: 2677.953857 Iteration 10Q: 3 clusters Score -348737.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -348841.312500 Penalty: 2677.953857 Iteration 11Q: 3 clusters Score -348841.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -348944.156250 Penalty: 2677.953857 Iteration 12Q: 3 clusters Score -348944.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -349054.968750 Penalty: 2677.953857 Iteration 13Q: 3 clusters Score -349055 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -349162.312500 Penalty: 2677.953857 Iteration 14Q: 3 clusters Score -349162.3 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -349250.437500 Penalty: 2677.953857 Iteration 15Q: 3 clusters Score -349250.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -349326.375000 Penalty: 2677.953857 Iteration 16Q: 3 clusters Score -349326.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -349390.437500 Penalty: 2677.953857 Iteration 17Q: 3 clusters Score -349390.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -349428.187500 Penalty: 2677.953857 Iteration 18Q: 3 clusters Score -349428.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -349461.250000 Penalty: 2677.953857 Iteration 19Q: 3 clusters Score -349461.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -349486.062500 Penalty: 2677.953857 Iteration 20F: 3 clusters Score -349486.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -349509.750000 Penalty: 2677.953857 Iteration 21Q: 3 clusters Score -349509.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -349536.750000 Penalty: 2677.953857 Iteration 22Q: 3 clusters Score -349536.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -349561.125000 Penalty: 2677.953857 Iteration 23Q: 3 clusters Score -349561.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -349580.375000 Penalty: 2677.953857 Iteration 24Q: 3 clusters Score -349580.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -349598.000000 Penalty: 2677.953857 Iteration 25Q: 3 clusters Score -349598 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -349608.687500 Penalty: 2677.953857 Iteration 26Q: 3 clusters Score -349608.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -349622.781250 Penalty: 2677.953857 Iteration 27Q: 3 clusters Score -349622.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -349636.500000 Penalty: 2677.953857 Iteration 28Q: 3 clusters Score -349636.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -349653.406250 Penalty: 2677.953857 Iteration 29Q: 3 clusters Score -349653.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -349665.062500 Penalty: 2677.953857 Iteration 30Q: 3 clusters Score -349665.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -349676.218750 Penalty: 2677.953857 Iteration 31Q: 3 clusters Score -349676.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -349682.468750 Penalty: 2677.953857 Iteration 32Q: 3 clusters Score -349682.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -349690.000000 Penalty: 2677.953857 Iteration 33Q: 3 clusters Score -349690 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -349697.781250 Penalty: 2677.953857 Iteration 34Q: 3 clusters Score -349697.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -349704.250000 Penalty: 2677.953857 Iteration 35Q: 3 clusters Score -349704.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -349710.750000 Penalty: 2677.953857 Iteration 36Q: 3 clusters Score -349710.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -349714.625000 Penalty: 2677.953857 Iteration 37Q: 3 clusters Score -349714.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -349719.500000 Penalty: 2677.953857 Iteration 38Q: 3 clusters Score -349719.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -349722.156250 Penalty: 2677.953857 Iteration 39Q: 3 clusters Score -349722.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -349724.937500 Penalty: 2677.953857 Iteration 40F: 3 clusters Score -349724.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -349728.156250 Penalty: 2677.953857 Iteration 41Q: 3 clusters Score -349728.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -349728.281250 Penalty: 2677.953857 Iteration 42Q: 3 clusters Score -349728.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -349728.281250 Penalty: 2677.953857 Iteration 43F: 3 clusters Score -349728.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2823 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Entering Unmasked Estep Score: -269280.500000 Penalty: 1291.152710 Iteration 0F: 2 clusters Score -269280.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -266654.500000 Penalty: 2582.305420 Iteration 0F: 3 clusters Score -266654.5 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -267310.593750 Penalty: 2582.305420 Iteration 1F: 3 clusters Score -267310.6 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -267471.125000 Penalty: 2582.305420 Iteration 2F: 3 clusters Score -267471.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -267550.593750 Penalty: 2582.305420 Iteration 3F: 3 clusters Score -267550.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -267608.187500 Penalty: 2582.305420 Iteration 4Q: 3 clusters Score -267608.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -267654.375000 Penalty: 2582.305420 Iteration 5Q: 3 clusters Score -267654.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -267692.531250 Penalty: 2582.305420 Iteration 6Q: 3 clusters Score -267692.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -267715.031250 Penalty: 2582.305420 Iteration 7Q: 3 clusters Score -267715 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -267733.093750 Penalty: 2582.305420 Iteration 8Q: 3 clusters Score -267733.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -267746.250000 Penalty: 2582.305420 Iteration 9Q: 3 clusters Score -267746.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -267757.562500 Penalty: 2582.305420 Iteration 10Q: 3 clusters Score -267757.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -267765.250000 Penalty: 2582.305420 Iteration 11Q: 3 clusters Score -267765.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -267774.125000 Penalty: 2582.305420 Iteration 12Q: 3 clusters Score -267774.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -267782.625000 Penalty: 2582.305420 Iteration 13Q: 3 clusters Score -267782.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -267791.937500 Penalty: 2582.305420 Iteration 14Q: 3 clusters Score -267791.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -267801.531250 Penalty: 2582.305420 Iteration 15Q: 3 clusters Score -267801.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -267812.843750 Penalty: 2582.305420 Iteration 16Q: 3 clusters Score -267812.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -267822.968750 Penalty: 2582.305420 Iteration 17Q: 3 clusters Score -267823 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -267827.625000 Penalty: 2582.305420 Iteration 18Q: 3 clusters Score -267827.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -267832.187500 Penalty: 2582.305420 Iteration 19Q: 3 clusters Score -267832.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -267838.125000 Penalty: 2582.305420 Iteration 20F: 3 clusters Score -267838.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -267844.875000 Penalty: 2582.305420 Iteration 21Q: 3 clusters Score -267844.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -267850.687500 Penalty: 2582.305420 Iteration 22Q: 3 clusters Score -267850.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -267855.968750 Penalty: 2582.305420 Iteration 23Q: 3 clusters Score -267856 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -267859.281250 Penalty: 2582.305420 Iteration 24Q: 3 clusters Score -267859.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -267861.843750 Penalty: 2582.305420 Iteration 25Q: 3 clusters Score -267861.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -267863.218750 Penalty: 2582.305420 Iteration 26Q: 3 clusters Score -267863.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -267864.437500 Penalty: 2582.305420 Iteration 27Q: 3 clusters Score -267864.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -267866.906250 Penalty: 2582.305420 Iteration 28Q: 3 clusters Score -267866.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -267873.312500 Penalty: 2582.305420 Iteration 29Q: 3 clusters Score -267873.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -267879.187500 Penalty: 2582.305420 Iteration 30Q: 3 clusters Score -267879.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -267885.937500 Penalty: 2582.305420 Iteration 31Q: 3 clusters Score -267885.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -267892.218750 Penalty: 2582.305420 Iteration 32Q: 3 clusters Score -267892.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -267898.281250 Penalty: 2582.305420 Iteration 33Q: 3 clusters Score -267898.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -267900.000000 Penalty: 2582.305420 Iteration 34Q: 3 clusters Score -267900 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -267901.812500 Penalty: 2582.305420 Iteration 35Q: 3 clusters Score -267901.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -267903.218750 Penalty: 2582.305420 Iteration 36Q: 3 clusters Score -267903.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -267904.062500 Penalty: 2582.305420 Iteration 37Q: 3 clusters Score -267904.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -267905.625000 Penalty: 2582.305420 Iteration 38Q: 3 clusters Score -267905.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -267906.000000 Penalty: 2582.305420 Iteration 39Q: 3 clusters Score -267906 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -267906.000000 Penalty: 2582.305420 Iteration 40F: 3 clusters Score -267906 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4147 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Entering Unmasked Estep Score: -387313.000000 Penalty: 1353.647827 Iteration 0F: 2 clusters Score -387313 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -383910.781250 Penalty: 2707.295654 Iteration 0F: 3 clusters Score -383910.8 nChanged 1681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -384783.687500 Penalty: 2707.295654 Iteration 1F: 3 clusters Score -384783.7 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -384929.625000 Penalty: 2707.295654 Iteration 2F: 3 clusters Score -384929.6 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -385068.531250 Penalty: 2707.295654 Iteration 3F: 3 clusters Score -385068.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -385189.000000 Penalty: 2707.295654 Iteration 4Q: 3 clusters Score -385189 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -385293.218750 Penalty: 2707.295654 Iteration 5Q: 3 clusters Score -385293.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -385360.781250 Penalty: 2707.295654 Iteration 6Q: 3 clusters Score -385360.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -385412.187500 Penalty: 2707.295654 Iteration 7Q: 3 clusters Score -385412.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -385450.312500 Penalty: 2707.295654 Iteration 8Q: 3 clusters Score -385450.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -385476.906250 Penalty: 2707.295654 Iteration 9Q: 3 clusters Score -385476.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -385506.875000 Penalty: 2707.295654 Iteration 10Q: 3 clusters Score -385506.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -385539.218750 Penalty: 2707.295654 Iteration 11Q: 3 clusters Score -385539.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -385571.281250 Penalty: 2707.295654 Iteration 12Q: 3 clusters Score -385571.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -385597.312500 Penalty: 2707.295654 Iteration 13Q: 3 clusters Score -385597.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -385620.281250 Penalty: 2707.295654 Iteration 14Q: 3 clusters Score -385620.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -385639.156250 Penalty: 2707.295654 Iteration 15Q: 3 clusters Score -385639.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -385657.031250 Penalty: 2707.295654 Iteration 16Q: 3 clusters Score -385657 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -385672.781250 Penalty: 2707.295654 Iteration 17Q: 3 clusters Score -385672.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -385685.968750 Penalty: 2707.295654 Iteration 18Q: 3 clusters Score -385686 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -385702.375000 Penalty: 2707.295654 Iteration 19Q: 3 clusters Score -385702.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -385722.875000 Penalty: 2707.295654 Iteration 20F: 3 clusters Score -385722.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -385746.156250 Penalty: 2707.295654 Iteration 21Q: 3 clusters Score -385746.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -385773.125000 Penalty: 2707.295654 Iteration 22Q: 3 clusters Score -385773.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -385803.031250 Penalty: 2707.295654 Iteration 23Q: 3 clusters Score -385803 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -385834.687500 Penalty: 2707.295654 Iteration 24Q: 3 clusters Score -385834.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -385868.218750 Penalty: 2707.295654 Iteration 25Q: 3 clusters Score -385868.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -385903.468750 Penalty: 2707.295654 Iteration 26Q: 3 clusters Score -385903.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -385935.843750 Penalty: 2707.295654 Iteration 27Q: 3 clusters Score -385935.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -385972.281250 Penalty: 2707.295654 Iteration 28Q: 3 clusters Score -385972.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -386002.187500 Penalty: 2707.295654 Iteration 29Q: 3 clusters Score -386002.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -386033.406250 Penalty: 2707.295654 Iteration 30Q: 3 clusters Score -386033.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -386061.625000 Penalty: 2707.295654 Iteration 31Q: 3 clusters Score -386061.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -386080.937500 Penalty: 2707.295654 Iteration 32Q: 3 clusters Score -386080.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -386101.562500 Penalty: 2707.295654 Iteration 33Q: 3 clusters Score -386101.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -386120.406250 Penalty: 2707.295654 Iteration 34Q: 3 clusters Score -386120.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -386142.687500 Penalty: 2707.295654 Iteration 35Q: 3 clusters Score -386142.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -386172.312500 Penalty: 2707.295654 Iteration 36Q: 3 clusters Score -386172.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -386210.281250 Penalty: 2707.295654 Iteration 37Q: 3 clusters Score -386210.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -386248.312500 Penalty: 2707.295654 Iteration 38Q: 3 clusters Score -386248.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -386290.343750 Penalty: 2707.295654 Iteration 39Q: 3 clusters Score -386290.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -386333.812500 Penalty: 2707.295654 Iteration 40F: 3 clusters Score -386333.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -386358.375000 Penalty: 2707.295654 Iteration 41Q: 3 clusters Score -386358.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -386381.718750 Penalty: 2707.295654 Iteration 42Q: 3 clusters Score -386381.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -386399.593750 Penalty: 2707.295654 Iteration 43Q: 3 clusters Score -386399.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -386411.187500 Penalty: 2707.295654 Iteration 44Q: 3 clusters Score -386411.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -386419.625000 Penalty: 2707.295654 Iteration 45Q: 3 clusters Score -386419.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -386430.531250 Penalty: 2707.295654 Iteration 46Q: 3 clusters Score -386430.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -386439.343750 Penalty: 2707.295654 Iteration 47Q: 3 clusters Score -386439.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -386444.687500 Penalty: 2707.295654 Iteration 48Q: 3 clusters Score -386444.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -386450.375000 Penalty: 2707.295654 Iteration 49Q: 3 clusters Score -386450.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -386461.343750 Penalty: 2707.295654 Iteration 50Q: 3 clusters Score -386461.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -386468.281250 Penalty: 2707.295654 Iteration 51Q: 3 clusters Score -386468.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -386473.625000 Penalty: 2707.295654 Iteration 52Q: 3 clusters Score -386473.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -386475.593750 Penalty: 2707.295654 Iteration 53Q: 3 clusters Score -386475.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -386478.687500 Penalty: 2707.295654 Iteration 54Q: 3 clusters Score -386478.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -386481.343750 Penalty: 2707.295654 Iteration 55Q: 3 clusters Score -386481.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -386484.843750 Penalty: 2707.295654 Iteration 56Q: 3 clusters Score -386484.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -386488.656250 Penalty: 2707.295654 Iteration 57Q: 3 clusters Score -386488.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -386489.937500 Penalty: 2707.295654 Iteration 58Q: 3 clusters Score -386489.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -386491.312500 Penalty: 2707.295654 Iteration 59Q: 3 clusters Score -386491.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -386492.000000 Penalty: 2707.295654 Iteration 60F: 3 clusters Score -386492 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -386491.718750 Penalty: 2707.295654 Iteration 61Q: 3 clusters Score -386491.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -386491.718750 Penalty: 2707.295654 Iteration 62F: 3 clusters Score -386491.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Entering Unmasked Estep Score: -232195.625000 Penalty: 1267.526489 Iteration 0F: 2 clusters Score -232195.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -229833.218750 Penalty: 2535.052979 Iteration 0F: 3 clusters Score -229833.2 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -230387.671875 Penalty: 2535.052979 Iteration 1F: 3 clusters Score -230387.7 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -230520.625000 Penalty: 2535.052979 Iteration 2F: 3 clusters Score -230520.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -230580.937500 Penalty: 2535.052979 Iteration 3Q: 3 clusters Score -230580.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -230618.328125 Penalty: 2535.052979 Iteration 4Q: 3 clusters Score -230618.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -230641.218750 Penalty: 2535.052979 Iteration 5Q: 3 clusters Score -230641.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -230655.343750 Penalty: 2535.052979 Iteration 6Q: 3 clusters Score -230655.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -230663.140625 Penalty: 2535.052979 Iteration 7Q: 3 clusters Score -230663.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -230671.515625 Penalty: 2535.052979 Iteration 8Q: 3 clusters Score -230671.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -230681.250000 Penalty: 2535.052979 Iteration 9Q: 3 clusters Score -230681.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -230686.015625 Penalty: 2535.052979 Iteration 10Q: 3 clusters Score -230686 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -230689.093750 Penalty: 2535.052979 Iteration 11Q: 3 clusters Score -230689.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -230691.984375 Penalty: 2535.052979 Iteration 12Q: 3 clusters Score -230692 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -230697.390625 Penalty: 2535.052979 Iteration 13Q: 3 clusters Score -230697.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -230704.671875 Penalty: 2535.052979 Iteration 14Q: 3 clusters Score -230704.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -230708.984375 Penalty: 2535.052979 Iteration 15Q: 3 clusters Score -230709 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -230715.468750 Penalty: 2535.052979 Iteration 16Q: 3 clusters Score -230715.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -230719.765625 Penalty: 2535.052979 Iteration 17Q: 3 clusters Score -230719.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -230723.656250 Penalty: 2535.052979 Iteration 18Q: 3 clusters Score -230723.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -230732.343750 Penalty: 2535.052979 Iteration 19Q: 3 clusters Score -230732.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -230742.625000 Penalty: 2535.052979 Iteration 20F: 3 clusters Score -230742.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -230748.765625 Penalty: 2535.052979 Iteration 21Q: 3 clusters Score -230748.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -230754.453125 Penalty: 2535.052979 Iteration 22Q: 3 clusters Score -230754.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -230760.171875 Penalty: 2535.052979 Iteration 23Q: 3 clusters Score -230760.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -230763.000000 Penalty: 2535.052979 Iteration 24Q: 3 clusters Score -230763 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -230763.984375 Penalty: 2535.052979 Iteration 25Q: 3 clusters Score -230764 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -230765.062500 Penalty: 2535.052979 Iteration 26Q: 3 clusters Score -230765.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -230767.578125 Penalty: 2535.052979 Iteration 27Q: 3 clusters Score -230767.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -230770.000000 Penalty: 2535.052979 Iteration 28Q: 3 clusters Score -230770 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -230771.734375 Penalty: 2535.052979 Iteration 29Q: 3 clusters Score -230771.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -230774.500000 Penalty: 2535.052979 Iteration 30Q: 3 clusters Score -230774.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -230775.953125 Penalty: 2535.052979 Iteration 31Q: 3 clusters Score -230776 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -230776.000000 Penalty: 2535.052979 Iteration 32Q: 3 clusters Score -230776 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -230776.078125 Penalty: 2535.052979 Iteration 33Q: 3 clusters Score -230776.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -230776.078125 Penalty: 2535.052979 Iteration 34F: 3 clusters Score -230776.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (6298 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6298 members Entering Unmasked Estep Score: -580302.000000 Penalty: 1421.547974 Iteration 0F: 2 clusters Score -580302 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -575590.437500 Penalty: 2843.095947 Iteration 0F: 3 clusters Score -575590.4 nChanged 2589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -577067.562500 Penalty: 2843.095947 Iteration 1F: 3 clusters Score -577067.6 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -577322.687500 Penalty: 2843.095947 Iteration 2F: 3 clusters Score -577322.7 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -577534.812500 Penalty: 2843.095947 Iteration 3F: 3 clusters Score -577534.8 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -577713.875000 Penalty: 2843.095947 Iteration 4Q: 3 clusters Score -577713.9 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -577900.500000 Penalty: 2843.095947 Iteration 5Q: 3 clusters Score -577900.5 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -578097.187500 Penalty: 2843.095947 Iteration 6Q: 3 clusters Score -578097.2 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -578273.000000 Penalty: 2843.095947 Iteration 7Q: 3 clusters Score -578273 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -578411.125000 Penalty: 2843.095947 Iteration 8Q: 3 clusters Score -578411.1 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -578515.187500 Penalty: 2843.095947 Iteration 9Q: 3 clusters Score -578515.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -578579.250000 Penalty: 2843.095947 Iteration 10Q: 3 clusters Score -578579.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -578619.000000 Penalty: 2843.095947 Iteration 11Q: 3 clusters Score -578619 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -578642.750000 Penalty: 2843.095947 Iteration 12Q: 3 clusters Score -578642.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -578665.312500 Penalty: 2843.095947 Iteration 13Q: 3 clusters Score -578665.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -578684.625000 Penalty: 2843.095947 Iteration 14Q: 3 clusters Score -578684.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -578699.687500 Penalty: 2843.095947 Iteration 15Q: 3 clusters Score -578699.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -578710.125000 Penalty: 2843.095947 Iteration 16Q: 3 clusters Score -578710.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -578718.187500 Penalty: 2843.095947 Iteration 17Q: 3 clusters Score -578718.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -578724.437500 Penalty: 2843.095947 Iteration 18Q: 3 clusters Score -578724.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -578731.687500 Penalty: 2843.095947 Iteration 19Q: 3 clusters Score -578731.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -578733.875000 Penalty: 2843.095947 Iteration 20F: 3 clusters Score -578733.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -578736.875000 Penalty: 2843.095947 Iteration 21Q: 3 clusters Score -578736.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -578739.062500 Penalty: 2843.095947 Iteration 22Q: 3 clusters Score -578739.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -578739.812500 Penalty: 2843.095947 Iteration 23Q: 3 clusters Score -578739.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -578742.500000 Penalty: 2843.095947 Iteration 24Q: 3 clusters Score -578742.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -578745.937500 Penalty: 2843.095947 Iteration 25Q: 3 clusters Score -578745.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -578750.562500 Penalty: 2843.095947 Iteration 26Q: 3 clusters Score -578750.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -578752.125000 Penalty: 2843.095947 Iteration 27Q: 3 clusters Score -578752.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -578753.500000 Penalty: 2843.095947 Iteration 28Q: 3 clusters Score -578753.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -578754.937500 Penalty: 2843.095947 Iteration 29Q: 3 clusters Score -578754.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -578754.437500 Penalty: 2843.095947 Iteration 30Q: 3 clusters Score -578754.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -578754.437500 Penalty: 2843.095947 Iteration 31F: 3 clusters Score -578754.4 nChanged 0 --- Evaluating fit on full set of 275708 points --- Entering Unmasked Estep Score: -25260430.000000 Penalty: 42748.722656 20->22 Clusters: Score -25260430.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 91902 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 4658 members Mstep: Class 3 contains 4418 members Mstep: Class 4 contains 4492 members Mstep: Class 5 contains 4639 members Mstep: Class 6 contains 4520 members Mstep: Class 7 contains 4544 members Mstep: Class 8 contains 4607 members Mstep: Class 9 contains 4607 members Mstep: Class 10 contains 4604 members Mstep: Class 11 contains 4604 members Mstep: Class 12 contains 4520 members Mstep: Class 13 contains 4663 members Mstep: Class 14 contains 4536 members Mstep: Class 15 contains 4632 members Mstep: Class 16 contains 4580 members Mstep: Class 17 contains 4690 members Mstep: Class 18 contains 4580 members Mstep: Class 19 contains 4625 members Mstep: Class 20 contains 4652 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 282.630859 but Gain 1857.128906 Score: -7591053.000000 Penalty: 35285.425781 Iteration 0F: 20 clusters Score -7591053 nChanged 86096 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 5366 members Mstep: Class 2 contains 2467 members Mstep: Class 3 contains 1687 members Mstep: Class 4 contains 4047 members Mstep: Class 5 contains 9090 members Mstep: Class 6 contains 2726 members Mstep: Class 7 contains 3136 members Mstep: Class 8 contains 7476 members Mstep: Class 9 contains 5502 members Mstep: Class 10 contains 1380 members Mstep: Class 11 contains 2511 members Mstep: Class 13 contains 8321 members Mstep: Class 14 contains 2249 members Mstep: Class 15 contains 8814 members Mstep: Class 16 contains 8908 members Mstep: Class 17 contains 4720 members Mstep: Class 18 contains 2702 members Mstep: Class 19 contains 2739 members Mstep: Class 20 contains 7903 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 1622.018799 but Gain 1857.125000 Score: -7969155.000000 Penalty: 33428.300781 Iteration 1F: 19 clusters Score -7969155 nChanged 41281 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 5860 members Mstep: Class 2 contains 1872 members Mstep: Class 3 contains 1023 members Mstep: Class 4 contains 3491 members Mstep: Class 5 contains 8660 members Mstep: Class 6 contains 1132 members Mstep: Class 7 contains 3171 members Mstep: Class 8 contains 7801 members Mstep: Class 9 contains 6399 members Mstep: Class 10 contains 765 members Mstep: Class 11 contains 3965 members Mstep: Class 13 contains 7066 members Mstep: Class 14 contains 1639 members Mstep: Class 15 contains 15791 members Mstep: Class 16 contains 8076 members Mstep: Class 17 contains 7415 members Mstep: Class 18 contains 2382 members Mstep: Class 20 contains 5321 members Entering Unmasked Estep ConsiderDeletion Score: -8142074.000000 Penalty: 33428.300781 Iteration 2F: 19 clusters Score -8142074 nChanged 26111 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 6496 members Mstep: Class 2 contains 1524 members Mstep: Class 3 contains 670 members Mstep: Class 4 contains 4036 members Mstep: Class 5 contains 5920 members Mstep: Class 6 contains 803 members Mstep: Class 7 contains 2598 members Mstep: Class 8 contains 6218 members Mstep: Class 9 contains 7169 members Mstep: Class 10 contains 408 members Mstep: Class 11 contains 7083 members Mstep: Class 13 contains 6841 members Mstep: Class 14 contains 1857 members Mstep: Class 15 contains 16886 members Mstep: Class 16 contains 8883 members Mstep: Class 17 contains 7834 members Mstep: Class 18 contains 3008 members Mstep: Class 20 contains 3634 members Entering Unmasked Estep ConsiderDeletion Score: -8228810.500000 Penalty: 33428.300781 Iteration 3F: 19 clusters Score -8228810 nChanged 18624 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 7391 members Mstep: Class 2 contains 1049 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 3714 members Mstep: Class 5 contains 6098 members Mstep: Class 6 contains 890 members Mstep: Class 7 contains 2110 members Mstep: Class 8 contains 4905 members Mstep: Class 9 contains 7602 members Mstep: Class 10 contains 322 members Mstep: Class 11 contains 10166 members Mstep: Class 13 contains 6277 members Mstep: Class 14 contains 2331 members Mstep: Class 15 contains 14398 members Mstep: Class 16 contains 9556 members Mstep: Class 17 contains 6400 members Mstep: Class 18 contains 4181 members Mstep: Class 20 contains 3964 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 1273.770264 but Gain 1857.128906 Score: -8273123.500000 Penalty: 31571.171875 Iteration 4F: 18 clusters Score -8273124 nChanged 14435 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 7950 members Mstep: Class 2 contains 757 members Mstep: Class 3 contains 681 members Mstep: Class 4 contains 2775 members Mstep: Class 5 contains 7154 members Mstep: Class 6 contains 1158 members Mstep: Class 7 contains 1646 members Mstep: Class 8 contains 3659 members Mstep: Class 9 contains 8621 members Mstep: Class 11 contains 12169 members Mstep: Class 13 contains 5834 members Mstep: Class 14 contains 2608 members Mstep: Class 15 contains 14160 members Mstep: Class 16 contains 8560 members Mstep: Class 17 contains 4645 members Mstep: Class 18 contains 5400 members Mstep: Class 20 contains 4113 members Entering Unmasked Estep ConsiderDeletion Score: -8306374.000000 Penalty: 31571.171875 Iteration 5F: 18 clusters Score -8306374 nChanged 10958 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 8237 members Mstep: Class 2 contains 630 members Mstep: Class 3 contains 689 members Mstep: Class 4 contains 1940 members Mstep: Class 5 contains 8431 members Mstep: Class 6 contains 1340 members Mstep: Class 7 contains 1339 members Mstep: Class 8 contains 2936 members Mstep: Class 9 contains 9536 members Mstep: Class 11 contains 12918 members Mstep: Class 13 contains 5462 members Mstep: Class 14 contains 2692 members Mstep: Class 15 contains 15536 members Mstep: Class 16 contains 6955 members Mstep: Class 17 contains 3436 members Mstep: Class 18 contains 6260 members Mstep: Class 20 contains 3552 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 1727.117554 but Gain 1857.128906 Score: -8333845.000000 Penalty: 29714.042969 Iteration 6F: 17 clusters Score -8333845 nChanged 8226 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 8272 members Mstep: Class 2 contains 697 members Mstep: Class 3 contains 728 members Mstep: Class 4 contains 1441 members Mstep: Class 5 contains 9661 members Mstep: Class 6 contains 1474 members Mstep: Class 8 contains 2582 members Mstep: Class 9 contains 9329 members Mstep: Class 11 contains 13411 members Mstep: Class 13 contains 5322 members Mstep: Class 14 contains 2697 members Mstep: Class 15 contains 16746 members Mstep: Class 16 contains 6892 members Mstep: Class 17 contains 3084 members Mstep: Class 18 contains 6814 members Mstep: Class 20 contains 2739 members Entering Unmasked Estep ConsiderDeletion Score: -8350994.000000 Penalty: 29714.042969 Iteration 7F: 17 clusters Score -8350994 nChanged 5974 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 8104 members Mstep: Class 2 contains 771 members Mstep: Class 3 contains 745 members Mstep: Class 4 contains 1247 members Mstep: Class 5 contains 10706 members Mstep: Class 6 contains 1520 members Mstep: Class 8 contains 2362 members Mstep: Class 9 contains 7849 members Mstep: Class 11 contains 12980 members Mstep: Class 13 contains 5458 members Mstep: Class 14 contains 2581 members Mstep: Class 15 contains 17269 members Mstep: Class 16 contains 8250 members Mstep: Class 17 contains 3083 members Mstep: Class 18 contains 6686 members Mstep: Class 20 contains 2278 members Entering Unmasked Estep ConsiderDeletion Score: -8359992.500000 Penalty: 29714.042969 Iteration 8F: 17 clusters Score -8359992 nChanged 4723 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 7799 members Mstep: Class 2 contains 816 members Mstep: Class 3 contains 713 members Mstep: Class 4 contains 1191 members Mstep: Class 5 contains 11660 members Mstep: Class 6 contains 1561 members Mstep: Class 8 contains 2278 members Mstep: Class 9 contains 6547 members Mstep: Class 11 contains 12327 members Mstep: Class 13 contains 5684 members Mstep: Class 14 contains 2428 members Mstep: Class 15 contains 17567 members Mstep: Class 16 contains 9574 members Mstep: Class 17 contains 3176 members Mstep: Class 18 contains 6551 members Mstep: Class 20 contains 2017 members Entering Unmasked Estep ConsiderDeletion Score: -8364836.000000 Penalty: 29714.042969 Iteration 9F: 17 clusters Score -8364836 nChanged 3887 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7530 members Mstep: Class 2 contains 831 members Mstep: Class 3 contains 704 members Mstep: Class 4 contains 1210 members Mstep: Class 5 contains 12582 members Mstep: Class 6 contains 1568 members Mstep: Class 8 contains 2278 members Mstep: Class 9 contains 5346 members Mstep: Class 11 contains 11533 members Mstep: Class 13 contains 5881 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 17781 members Mstep: Class 16 contains 10826 members Mstep: Class 17 contains 3257 members Mstep: Class 18 contains 6424 members Mstep: Class 20 contains 1821 members Entering Unmasked Estep ConsiderDeletion Score: -8368296.500000 Penalty: 29714.042969 Iteration 10Q: 17 clusters Score -8368296 nChanged 3268 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7337 members Mstep: Class 2 contains 826 members Mstep: Class 3 contains 702 members Mstep: Class 4 contains 1289 members Mstep: Class 5 contains 13426 members Mstep: Class 6 contains 1566 members Mstep: Class 8 contains 2314 members Mstep: Class 9 contains 4336 members Mstep: Class 11 contains 10689 members Mstep: Class 13 contains 6016 members Mstep: Class 14 contains 2215 members Mstep: Class 15 contains 17967 members Mstep: Class 16 contains 11943 members Mstep: Class 17 contains 3343 members Mstep: Class 18 contains 6272 members Mstep: Class 20 contains 1650 members Entering Unmasked Estep ConsiderDeletion Score: -8370847.500000 Penalty: 29714.042969 Iteration 11Q: 17 clusters Score -8370848 nChanged 2696 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7213 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 696 members Mstep: Class 4 contains 1404 members Mstep: Class 5 contains 14147 members Mstep: Class 6 contains 1569 members Mstep: Class 8 contains 2366 members Mstep: Class 9 contains 3481 members Mstep: Class 11 contains 9886 members Mstep: Class 13 contains 6112 members Mstep: Class 14 contains 2126 members Mstep: Class 15 contains 18103 members Mstep: Class 16 contains 12865 members Mstep: Class 17 contains 3427 members Mstep: Class 18 contains 6166 members Mstep: Class 20 contains 1512 members Entering Unmasked Estep ConsiderDeletion Score: -8372869.000000 Penalty: 29714.042969 Iteration 12Q: 17 clusters Score -8372869 nChanged 2308 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 810 members Mstep: Class 3 contains 691 members Mstep: Class 4 contains 1548 members Mstep: Class 5 contains 14757 members Mstep: Class 6 contains 1573 members Mstep: Class 8 contains 2390 members Mstep: Class 9 contains 2803 members Mstep: Class 11 contains 9143 members Mstep: Class 13 contains 6178 members Mstep: Class 14 contains 2031 members Mstep: Class 15 contains 18225 members Mstep: Class 16 contains 13623 members Mstep: Class 17 contains 3516 members Mstep: Class 18 contains 6078 members Mstep: Class 20 contains 1399 members Entering Unmasked Estep ConsiderDeletion Score: -8374651.500000 Penalty: 29714.042969 Iteration 13Q: 17 clusters Score -8374652 nChanged 1948 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7069 members Mstep: Class 2 contains 802 members Mstep: Class 3 contains 687 members Mstep: Class 4 contains 1726 members Mstep: Class 5 contains 15267 members Mstep: Class 6 contains 1577 members Mstep: Class 8 contains 2390 members Mstep: Class 9 contains 2276 members Mstep: Class 11 contains 8469 members Mstep: Class 13 contains 6210 members Mstep: Class 14 contains 1944 members Mstep: Class 15 contains 18347 members Mstep: Class 16 contains 14215 members Mstep: Class 17 contains 3605 members Mstep: Class 18 contains 6019 members Mstep: Class 20 contains 1288 members Entering Unmasked Estep ConsiderDeletion Score: -8376209.500000 Penalty: 29714.042969 Iteration 14Q: 17 clusters Score -8376210 nChanged 1637 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 7029 members Mstep: Class 2 contains 789 members Mstep: Class 3 contains 686 members Mstep: Class 4 contains 1960 members Mstep: Class 5 contains 15655 members Mstep: Class 6 contains 1581 members Mstep: Class 8 contains 2360 members Mstep: Class 9 contains 1909 members Mstep: Class 11 contains 7860 members Mstep: Class 13 contains 6228 members Mstep: Class 14 contains 1865 members Mstep: Class 15 contains 18446 members Mstep: Class 16 contains 14678 members Mstep: Class 17 contains 3691 members Mstep: Class 18 contains 5954 members Mstep: Class 20 contains 1200 members Entering Unmasked Estep ConsiderDeletion Score: -8377828.500000 Penalty: 29714.042969 Iteration 15Q: 17 clusters Score -8377828 nChanged 1400 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6997 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 683 members Mstep: Class 4 contains 2251 members Mstep: Class 5 contains 15944 members Mstep: Class 6 contains 1585 members Mstep: Class 8 contains 2315 members Mstep: Class 9 contains 1670 members Mstep: Class 11 contains 7279 members Mstep: Class 13 contains 6247 members Mstep: Class 14 contains 1794 members Mstep: Class 15 contains 18537 members Mstep: Class 16 contains 15010 members Mstep: Class 17 contains 3765 members Mstep: Class 18 contains 5915 members Mstep: Class 20 contains 1122 members Entering Unmasked Estep ConsiderDeletion Score: -8379998.000000 Penalty: 29714.042969 Iteration 16Q: 17 clusters Score -8379998 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6967 members Mstep: Class 2 contains 766 members Mstep: Class 3 contains 682 members Mstep: Class 4 contains 2550 members Mstep: Class 5 contains 16196 members Mstep: Class 6 contains 1586 members Mstep: Class 8 contains 2264 members Mstep: Class 9 contains 1506 members Mstep: Class 11 contains 6726 members Mstep: Class 13 contains 6269 members Mstep: Class 14 contains 1745 members Mstep: Class 15 contains 18608 members Mstep: Class 16 contains 15257 members Mstep: Class 17 contains 3824 members Mstep: Class 18 contains 5887 members Mstep: Class 20 contains 1058 members Entering Unmasked Estep ConsiderDeletion Score: -8383412.000000 Penalty: 29714.042969 Iteration 17Q: 17 clusters Score -8383412 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6947 members Mstep: Class 2 contains 760 members Mstep: Class 3 contains 680 members Mstep: Class 4 contains 2651 members Mstep: Class 5 contains 16279 members Mstep: Class 6 contains 1587 members Mstep: Class 8 contains 2245 members Mstep: Class 9 contains 1417 members Mstep: Class 11 contains 6540 members Mstep: Class 13 contains 6276 members Mstep: Class 14 contains 1727 members Mstep: Class 15 contains 18669 members Mstep: Class 16 contains 15413 members Mstep: Class 17 contains 3848 members Mstep: Class 18 contains 5852 members Mstep: Class 20 contains 1000 members Entering Unmasked Estep ConsiderDeletion Score: -8384916.500000 Penalty: 29714.042969 Iteration 18Q: 17 clusters Score -8384916 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6931 members Mstep: Class 2 contains 755 members Mstep: Class 3 contains 680 members Mstep: Class 4 contains 2675 members Mstep: Class 5 contains 16282 members Mstep: Class 6 contains 1587 members Mstep: Class 8 contains 2221 members Mstep: Class 9 contains 1375 members Mstep: Class 11 contains 6513 members Mstep: Class 13 contains 6287 members Mstep: Class 14 contains 1720 members Mstep: Class 15 contains 18710 members Mstep: Class 16 contains 15522 members Mstep: Class 17 contains 3856 members Mstep: Class 18 contains 5821 members Mstep: Class 20 contains 956 members Entering Unmasked Estep ConsiderDeletion Score: -8385153.500000 Penalty: 29714.042969 Iteration 19Q: 17 clusters Score -8385154 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6913 members Mstep: Class 2 contains 756 members Mstep: Class 3 contains 680 members Mstep: Class 4 contains 2685 members Mstep: Class 5 contains 16267 members Mstep: Class 6 contains 1588 members Mstep: Class 8 contains 2207 members Mstep: Class 9 contains 1361 members Mstep: Class 11 contains 6513 members Mstep: Class 13 contains 6302 members Mstep: Class 14 contains 1719 members Mstep: Class 15 contains 18737 members Mstep: Class 16 contains 15595 members Mstep: Class 17 contains 3857 members Mstep: Class 18 contains 5785 members Mstep: Class 20 contains 926 members Entering Unmasked Estep ConsiderDeletion Score: -8385670.500000 Penalty: 29714.042969 Iteration 20F: 17 clusters Score -8385670 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6894 members Mstep: Class 2 contains 708 members Mstep: Class 3 contains 680 members Mstep: Class 4 contains 2705 members Mstep: Class 5 contains 16234 members Mstep: Class 6 contains 1585 members Mstep: Class 8 contains 2198 members Mstep: Class 9 contains 1391 members Mstep: Class 11 contains 6511 members Mstep: Class 13 contains 6319 members Mstep: Class 14 contains 1722 members Mstep: Class 15 contains 18768 members Mstep: Class 16 contains 15702 members Mstep: Class 17 contains 3857 members Mstep: Class 18 contains 5725 members Mstep: Class 20 contains 892 members Entering Unmasked Estep ConsiderDeletion Score: -8386049.000000 Penalty: 29714.042969 Iteration 21Q: 17 clusters Score -8386049 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6877 members Mstep: Class 2 contains 690 members Mstep: Class 3 contains 680 members Mstep: Class 4 contains 2722 members Mstep: Class 5 contains 16209 members Mstep: Class 6 contains 1585 members Mstep: Class 8 contains 2195 members Mstep: Class 9 contains 1402 members Mstep: Class 11 contains 6504 members Mstep: Class 13 contains 6332 members Mstep: Class 14 contains 1721 members Mstep: Class 15 contains 18806 members Mstep: Class 16 contains 15765 members Mstep: Class 17 contains 3856 members Mstep: Class 18 contains 5693 members Mstep: Class 20 contains 854 members Entering Unmasked Estep ConsiderDeletion Score: -8386284.500000 Penalty: 29714.042969 Iteration 22Q: 17 clusters Score -8386284 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6866 members Mstep: Class 2 contains 675 members Mstep: Class 3 contains 680 members Mstep: Class 4 contains 2737 members Mstep: Class 5 contains 16193 members Mstep: Class 6 contains 1586 members Mstep: Class 8 contains 2195 members Mstep: Class 9 contains 1381 members Mstep: Class 11 contains 6500 members Mstep: Class 13 contains 6345 members Mstep: Class 14 contains 1722 members Mstep: Class 15 contains 18832 members Mstep: Class 16 contains 15820 members Mstep: Class 17 contains 3856 members Mstep: Class 18 contains 5675 members Mstep: Class 20 contains 828 members Entering Unmasked Estep ConsiderDeletion Score: -8386411.500000 Penalty: 29714.042969 Iteration 23Q: 17 clusters Score -8386412 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6863 members Mstep: Class 2 contains 668 members Mstep: Class 3 contains 680 members Mstep: Class 4 contains 2744 members Mstep: Class 5 contains 16178 members Mstep: Class 6 contains 1587 members Mstep: Class 8 contains 2198 members Mstep: Class 9 contains 1373 members Mstep: Class 11 contains 6498 members Mstep: Class 13 contains 6353 members Mstep: Class 14 contains 1722 members Mstep: Class 15 contains 18853 members Mstep: Class 16 contains 15849 members Mstep: Class 17 contains 3856 members Mstep: Class 18 contains 5670 members Mstep: Class 20 contains 799 members Entering Unmasked Estep ConsiderDeletion Score: -8386574.500000 Penalty: 29714.042969 Iteration 24Q: 17 clusters Score -8386574 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6857 members Mstep: Class 2 contains 661 members Mstep: Class 3 contains 679 members Mstep: Class 4 contains 2753 members Mstep: Class 5 contains 16163 members Mstep: Class 6 contains 1588 members Mstep: Class 8 contains 2209 members Mstep: Class 9 contains 1367 members Mstep: Class 11 contains 6498 members Mstep: Class 13 contains 6359 members Mstep: Class 14 contains 1724 members Mstep: Class 15 contains 18872 members Mstep: Class 16 contains 15863 members Mstep: Class 17 contains 3856 members Mstep: Class 18 contains 5669 members Mstep: Class 20 contains 773 members Entering Unmasked Estep ConsiderDeletion Score: -8386699.000000 Penalty: 29714.042969 Iteration 25Q: 17 clusters Score -8386699 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6852 members Mstep: Class 2 contains 658 members Mstep: Class 3 contains 679 members Mstep: Class 4 contains 2761 members Mstep: Class 5 contains 16149 members Mstep: Class 6 contains 1588 members Mstep: Class 8 contains 2216 members Mstep: Class 9 contains 1360 members Mstep: Class 11 contains 6496 members Mstep: Class 13 contains 6366 members Mstep: Class 14 contains 1724 members Mstep: Class 15 contains 18889 members Mstep: Class 16 contains 15877 members Mstep: Class 17 contains 3856 members Mstep: Class 18 contains 5666 members Mstep: Class 20 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -8386869.500000 Penalty: 29714.042969 Iteration 26Q: 17 clusters Score -8386870 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6850 members Mstep: Class 2 contains 654 members Mstep: Class 3 contains 679 members Mstep: Class 4 contains 2767 members Mstep: Class 5 contains 16124 members Mstep: Class 6 contains 1588 members Mstep: Class 8 contains 2221 members Mstep: Class 9 contains 1358 members Mstep: Class 11 contains 6496 members Mstep: Class 13 contains 6369 members Mstep: Class 14 contains 1723 members Mstep: Class 15 contains 18900 members Mstep: Class 16 contains 15886 members Mstep: Class 17 contains 3856 members Mstep: Class 18 contains 5663 members Mstep: Class 20 contains 757 members Entering Unmasked Estep ConsiderDeletion Score: -8387032.500000 Penalty: 29714.042969 Iteration 27Q: 17 clusters Score -8387032 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6846 members Mstep: Class 2 contains 655 members Mstep: Class 3 contains 679 members Mstep: Class 4 contains 2772 members Mstep: Class 5 contains 16098 members Mstep: Class 6 contains 1588 members Mstep: Class 8 contains 2218 members Mstep: Class 9 contains 1362 members Mstep: Class 11 contains 6496 members Mstep: Class 13 contains 6373 members Mstep: Class 14 contains 1724 members Mstep: Class 15 contains 18901 members Mstep: Class 16 contains 15891 members Mstep: Class 17 contains 3856 members Mstep: Class 18 contains 5661 members Mstep: Class 20 contains 771 members Entering Unmasked Estep ConsiderDeletion Score: -8387098.000000 Penalty: 29714.042969 Iteration 28Q: 17 clusters Score -8387098 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6843 members Mstep: Class 2 contains 650 members Mstep: Class 3 contains 679 members Mstep: Class 4 contains 2779 members Mstep: Class 5 contains 16077 members Mstep: Class 6 contains 1588 members Mstep: Class 8 contains 2222 members Mstep: Class 9 contains 1365 members Mstep: Class 11 contains 6496 members Mstep: Class 13 contains 6376 members Mstep: Class 14 contains 1724 members Mstep: Class 15 contains 18898 members Mstep: Class 16 contains 15895 members Mstep: Class 17 contains 3856 members Mstep: Class 18 contains 5660 members Mstep: Class 20 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -8387134.000000 Penalty: 29714.042969 Iteration 29Q: 17 clusters Score -8387134 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6841 members Mstep: Class 2 contains 650 members Mstep: Class 3 contains 679 members Mstep: Class 4 contains 2782 members Mstep: Class 5 contains 16061 members Mstep: Class 6 contains 1588 members Mstep: Class 8 contains 2221 members Mstep: Class 9 contains 1368 members Mstep: Class 11 contains 6496 members Mstep: Class 13 contains 6378 members Mstep: Class 14 contains 1724 members Mstep: Class 15 contains 18897 members Mstep: Class 16 contains 15897 members Mstep: Class 17 contains 3856 members Mstep: Class 18 contains 5659 members Mstep: Class 20 contains 794 members Entering Unmasked Estep ConsiderDeletion Score: -8387134.500000 Penalty: 29714.042969 Iteration 30Q: 17 clusters Score -8387134 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6839 members Mstep: Class 2 contains 651 members Mstep: Class 3 contains 679 members Mstep: Class 4 contains 2784 members Mstep: Class 5 contains 16046 members Mstep: Class 6 contains 1588 members Mstep: Class 8 contains 2222 members Mstep: Class 9 contains 1367 members Mstep: Class 11 contains 6496 members Mstep: Class 13 contains 6380 members Mstep: Class 14 contains 1724 members Mstep: Class 15 contains 18896 members Mstep: Class 16 contains 15899 members Mstep: Class 17 contains 3856 members Mstep: Class 18 contains 5658 members Mstep: Class 20 contains 806 members Entering Unmasked Estep ConsiderDeletion Score: -8387162.000000 Penalty: 29714.042969 Iteration 31Q: 17 clusters Score -8387162 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6839 members Mstep: Class 2 contains 651 members Mstep: Class 3 contains 679 members Mstep: Class 4 contains 2787 members Mstep: Class 5 contains 16031 members Mstep: Class 6 contains 1588 members Mstep: Class 8 contains 2222 members Mstep: Class 9 contains 1364 members Mstep: Class 11 contains 6496 members Mstep: Class 13 contains 6380 members Mstep: Class 14 contains 1724 members Mstep: Class 15 contains 18896 members Mstep: Class 16 contains 15900 members Mstep: Class 17 contains 3856 members Mstep: Class 18 contains 5659 members Mstep: Class 20 contains 819 members Entering Unmasked Estep ConsiderDeletion Score: -8387174.500000 Penalty: 29714.042969 Iteration 32Q: 17 clusters Score -8387174 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6839 members Mstep: Class 2 contains 651 members Mstep: Class 3 contains 679 members Mstep: Class 4 contains 2788 members Mstep: Class 5 contains 16024 members Mstep: Class 6 contains 1588 members Mstep: Class 8 contains 2222 members Mstep: Class 9 contains 1364 members Mstep: Class 11 contains 6496 members Mstep: Class 13 contains 6380 members Mstep: Class 14 contains 1724 members Mstep: Class 15 contains 18896 members Mstep: Class 16 contains 15900 members Mstep: Class 17 contains 3856 members Mstep: Class 18 contains 5659 members Mstep: Class 20 contains 825 members Entering Unmasked Estep ConsiderDeletion Score: -8387173.500000 Penalty: 29714.042969 Iteration 33Q: 17 clusters Score -8387174 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6839 members Mstep: Class 2 contains 651 members Mstep: Class 3 contains 679 members Mstep: Class 4 contains 2789 members Mstep: Class 5 contains 16019 members Mstep: Class 6 contains 1588 members Mstep: Class 8 contains 2222 members Mstep: Class 9 contains 1362 members Mstep: Class 11 contains 6496 members Mstep: Class 13 contains 6380 members Mstep: Class 14 contains 1724 members Mstep: Class 15 contains 18896 members Mstep: Class 16 contains 15900 members Mstep: Class 17 contains 3856 members Mstep: Class 18 contains 5660 members Mstep: Class 20 contains 830 members Entering Unmasked Estep ConsiderDeletion Score: -8387176.000000 Penalty: 29714.042969 Iteration 34Q: 17 clusters Score -8387176 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6839 members Mstep: Class 2 contains 651 members Mstep: Class 3 contains 679 members Mstep: Class 4 contains 2791 members Mstep: Class 5 contains 16014 members Mstep: Class 6 contains 1588 members Mstep: Class 8 contains 2222 members Mstep: Class 9 contains 1361 members Mstep: Class 11 contains 6496 members Mstep: Class 13 contains 6380 members Mstep: Class 14 contains 1724 members Mstep: Class 15 contains 18896 members Mstep: Class 16 contains 15901 members Mstep: Class 17 contains 3856 members Mstep: Class 18 contains 5660 members Mstep: Class 20 contains 833 members Entering Unmasked Estep ConsiderDeletion Score: -8387173.500000 Penalty: 29714.042969 Iteration 35Q: 17 clusters Score -8387174 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6839 members Mstep: Class 2 contains 651 members Mstep: Class 3 contains 679 members Mstep: Class 4 contains 2793 members Mstep: Class 5 contains 16011 members Mstep: Class 6 contains 1588 members Mstep: Class 8 contains 2222 members Mstep: Class 9 contains 1362 members Mstep: Class 11 contains 6496 members Mstep: Class 13 contains 6380 members Mstep: Class 14 contains 1724 members Mstep: Class 15 contains 18896 members Mstep: Class 16 contains 15901 members Mstep: Class 17 contains 3856 members Mstep: Class 18 contains 5659 members Mstep: Class 20 contains 834 members Entering Unmasked Estep ConsiderDeletion Score: -8387171.000000 Penalty: 29714.042969 Iteration 36Q: 17 clusters Score -8387171 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6839 members Mstep: Class 2 contains 651 members Mstep: Class 3 contains 679 members Mstep: Class 4 contains 2794 members Mstep: Class 5 contains 16009 members Mstep: Class 6 contains 1588 members Mstep: Class 8 contains 2222 members Mstep: Class 9 contains 1362 members Mstep: Class 11 contains 6496 members Mstep: Class 13 contains 6380 members Mstep: Class 14 contains 1724 members Mstep: Class 15 contains 18896 members Mstep: Class 16 contains 15901 members Mstep: Class 17 contains 3856 members Mstep: Class 18 contains 5659 members Mstep: Class 20 contains 835 members Entering Unmasked Estep ConsiderDeletion Score: -8387185.000000 Penalty: 29714.042969 Iteration 37Q: 17 clusters Score -8387185 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6839 members Mstep: Class 2 contains 651 members Mstep: Class 3 contains 679 members Mstep: Class 4 contains 2794 members Mstep: Class 5 contains 16007 members Mstep: Class 6 contains 1588 members Mstep: Class 8 contains 2222 members Mstep: Class 9 contains 1362 members Mstep: Class 11 contains 6496 members Mstep: Class 13 contains 6380 members Mstep: Class 14 contains 1724 members Mstep: Class 15 contains 18896 members Mstep: Class 16 contains 15901 members Mstep: Class 17 contains 3856 members Mstep: Class 18 contains 5659 members Mstep: Class 20 contains 837 members Entering Unmasked Estep ConsiderDeletion Score: -8387186.000000 Penalty: 29714.042969 Iteration 38Q: 17 clusters Score -8387186 nChanged 1 Entering ConstructFrom: Score: -8387186.000000 Penalty: 29714.042969 Entering ConstructFrom: Trying to split cluster 1 (6839 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6839 members Entering Unmasked Estep Score: -640284.562500 Penalty: 1434.939453 Iteration 0F: 2 clusters Score -640284.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -635146.687500 Penalty: 2869.878906 Iteration 0F: 3 clusters Score -635146.7 nChanged 2870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -636685.562500 Penalty: 2869.878906 Iteration 1F: 3 clusters Score -636685.6 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -637132.312500 Penalty: 2869.878906 Iteration 2F: 3 clusters Score -637132.3 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -637729.000000 Penalty: 2869.878906 Iteration 3F: 3 clusters Score -637729 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -638474.812500 Penalty: 2869.878906 Iteration 4F: 3 clusters Score -638474.8 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -639128.062500 Penalty: 2869.878906 Iteration 5F: 3 clusters Score -639128.1 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -639635.187500 Penalty: 2869.878906 Iteration 6F: 3 clusters Score -639635.2 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -639958.562500 Penalty: 2869.878906 Iteration 7F: 3 clusters Score -639958.6 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -640312.312500 Penalty: 2869.878906 Iteration 8Q: 3 clusters Score -640312.3 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -640843.625000 Penalty: 2869.878906 Iteration 9Q: 3 clusters Score -640843.6 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -641564.812500 Penalty: 2869.878906 Iteration 10Q: 3 clusters Score -641564.8 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -642293.000000 Penalty: 2869.878906 Iteration 11Q: 3 clusters Score -642293 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -642549.312500 Penalty: 2869.878906 Iteration 12Q: 3 clusters Score -642549.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -642631.937500 Penalty: 2869.878906 Iteration 13Q: 3 clusters Score -642631.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -642672.062500 Penalty: 2869.878906 Iteration 14Q: 3 clusters Score -642672.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -642688.125000 Penalty: 2869.878906 Iteration 15Q: 3 clusters Score -642688.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -642694.937500 Penalty: 2869.878906 Iteration 16Q: 3 clusters Score -642694.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -642697.812500 Penalty: 2869.878906 Iteration 17Q: 3 clusters Score -642697.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -642698.562500 Penalty: 2869.878906 Iteration 18Q: 3 clusters Score -642698.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -642698.500000 Penalty: 2869.878906 Iteration 19Q: 3 clusters Score -642698.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -642698.875000 Penalty: 2869.878906 Iteration 20F: 3 clusters Score -642698.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -642698.812500 Penalty: 2869.878906 Iteration 21Q: 3 clusters Score -642698.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -642698.812500 Penalty: 2869.878906 Iteration 22F: 3 clusters Score -642698.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 651 members Mstep: Class 3 contains 679 members Mstep: Class 4 contains 2794 members Mstep: Class 5 contains 16006 members Mstep: Class 6 contains 1588 members Mstep: Class 7 contains 2715 members Mstep: Class 8 contains 2222 members Mstep: Class 9 contains 1362 members Mstep: Class 11 contains 6496 members Mstep: Class 13 contains 6380 members Mstep: Class 14 contains 1724 members Mstep: Class 15 contains 18896 members Mstep: Class 16 contains 15901 members Mstep: Class 17 contains 3856 members Mstep: Class 18 contains 5659 members Mstep: Class 20 contains 838 members Entering Unmasked Estep Score: -8389173.000000 Penalty: 31571.171875 Splitting cluster 1 changes total score from -8387186.000000 to -8389173.000000 So it's getting split into cluster 7. Entering ConstructFrom: Trying to split cluster 2 (651 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Entering Unmasked Estep Score: -48870.500000 Penalty: 1052.757812 Iteration 0F: 2 clusters Score -48870.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -47829.550781 Penalty: 2105.515625 Iteration 0F: 3 clusters Score -47829.55 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -48246.875000 Penalty: 2105.515625 Iteration 1F: 3 clusters Score -48246.88 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -48358.343750 Penalty: 2105.515625 Iteration 2F: 3 clusters Score -48358.34 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -48411.031250 Penalty: 2105.515625 Iteration 3F: 3 clusters Score -48411.03 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -48449.457031 Penalty: 2105.515625 Iteration 4Q: 3 clusters Score -48449.46 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -48526.902344 Penalty: 2105.515625 Iteration 5Q: 3 clusters Score -48526.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -48557.636719 Penalty: 2105.515625 Iteration 6Q: 3 clusters Score -48557.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -48571.214844 Penalty: 2105.515625 Iteration 7Q: 3 clusters Score -48571.21 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -48586.722656 Penalty: 2105.515625 Iteration 8Q: 3 clusters Score -48586.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -48598.292969 Penalty: 2105.515625 Iteration 9Q: 3 clusters Score -48598.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -48601.296875 Penalty: 2105.515625 Iteration 10Q: 3 clusters Score -48601.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -48601.296875 Penalty: 2105.515625 Iteration 11F: 3 clusters Score -48601.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (679 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Entering Unmasked Estep Score: -59614.949219 Penalty: 1059.600952 Iteration 0F: 2 clusters Score -59614.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -58431.996094 Penalty: 2119.201904 Iteration 0F: 3 clusters Score -58432 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -58725.570312 Penalty: 2119.201904 Iteration 1F: 3 clusters Score -58725.57 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -58827.878906 Penalty: 2119.201904 Iteration 2F: 3 clusters Score -58827.88 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -58886.007812 Penalty: 2119.201904 Iteration 3Q: 3 clusters Score -58886.01 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -58920.402344 Penalty: 2119.201904 Iteration 4Q: 3 clusters Score -58920.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -58955.253906 Penalty: 2119.201904 Iteration 5Q: 3 clusters Score -58955.25 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -58981.664062 Penalty: 2119.201904 Iteration 6Q: 3 clusters Score -58981.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -58994.679688 Penalty: 2119.201904 Iteration 7Q: 3 clusters Score -58994.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -59000.648438 Penalty: 2119.201904 Iteration 8Q: 3 clusters Score -59000.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -59001.367188 Penalty: 2119.201904 Iteration 9Q: 3 clusters Score -59001.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -59001.367188 Penalty: 2119.201904 Iteration 10F: 3 clusters Score -59001.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2794 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Entering Unmasked Estep Score: -248090.781250 Penalty: 1289.474731 Iteration 0F: 2 clusters Score -248090.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -245496.765625 Penalty: 2578.949463 Iteration 0F: 3 clusters Score -245496.8 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -246111.359375 Penalty: 2578.949463 Iteration 1F: 3 clusters Score -246111.4 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -246401.109375 Penalty: 2578.949463 Iteration 2F: 3 clusters Score -246401.1 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -246634.359375 Penalty: 2578.949463 Iteration 3F: 3 clusters Score -246634.4 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -246804.593750 Penalty: 2578.949463 Iteration 4F: 3 clusters Score -246804.6 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -246957.703125 Penalty: 2578.949463 Iteration 5F: 3 clusters Score -246957.7 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -247110.828125 Penalty: 2578.949463 Iteration 6F: 3 clusters Score -247110.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -247222.671875 Penalty: 2578.949463 Iteration 7F: 3 clusters Score -247222.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -247289.468750 Penalty: 2578.949463 Iteration 8Q: 3 clusters Score -247289.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -247334.515625 Penalty: 2578.949463 Iteration 9Q: 3 clusters Score -247334.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -247366.890625 Penalty: 2578.949463 Iteration 10Q: 3 clusters Score -247366.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -247388.640625 Penalty: 2578.949463 Iteration 11Q: 3 clusters Score -247388.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -247412.718750 Penalty: 2578.949463 Iteration 12Q: 3 clusters Score -247412.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -247434.281250 Penalty: 2578.949463 Iteration 13Q: 3 clusters Score -247434.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -247448.578125 Penalty: 2578.949463 Iteration 14Q: 3 clusters Score -247448.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -247461.359375 Penalty: 2578.949463 Iteration 15Q: 3 clusters Score -247461.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -247468.015625 Penalty: 2578.949463 Iteration 16Q: 3 clusters Score -247468 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -247475.000000 Penalty: 2578.949463 Iteration 17Q: 3 clusters Score -247475 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -247482.437500 Penalty: 2578.949463 Iteration 18Q: 3 clusters Score -247482.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -247486.515625 Penalty: 2578.949463 Iteration 19Q: 3 clusters Score -247486.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -247489.234375 Penalty: 2578.949463 Iteration 20F: 3 clusters Score -247489.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -247490.562500 Penalty: 2578.949463 Iteration 21Q: 3 clusters Score -247490.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -247492.031250 Penalty: 2578.949463 Iteration 22Q: 3 clusters Score -247492 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -247494.843750 Penalty: 2578.949463 Iteration 23Q: 3 clusters Score -247494.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -247496.296875 Penalty: 2578.949463 Iteration 24Q: 3 clusters Score -247496.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -247498.531250 Penalty: 2578.949463 Iteration 25Q: 3 clusters Score -247498.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -247502.890625 Penalty: 2578.949463 Iteration 26Q: 3 clusters Score -247502.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -247506.375000 Penalty: 2578.949463 Iteration 27Q: 3 clusters Score -247506.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -247510.671875 Penalty: 2578.949463 Iteration 28Q: 3 clusters Score -247510.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -247512.421875 Penalty: 2578.949463 Iteration 29Q: 3 clusters Score -247512.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -247513.406250 Penalty: 2578.949463 Iteration 30Q: 3 clusters Score -247513.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -247513.406250 Penalty: 2578.949463 Iteration 31F: 3 clusters Score -247513.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (16006 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16006 members Entering Unmasked Estep Score: -1477137.625000 Penalty: 1573.116943 Iteration 0F: 2 clusters Score -1477138 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8025 members Mstep: Class 2 contains 7981 members Entering Unmasked Estep Score: -1466179.125000 Penalty: 3146.233887 Iteration 0F: 3 clusters Score -1466179 nChanged 7085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8044 members Mstep: Class 2 contains 7962 members Entering Unmasked Estep Score: -1469985.125000 Penalty: 3146.233887 Iteration 1F: 3 clusters Score -1469985 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8075 members Mstep: Class 2 contains 7931 members Entering Unmasked Estep Score: -1470356.000000 Penalty: 3146.233887 Iteration 2F: 3 clusters Score -1470356 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8104 members Mstep: Class 2 contains 7902 members Entering Unmasked Estep Score: -1470766.625000 Penalty: 3146.233887 Iteration 3F: 3 clusters Score -1470767 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8104 members Mstep: Class 2 contains 7902 members Entering Unmasked Estep Score: -1471203.375000 Penalty: 3146.233887 Iteration 4F: 3 clusters Score -1471203 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8129 members Mstep: Class 2 contains 7877 members Entering Unmasked Estep Score: -1471642.250000 Penalty: 3146.233887 Iteration 5F: 3 clusters Score -1471642 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8144 members Mstep: Class 2 contains 7862 members Entering Unmasked Estep Score: -1472121.125000 Penalty: 3146.233887 Iteration 6F: 3 clusters Score -1472121 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8231 members Mstep: Class 2 contains 7775 members Entering Unmasked Estep Score: -1472595.625000 Penalty: 3146.233887 Iteration 7F: 3 clusters Score -1472596 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8338 members Mstep: Class 2 contains 7668 members Entering Unmasked Estep Score: -1473001.000000 Penalty: 3146.233887 Iteration 8Q: 3 clusters Score -1473001 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8480 members Mstep: Class 2 contains 7526 members Entering Unmasked Estep Score: -1473353.500000 Penalty: 3146.233887 Iteration 9Q: 3 clusters Score -1473354 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8627 members Mstep: Class 2 contains 7379 members Entering Unmasked Estep Score: -1473679.500000 Penalty: 3146.233887 Iteration 10Q: 3 clusters Score -1473680 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8773 members Mstep: Class 2 contains 7233 members Entering Unmasked Estep Score: -1473945.500000 Penalty: 3146.233887 Iteration 11Q: 3 clusters Score -1473946 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8891 members Mstep: Class 2 contains 7115 members Entering Unmasked Estep Score: -1474117.875000 Penalty: 3146.233887 Iteration 12Q: 3 clusters Score -1474118 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8991 members Mstep: Class 2 contains 7015 members Entering Unmasked Estep Score: -1474216.625000 Penalty: 3146.233887 Iteration 13Q: 3 clusters Score -1474217 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9082 members Mstep: Class 2 contains 6924 members Entering Unmasked Estep Score: -1474284.750000 Penalty: 3146.233887 Iteration 14Q: 3 clusters Score -1474285 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9165 members Mstep: Class 2 contains 6841 members Entering Unmasked Estep Score: -1474341.125000 Penalty: 3146.233887 Iteration 15Q: 3 clusters Score -1474341 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9240 members Mstep: Class 2 contains 6766 members Entering Unmasked Estep Score: -1474402.500000 Penalty: 3146.233887 Iteration 16Q: 3 clusters Score -1474402 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9313 members Mstep: Class 2 contains 6693 members Entering Unmasked Estep Score: -1474459.125000 Penalty: 3146.233887 Iteration 17Q: 3 clusters Score -1474459 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9405 members Mstep: Class 2 contains 6601 members Entering Unmasked Estep Score: -1474500.125000 Penalty: 3146.233887 Iteration 18Q: 3 clusters Score -1474500 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9490 members Mstep: Class 2 contains 6516 members Entering Unmasked Estep Score: -1474534.250000 Penalty: 3146.233887 Iteration 19Q: 3 clusters Score -1474534 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9563 members Mstep: Class 2 contains 6443 members Entering Unmasked Estep Score: -1474570.875000 Penalty: 3146.233887 Iteration 20F: 3 clusters Score -1474571 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9652 members Mstep: Class 2 contains 6354 members Entering Unmasked Estep Score: -1474598.125000 Penalty: 3146.233887 Iteration 21Q: 3 clusters Score -1474598 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9734 members Mstep: Class 2 contains 6272 members Entering Unmasked Estep Score: -1474624.875000 Penalty: 3146.233887 Iteration 22Q: 3 clusters Score -1474625 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9805 members Mstep: Class 2 contains 6201 members Entering Unmasked Estep Score: -1474645.250000 Penalty: 3146.233887 Iteration 23Q: 3 clusters Score -1474645 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9882 members Mstep: Class 2 contains 6124 members Entering Unmasked Estep Score: -1474664.250000 Penalty: 3146.233887 Iteration 24Q: 3 clusters Score -1474664 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9960 members Mstep: Class 2 contains 6046 members Entering Unmasked Estep Score: -1474693.000000 Penalty: 3146.233887 Iteration 25Q: 3 clusters Score -1474693 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10027 members Mstep: Class 2 contains 5979 members Entering Unmasked Estep Score: -1474705.875000 Penalty: 3146.233887 Iteration 26Q: 3 clusters Score -1474706 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10076 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -1474725.500000 Penalty: 3146.233887 Iteration 27Q: 3 clusters Score -1474726 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10118 members Mstep: Class 2 contains 5888 members Entering Unmasked Estep Score: -1474740.875000 Penalty: 3146.233887 Iteration 28Q: 3 clusters Score -1474741 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10173 members Mstep: Class 2 contains 5833 members Entering Unmasked Estep Score: -1474756.625000 Penalty: 3146.233887 Iteration 29Q: 3 clusters Score -1474757 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10231 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -1474778.500000 Penalty: 3146.233887 Iteration 30Q: 3 clusters Score -1474778 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10299 members Mstep: Class 2 contains 5707 members Entering Unmasked Estep Score: -1474805.000000 Penalty: 3146.233887 Iteration 31Q: 3 clusters Score -1474805 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10355 members Mstep: Class 2 contains 5651 members Entering Unmasked Estep Score: -1474818.250000 Penalty: 3146.233887 Iteration 32Q: 3 clusters Score -1474818 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10418 members Mstep: Class 2 contains 5588 members Entering Unmasked Estep Score: -1474836.250000 Penalty: 3146.233887 Iteration 33Q: 3 clusters Score -1474836 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10485 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -1474851.375000 Penalty: 3146.233887 Iteration 34Q: 3 clusters Score -1474851 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10552 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -1474869.500000 Penalty: 3146.233887 Iteration 35Q: 3 clusters Score -1474870 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10626 members Mstep: Class 2 contains 5380 members Entering Unmasked Estep Score: -1474884.500000 Penalty: 3146.233887 Iteration 36Q: 3 clusters Score -1474884 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10691 members Mstep: Class 2 contains 5315 members Entering Unmasked Estep Score: -1474898.875000 Penalty: 3146.233887 Iteration 37Q: 3 clusters Score -1474899 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10747 members Mstep: Class 2 contains 5259 members Entering Unmasked Estep Score: -1474909.250000 Penalty: 3146.233887 Iteration 38Q: 3 clusters Score -1474909 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10796 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -1474918.750000 Penalty: 3146.233887 Iteration 39Q: 3 clusters Score -1474919 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10842 members Mstep: Class 2 contains 5164 members Entering Unmasked Estep Score: -1474927.000000 Penalty: 3146.233887 Iteration 40F: 3 clusters Score -1474927 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10893 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -1474936.875000 Penalty: 3146.233887 Iteration 41Q: 3 clusters Score -1474937 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10956 members Mstep: Class 2 contains 5050 members Entering Unmasked Estep Score: -1474950.375000 Penalty: 3146.233887 Iteration 42Q: 3 clusters Score -1474950 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11013 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -1474951.625000 Penalty: 3146.233887 Iteration 43Q: 3 clusters Score -1474952 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -1474962.000000 Penalty: 3146.233887 Iteration 44Q: 3 clusters Score -1474962 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11117 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -1474971.250000 Penalty: 3146.233887 Iteration 45Q: 3 clusters Score -1474971 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11155 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -1474977.875000 Penalty: 3146.233887 Iteration 46Q: 3 clusters Score -1474978 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11199 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -1474986.875000 Penalty: 3146.233887 Iteration 47Q: 3 clusters Score -1474987 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11244 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -1474992.750000 Penalty: 3146.233887 Iteration 48Q: 3 clusters Score -1474993 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11283 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -1475001.250000 Penalty: 3146.233887 Iteration 49Q: 3 clusters Score -1475001 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11315 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -1474999.375000 Penalty: 3146.233887 Iteration 50Q: 3 clusters Score -1474999 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11342 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -1475003.750000 Penalty: 3146.233887 Iteration 51Q: 3 clusters Score -1475004 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11372 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -1475007.375000 Penalty: 3146.233887 Iteration 52Q: 3 clusters Score -1475007 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11403 members Mstep: Class 2 contains 4603 members Entering Unmasked Estep Score: -1475014.125000 Penalty: 3146.233887 Iteration 53Q: 3 clusters Score -1475014 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11443 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -1475019.375000 Penalty: 3146.233887 Iteration 54Q: 3 clusters Score -1475019 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11483 members Mstep: Class 2 contains 4523 members Entering Unmasked Estep Score: -1475023.250000 Penalty: 3146.233887 Iteration 55Q: 3 clusters Score -1475023 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11513 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -1475028.250000 Penalty: 3146.233887 Iteration 56Q: 3 clusters Score -1475028 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11542 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -1475035.750000 Penalty: 3146.233887 Iteration 57Q: 3 clusters Score -1475036 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11573 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -1475042.375000 Penalty: 3146.233887 Iteration 58Q: 3 clusters Score -1475042 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11608 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -1475040.625000 Penalty: 3146.233887 Iteration 59Q: 3 clusters Score -1475041 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11646 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -1475046.125000 Penalty: 3146.233887 Iteration 60F: 3 clusters Score -1475046 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11698 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -1475054.125000 Penalty: 3146.233887 Iteration 61Q: 3 clusters Score -1475054 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11743 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -1475060.375000 Penalty: 3146.233887 Iteration 62Q: 3 clusters Score -1475060 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11781 members Mstep: Class 2 contains 4225 members Entering Unmasked Estep Score: -1475065.500000 Penalty: 3146.233887 Iteration 63Q: 3 clusters Score -1475066 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11826 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -1475065.875000 Penalty: 3146.233887 Iteration 64Q: 3 clusters Score -1475066 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11869 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -1475070.875000 Penalty: 3146.233887 Iteration 65Q: 3 clusters Score -1475071 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11914 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -1475079.250000 Penalty: 3146.233887 Iteration 66Q: 3 clusters Score -1475079 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11963 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -1475090.000000 Penalty: 3146.233887 Iteration 67Q: 3 clusters Score -1475090 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12020 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -1475098.875000 Penalty: 3146.233887 Iteration 68Q: 3 clusters Score -1475099 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12069 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -1475107.125000 Penalty: 3146.233887 Iteration 69Q: 3 clusters Score -1475107 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12129 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -1475115.875000 Penalty: 3146.233887 Iteration 70Q: 3 clusters Score -1475116 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12187 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -1475125.875000 Penalty: 3146.233887 Iteration 71Q: 3 clusters Score -1475126 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12242 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -1475138.125000 Penalty: 3146.233887 Iteration 72Q: 3 clusters Score -1475138 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12302 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -1475151.625000 Penalty: 3146.233887 Iteration 73Q: 3 clusters Score -1475152 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12360 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -1475168.625000 Penalty: 3146.233887 Iteration 74Q: 3 clusters Score -1475169 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12412 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -1475171.125000 Penalty: 3146.233887 Iteration 75Q: 3 clusters Score -1475171 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12451 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -1475171.000000 Penalty: 3146.233887 Iteration 76Q: 3 clusters Score -1475171 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12486 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -1475175.000000 Penalty: 3146.233887 Iteration 77Q: 3 clusters Score -1475175 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12525 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -1475178.000000 Penalty: 3146.233887 Iteration 78Q: 3 clusters Score -1475178 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12555 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -1475182.625000 Penalty: 3146.233887 Iteration 79Q: 3 clusters Score -1475183 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12585 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -1475189.375000 Penalty: 3146.233887 Iteration 80F: 3 clusters Score -1475189 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12613 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -1475193.500000 Penalty: 3146.233887 Iteration 81Q: 3 clusters Score -1475194 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12644 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -1475199.750000 Penalty: 3146.233887 Iteration 82Q: 3 clusters Score -1475200 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12666 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -1475197.375000 Penalty: 3146.233887 Iteration 83Q: 3 clusters Score -1475197 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12686 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -1475202.125000 Penalty: 3146.233887 Iteration 84Q: 3 clusters Score -1475202 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12714 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -1475207.125000 Penalty: 3146.233887 Iteration 85Q: 3 clusters Score -1475207 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12732 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -1475204.375000 Penalty: 3146.233887 Iteration 86Q: 3 clusters Score -1475204 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12753 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -1475203.250000 Penalty: 3146.233887 Iteration 87Q: 3 clusters Score -1475203 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12766 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -1475207.625000 Penalty: 3146.233887 Iteration 88Q: 3 clusters Score -1475208 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12776 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -1475213.000000 Penalty: 3146.233887 Iteration 89Q: 3 clusters Score -1475213 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12789 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -1475214.875000 Penalty: 3146.233887 Iteration 90Q: 3 clusters Score -1475215 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12799 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -1475215.250000 Penalty: 3146.233887 Iteration 91Q: 3 clusters Score -1475215 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12806 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -1475215.500000 Penalty: 3146.233887 Iteration 92Q: 3 clusters Score -1475216 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12816 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -1475219.500000 Penalty: 3146.233887 Iteration 93Q: 3 clusters Score -1475220 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12828 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -1475217.500000 Penalty: 3146.233887 Iteration 94Q: 3 clusters Score -1475218 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12838 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -1475221.000000 Penalty: 3146.233887 Iteration 95Q: 3 clusters Score -1475221 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12849 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -1475222.000000 Penalty: 3146.233887 Iteration 96Q: 3 clusters Score -1475222 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12868 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -1475221.375000 Penalty: 3146.233887 Iteration 97Q: 3 clusters Score -1475221 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12886 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -1475227.375000 Penalty: 3146.233887 Iteration 98Q: 3 clusters Score -1475227 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12894 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -1475225.250000 Penalty: 3146.233887 Iteration 99Q: 3 clusters Score -1475225 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12901 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -1475222.000000 Penalty: 3146.233887 Iteration 100F: 3 clusters Score -1475222 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12909 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -1475226.000000 Penalty: 3146.233887 Iteration 101Q: 3 clusters Score -1475226 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12922 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -1475227.375000 Penalty: 3146.233887 Iteration 102Q: 3 clusters Score -1475227 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12931 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -1475228.875000 Penalty: 3146.233887 Iteration 103Q: 3 clusters Score -1475229 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12940 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -1475233.500000 Penalty: 3146.233887 Iteration 104Q: 3 clusters Score -1475234 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12949 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -1475232.000000 Penalty: 3146.233887 Iteration 105Q: 3 clusters Score -1475232 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12959 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -1475233.500000 Penalty: 3146.233887 Iteration 106Q: 3 clusters Score -1475234 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12969 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -1475235.750000 Penalty: 3146.233887 Iteration 107Q: 3 clusters Score -1475236 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12987 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -1475239.875000 Penalty: 3146.233887 Iteration 108Q: 3 clusters Score -1475240 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13007 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -1475243.750000 Penalty: 3146.233887 Iteration 109Q: 3 clusters Score -1475244 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13027 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -1475244.125000 Penalty: 3146.233887 Iteration 110Q: 3 clusters Score -1475244 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13054 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -1475246.625000 Penalty: 3146.233887 Iteration 111Q: 3 clusters Score -1475247 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13084 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -1475251.250000 Penalty: 3146.233887 Iteration 112Q: 3 clusters Score -1475251 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13117 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -1475258.000000 Penalty: 3146.233887 Iteration 113Q: 3 clusters Score -1475258 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13148 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -1475262.125000 Penalty: 3146.233887 Iteration 114Q: 3 clusters Score -1475262 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13186 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -1475274.000000 Penalty: 3146.233887 Iteration 115Q: 3 clusters Score -1475274 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13220 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -1475278.875000 Penalty: 3146.233887 Iteration 116Q: 3 clusters Score -1475279 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13256 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -1475285.000000 Penalty: 3146.233887 Iteration 117Q: 3 clusters Score -1475285 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13298 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -1475291.625000 Penalty: 3146.233887 Iteration 118Q: 3 clusters Score -1475292 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13342 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -1475303.250000 Penalty: 3146.233887 Iteration 119Q: 3 clusters Score -1475303 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13396 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -1475313.250000 Penalty: 3146.233887 Iteration 120F: 3 clusters Score -1475313 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13452 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -1475326.375000 Penalty: 3146.233887 Iteration 121Q: 3 clusters Score -1475326 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13510 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -1475344.000000 Penalty: 3146.233887 Iteration 122Q: 3 clusters Score -1475344 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13558 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -1475355.375000 Penalty: 3146.233887 Iteration 123Q: 3 clusters Score -1475355 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13599 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -1475364.875000 Penalty: 3146.233887 Iteration 124Q: 3 clusters Score -1475365 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13644 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -1475373.250000 Penalty: 3146.233887 Iteration 125Q: 3 clusters Score -1475373 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13689 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -1475377.125000 Penalty: 3146.233887 Iteration 126Q: 3 clusters Score -1475377 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13728 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -1475393.750000 Penalty: 3146.233887 Iteration 127Q: 3 clusters Score -1475394 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13773 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -1475406.000000 Penalty: 3146.233887 Iteration 128Q: 3 clusters Score -1475406 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13814 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -1475421.000000 Penalty: 3146.233887 Iteration 129Q: 3 clusters Score -1475421 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13846 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -1475425.625000 Penalty: 3146.233887 Iteration 130Q: 3 clusters Score -1475426 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13871 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -1475429.375000 Penalty: 3146.233887 Iteration 131Q: 3 clusters Score -1475429 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13902 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -1475436.000000 Penalty: 3146.233887 Iteration 132Q: 3 clusters Score -1475436 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13931 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -1475441.000000 Penalty: 3146.233887 Iteration 133Q: 3 clusters Score -1475441 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13964 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -1475444.750000 Penalty: 3146.233887 Iteration 134Q: 3 clusters Score -1475445 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14000 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -1475457.000000 Penalty: 3146.233887 Iteration 135Q: 3 clusters Score -1475457 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14031 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -1475471.125000 Penalty: 3146.233887 Iteration 136Q: 3 clusters Score -1475471 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14056 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -1475466.250000 Penalty: 3146.233887 Iteration 137Q: 3 clusters Score -1475466 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14079 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -1475472.875000 Penalty: 3146.233887 Iteration 138Q: 3 clusters Score -1475473 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14108 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -1475480.625000 Penalty: 3146.233887 Iteration 139Q: 3 clusters Score -1475481 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14135 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -1475483.750000 Penalty: 3146.233887 Iteration 140F: 3 clusters Score -1475484 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14158 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -1475487.750000 Penalty: 3146.233887 Iteration 141Q: 3 clusters Score -1475488 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14187 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -1475494.000000 Penalty: 3146.233887 Iteration 142Q: 3 clusters Score -1475494 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14219 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -1475509.000000 Penalty: 3146.233887 Iteration 143Q: 3 clusters Score -1475509 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14259 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -1475525.250000 Penalty: 3146.233887 Iteration 144Q: 3 clusters Score -1475525 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14287 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -1475527.500000 Penalty: 3146.233887 Iteration 145Q: 3 clusters Score -1475528 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14312 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -1475532.875000 Penalty: 3146.233887 Iteration 146Q: 3 clusters Score -1475533 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14328 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -1475536.625000 Penalty: 3146.233887 Iteration 147Q: 3 clusters Score -1475537 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14341 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -1475538.750000 Penalty: 3146.233887 Iteration 148Q: 3 clusters Score -1475539 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14347 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -1475538.250000 Penalty: 3146.233887 Iteration 149Q: 3 clusters Score -1475538 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14354 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -1475542.125000 Penalty: 3146.233887 Iteration 150Q: 3 clusters Score -1475542 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14365 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -1475542.125000 Penalty: 3146.233887 Iteration 151Q: 3 clusters Score -1475542 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14376 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -1475542.000000 Penalty: 3146.233887 Iteration 152Q: 3 clusters Score -1475542 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14392 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -1475546.750000 Penalty: 3146.233887 Iteration 153Q: 3 clusters Score -1475547 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14410 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -1475550.625000 Penalty: 3146.233887 Iteration 154Q: 3 clusters Score -1475551 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14423 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -1475553.125000 Penalty: 3146.233887 Iteration 155Q: 3 clusters Score -1475553 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14437 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -1475556.125000 Penalty: 3146.233887 Iteration 156Q: 3 clusters Score -1475556 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14449 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -1475557.875000 Penalty: 3146.233887 Iteration 157Q: 3 clusters Score -1475558 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14461 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -1475563.375000 Penalty: 3146.233887 Iteration 158Q: 3 clusters Score -1475563 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14472 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -1475563.000000 Penalty: 3146.233887 Iteration 159Q: 3 clusters Score -1475563 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14484 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -1475563.875000 Penalty: 3146.233887 Iteration 160F: 3 clusters Score -1475564 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14495 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -1475565.625000 Penalty: 3146.233887 Iteration 161Q: 3 clusters Score -1475566 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14511 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -1475572.625000 Penalty: 3146.233887 Iteration 162Q: 3 clusters Score -1475573 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14529 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -1475576.125000 Penalty: 3146.233887 Iteration 163Q: 3 clusters Score -1475576 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14542 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -1475580.625000 Penalty: 3146.233887 Iteration 164Q: 3 clusters Score -1475581 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14549 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -1475581.375000 Penalty: 3146.233887 Iteration 165Q: 3 clusters Score -1475581 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14561 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -1475580.375000 Penalty: 3146.233887 Iteration 166Q: 3 clusters Score -1475580 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14572 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -1475585.125000 Penalty: 3146.233887 Iteration 167Q: 3 clusters Score -1475585 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14588 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -1475586.500000 Penalty: 3146.233887 Iteration 168Q: 3 clusters Score -1475586 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14604 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -1475597.250000 Penalty: 3146.233887 Iteration 169Q: 3 clusters Score -1475597 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14614 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -1475598.500000 Penalty: 3146.233887 Iteration 170Q: 3 clusters Score -1475598 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14627 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -1475604.125000 Penalty: 3146.233887 Iteration 171Q: 3 clusters Score -1475604 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14641 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -1475610.125000 Penalty: 3146.233887 Iteration 172Q: 3 clusters Score -1475610 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14659 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -1475614.625000 Penalty: 3146.233887 Iteration 173Q: 3 clusters Score -1475615 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14682 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -1475618.500000 Penalty: 3146.233887 Iteration 174Q: 3 clusters Score -1475618 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14704 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -1475627.250000 Penalty: 3146.233887 Iteration 175Q: 3 clusters Score -1475627 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14722 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -1475631.250000 Penalty: 3146.233887 Iteration 176Q: 3 clusters Score -1475631 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14739 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -1475632.375000 Penalty: 3146.233887 Iteration 177Q: 3 clusters Score -1475632 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14756 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -1475639.750000 Penalty: 3146.233887 Iteration 178Q: 3 clusters Score -1475640 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14780 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -1475648.625000 Penalty: 3146.233887 Iteration 179Q: 3 clusters Score -1475649 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14809 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -1475656.125000 Penalty: 3146.233887 Iteration 180F: 3 clusters Score -1475656 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14829 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -1475658.625000 Penalty: 3146.233887 Iteration 181Q: 3 clusters Score -1475659 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14847 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -1475664.000000 Penalty: 3146.233887 Iteration 182Q: 3 clusters Score -1475664 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14867 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -1475671.500000 Penalty: 3146.233887 Iteration 183Q: 3 clusters Score -1475672 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14888 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -1475681.125000 Penalty: 3146.233887 Iteration 184Q: 3 clusters Score -1475681 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14913 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -1475694.625000 Penalty: 3146.233887 Iteration 185Q: 3 clusters Score -1475695 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14927 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -1475698.000000 Penalty: 3146.233887 Iteration 186Q: 3 clusters Score -1475698 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14942 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -1475704.625000 Penalty: 3146.233887 Iteration 187Q: 3 clusters Score -1475705 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14956 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -1475708.375000 Penalty: 3146.233887 Iteration 188Q: 3 clusters Score -1475708 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14963 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -1475706.125000 Penalty: 3146.233887 Iteration 189Q: 3 clusters Score -1475706 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14971 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -1475708.500000 Penalty: 3146.233887 Iteration 190Q: 3 clusters Score -1475708 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14978 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -1475712.375000 Penalty: 3146.233887 Iteration 191Q: 3 clusters Score -1475712 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14981 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -1475716.375000 Penalty: 3146.233887 Iteration 192Q: 3 clusters Score -1475716 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14984 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -1475716.375000 Penalty: 3146.233887 Iteration 193Q: 3 clusters Score -1475716 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14988 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -1475715.500000 Penalty: 3146.233887 Iteration 194Q: 3 clusters Score -1475716 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14992 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -1475718.000000 Penalty: 3146.233887 Iteration 195Q: 3 clusters Score -1475718 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14996 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -1475719.875000 Penalty: 3146.233887 Iteration 196Q: 3 clusters Score -1475720 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14997 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -1475720.375000 Penalty: 3146.233887 Iteration 197Q: 3 clusters Score -1475720 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14997 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -1475720.375000 Penalty: 3146.233887 Iteration 198F: 3 clusters Score -1475720 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1588 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Entering Unmasked Estep Score: -146606.359375 Penalty: 1197.662476 Iteration 0F: 2 clusters Score -146606.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -144789.656250 Penalty: 2395.324951 Iteration 0F: 3 clusters Score -144789.7 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -145269.796875 Penalty: 2395.324951 Iteration 1F: 3 clusters Score -145269.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -145501.453125 Penalty: 2395.324951 Iteration 2F: 3 clusters Score -145501.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -145713.765625 Penalty: 2395.324951 Iteration 3F: 3 clusters Score -145713.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -146066.828125 Penalty: 2395.324951 Iteration 4F: 3 clusters Score -146066.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -146612.703125 Penalty: 2395.324951 Iteration 5F: 3 clusters Score -146612.7 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -147755.406250 Penalty: 2395.324951 Iteration 6F: 3 clusters Score -147755.4 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -148975.906250 Penalty: 2395.324951 Iteration 7F: 3 clusters Score -148975.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -149254.125000 Penalty: 2395.324951 Iteration 8Q: 3 clusters Score -149254.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -149264.640625 Penalty: 2395.324951 Iteration 9Q: 3 clusters Score -149264.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -149264.640625 Penalty: 2395.324951 Iteration 10F: 3 clusters Score -149264.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 651 members Mstep: Class 3 contains 679 members Mstep: Class 4 contains 2794 members Mstep: Class 5 contains 16006 members Mstep: Class 6 contains 615 members Mstep: Class 7 contains 2715 members Mstep: Class 8 contains 2222 members Mstep: Class 9 contains 1362 members Mstep: Class 10 contains 973 members Mstep: Class 11 contains 6496 members Mstep: Class 13 contains 6380 members Mstep: Class 14 contains 1724 members Mstep: Class 15 contains 18896 members Mstep: Class 16 contains 15901 members Mstep: Class 17 contains 3856 members Mstep: Class 18 contains 5659 members Mstep: Class 20 contains 838 members Entering Unmasked Estep Score: -8391177.000000 Penalty: 33428.300781 Splitting cluster 6 changes total score from -8387186.000000 to -8391177.000000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 8 (2222 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Entering Unmasked Estep Score: -204291.343750 Penalty: 1252.251465 Iteration 0F: 2 clusters Score -204291.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -202100.062500 Penalty: 2504.502930 Iteration 0F: 3 clusters Score -202100.1 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -202614.375000 Penalty: 2504.502930 Iteration 1F: 3 clusters Score -202614.4 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -202795.953125 Penalty: 2504.502930 Iteration 2F: 3 clusters Score -202796 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -202954.750000 Penalty: 2504.502930 Iteration 3F: 3 clusters Score -202954.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -203151.984375 Penalty: 2504.502930 Iteration 4F: 3 clusters Score -203152 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -203410.359375 Penalty: 2504.502930 Iteration 5F: 3 clusters Score -203410.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -203660.312500 Penalty: 2504.502930 Iteration 6F: 3 clusters Score -203660.3 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -203927.625000 Penalty: 2504.502930 Iteration 7F: 3 clusters Score -203927.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -204208.140625 Penalty: 2504.502930 Iteration 8F: 3 clusters Score -204208.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -204549.500000 Penalty: 2504.502930 Iteration 9Q: 3 clusters Score -204549.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -204979.593750 Penalty: 2504.502930 Iteration 10Q: 3 clusters Score -204979.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -205145.281250 Penalty: 2504.502930 Iteration 11Q: 3 clusters Score -205145.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -205167.906250 Penalty: 2504.502930 Iteration 12Q: 3 clusters Score -205167.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -205173.937500 Penalty: 2504.502930 Iteration 13Q: 3 clusters Score -205173.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -205174.828125 Penalty: 2504.502930 Iteration 14Q: 3 clusters Score -205174.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -205175.046875 Penalty: 2504.502930 Iteration 15Q: 3 clusters Score -205175 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -205175.968750 Penalty: 2504.502930 Iteration 16Q: 3 clusters Score -205176 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -205175.968750 Penalty: 2504.502930 Iteration 17F: 3 clusters Score -205176 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 651 members Mstep: Class 3 contains 679 members Mstep: Class 4 contains 2794 members Mstep: Class 5 contains 16006 members Mstep: Class 6 contains 615 members Mstep: Class 7 contains 2715 members Mstep: Class 8 contains 1204 members Mstep: Class 9 contains 1362 members Mstep: Class 10 contains 973 members Mstep: Class 11 contains 6496 members Mstep: Class 12 contains 1018 members Mstep: Class 13 contains 6380 members Mstep: Class 14 contains 1724 members Mstep: Class 15 contains 18896 members Mstep: Class 16 contains 15901 members Mstep: Class 17 contains 3856 members Mstep: Class 18 contains 5659 members Mstep: Class 20 contains 838 members Entering Unmasked Estep Score: -8391455.000000 Penalty: 35285.425781 Splitting cluster 8 changes total score from -8387186.000000 to -8391455.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 9 (1362 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Entering Unmasked Estep Score: -118147.539062 Penalty: 1172.715332 Iteration 0F: 2 clusters Score -118147.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -116437.765625 Penalty: 2345.430664 Iteration 0F: 3 clusters Score -116437.8 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -116791.007812 Penalty: 2345.430664 Iteration 1F: 3 clusters Score -116791 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -116908.742188 Penalty: 2345.430664 Iteration 2F: 3 clusters Score -116908.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -116991.421875 Penalty: 2345.430664 Iteration 3Q: 3 clusters Score -116991.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -117050.179688 Penalty: 2345.430664 Iteration 4Q: 3 clusters Score -117050.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -117100.101562 Penalty: 2345.430664 Iteration 5Q: 3 clusters Score -117100.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -117139.226562 Penalty: 2345.430664 Iteration 6Q: 3 clusters Score -117139.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -117161.804688 Penalty: 2345.430664 Iteration 7Q: 3 clusters Score -117161.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -117174.984375 Penalty: 2345.430664 Iteration 8Q: 3 clusters Score -117175 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -117187.843750 Penalty: 2345.430664 Iteration 9Q: 3 clusters Score -117187.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -117196.085938 Penalty: 2345.430664 Iteration 10Q: 3 clusters Score -117196.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -117205.421875 Penalty: 2345.430664 Iteration 11Q: 3 clusters Score -117205.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -117215.742188 Penalty: 2345.430664 Iteration 12Q: 3 clusters Score -117215.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -117226.101562 Penalty: 2345.430664 Iteration 13Q: 3 clusters Score -117226.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -117236.578125 Penalty: 2345.430664 Iteration 14Q: 3 clusters Score -117236.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -117246.351562 Penalty: 2345.430664 Iteration 15Q: 3 clusters Score -117246.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -117259.039062 Penalty: 2345.430664 Iteration 16Q: 3 clusters Score -117259 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -117270.703125 Penalty: 2345.430664 Iteration 17Q: 3 clusters Score -117270.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -117278.570312 Penalty: 2345.430664 Iteration 18Q: 3 clusters Score -117278.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -117284.671875 Penalty: 2345.430664 Iteration 19Q: 3 clusters Score -117284.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -117292.835938 Penalty: 2345.430664 Iteration 20F: 3 clusters Score -117292.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -117304.890625 Penalty: 2345.430664 Iteration 21Q: 3 clusters Score -117304.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -117311.835938 Penalty: 2345.430664 Iteration 22Q: 3 clusters Score -117311.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -117319.007812 Penalty: 2345.430664 Iteration 23Q: 3 clusters Score -117319 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -117325.718750 Penalty: 2345.430664 Iteration 24Q: 3 clusters Score -117325.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -117330.140625 Penalty: 2345.430664 Iteration 25Q: 3 clusters Score -117330.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -117333.804688 Penalty: 2345.430664 Iteration 26Q: 3 clusters Score -117333.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -117336.648438 Penalty: 2345.430664 Iteration 27Q: 3 clusters Score -117336.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -117340.125000 Penalty: 2345.430664 Iteration 28Q: 3 clusters Score -117340.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -117343.328125 Penalty: 2345.430664 Iteration 29Q: 3 clusters Score -117343.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -117347.210938 Penalty: 2345.430664 Iteration 30Q: 3 clusters Score -117347.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -117350.718750 Penalty: 2345.430664 Iteration 31Q: 3 clusters Score -117350.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -117351.078125 Penalty: 2345.430664 Iteration 32Q: 3 clusters Score -117351.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -117351.078125 Penalty: 2345.430664 Iteration 33F: 3 clusters Score -117351.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (6496 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6496 members Entering Unmasked Estep Score: -595493.500000 Penalty: 1426.578125 Iteration 0F: 2 clusters Score -595493.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -590508.562500 Penalty: 2853.156250 Iteration 0F: 3 clusters Score -590508.6 nChanged 2772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -592391.312500 Penalty: 2853.156250 Iteration 1F: 3 clusters Score -592391.3 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -593111.625000 Penalty: 2853.156250 Iteration 2F: 3 clusters Score -593111.6 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -593793.875000 Penalty: 2853.156250 Iteration 3F: 3 clusters Score -593793.9 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4457 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -594401.937500 Penalty: 2853.156250 Iteration 4F: 3 clusters Score -594401.9 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -594841.312500 Penalty: 2853.156250 Iteration 5F: 3 clusters Score -594841.3 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -595034.375000 Penalty: 2853.156250 Iteration 6Q: 3 clusters Score -595034.4 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5160 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -595144.187500 Penalty: 2853.156250 Iteration 7Q: 3 clusters Score -595144.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5279 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -595216.562500 Penalty: 2853.156250 Iteration 8Q: 3 clusters Score -595216.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -595263.437500 Penalty: 2853.156250 Iteration 9Q: 3 clusters Score -595263.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -595296.437500 Penalty: 2853.156250 Iteration 10Q: 3 clusters Score -595296.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5483 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -595325.125000 Penalty: 2853.156250 Iteration 11Q: 3 clusters Score -595325.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5535 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -595361.125000 Penalty: 2853.156250 Iteration 12Q: 3 clusters Score -595361.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -595390.937500 Penalty: 2853.156250 Iteration 13Q: 3 clusters Score -595390.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5600 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -595408.375000 Penalty: 2853.156250 Iteration 14Q: 3 clusters Score -595408.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -595418.312500 Penalty: 2853.156250 Iteration 15Q: 3 clusters Score -595418.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -595423.187500 Penalty: 2853.156250 Iteration 16Q: 3 clusters Score -595423.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5647 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -595427.125000 Penalty: 2853.156250 Iteration 17Q: 3 clusters Score -595427.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -595429.062500 Penalty: 2853.156250 Iteration 18Q: 3 clusters Score -595429.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -595431.750000 Penalty: 2853.156250 Iteration 19Q: 3 clusters Score -595431.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5667 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -595435.062500 Penalty: 2853.156250 Iteration 20F: 3 clusters Score -595435.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5676 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -595439.187500 Penalty: 2853.156250 Iteration 21Q: 3 clusters Score -595439.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5683 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -595440.500000 Penalty: 2853.156250 Iteration 22Q: 3 clusters Score -595440.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5684 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -595439.562500 Penalty: 2853.156250 Iteration 23Q: 3 clusters Score -595439.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5684 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -595439.562500 Penalty: 2853.156250 Iteration 24F: 3 clusters Score -595439.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (6380 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6380 members Entering Unmasked Estep Score: -586669.437500 Penalty: 1423.650024 Iteration 0F: 2 clusters Score -586669.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -581858.625000 Penalty: 2847.300049 Iteration 0F: 3 clusters Score -581858.6 nChanged 2649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -583762.812500 Penalty: 2847.300049 Iteration 1F: 3 clusters Score -583762.8 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -584840.375000 Penalty: 2847.300049 Iteration 2F: 3 clusters Score -584840.4 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -585953.250000 Penalty: 2847.300049 Iteration 3F: 3 clusters Score -585953.2 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -587118.750000 Penalty: 2847.300049 Iteration 4F: 3 clusters Score -587118.8 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -588153.375000 Penalty: 2847.300049 Iteration 5F: 3 clusters Score -588153.4 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -588544.500000 Penalty: 2847.300049 Iteration 6F: 3 clusters Score -588544.5 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -588656.562500 Penalty: 2847.300049 Iteration 7Q: 3 clusters Score -588656.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -588694.437500 Penalty: 2847.300049 Iteration 8Q: 3 clusters Score -588694.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -588711.437500 Penalty: 2847.300049 Iteration 9Q: 3 clusters Score -588711.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -588718.375000 Penalty: 2847.300049 Iteration 10Q: 3 clusters Score -588718.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -588725.187500 Penalty: 2847.300049 Iteration 11Q: 3 clusters Score -588725.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -588730.125000 Penalty: 2847.300049 Iteration 12Q: 3 clusters Score -588730.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -588731.062500 Penalty: 2847.300049 Iteration 13Q: 3 clusters Score -588731.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -588731.937500 Penalty: 2847.300049 Iteration 14Q: 3 clusters Score -588731.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -588731.937500 Penalty: 2847.300049 Iteration 15F: 3 clusters Score -588731.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 651 members Mstep: Class 3 contains 679 members Mstep: Class 4 contains 2794 members Mstep: Class 5 contains 16006 members Mstep: Class 6 contains 615 members Mstep: Class 7 contains 2715 members Mstep: Class 8 contains 1204 members Mstep: Class 9 contains 1362 members Mstep: Class 10 contains 973 members Mstep: Class 11 contains 6496 members Mstep: Class 12 contains 1018 members Mstep: Class 13 contains 3352 members Mstep: Class 14 contains 1724 members Mstep: Class 15 contains 18896 members Mstep: Class 16 contains 15901 members Mstep: Class 17 contains 3856 members Mstep: Class 18 contains 5659 members Mstep: Class 19 contains 3028 members Mstep: Class 20 contains 838 members Entering Unmasked Estep Score: -8393076.000000 Penalty: 37142.554688 Splitting cluster 13 changes total score from -8387186.000000 to -8393076.000000 So it's getting split into cluster 19. Entering ConstructFrom: Trying to split cluster 14 (1724 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Entering Unmasked Estep Score: -159066.015625 Penalty: 1211.015381 Iteration 0F: 2 clusters Score -159066 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -157145.890625 Penalty: 2422.030762 Iteration 0F: 3 clusters Score -157145.9 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -157658.281250 Penalty: 2422.030762 Iteration 1F: 3 clusters Score -157658.3 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -157891.875000 Penalty: 2422.030762 Iteration 2F: 3 clusters Score -157891.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -157963.968750 Penalty: 2422.030762 Iteration 3F: 3 clusters Score -157964 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -158004.953125 Penalty: 2422.030762 Iteration 4Q: 3 clusters Score -158005 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -158032.828125 Penalty: 2422.030762 Iteration 5Q: 3 clusters Score -158032.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -158053.968750 Penalty: 2422.030762 Iteration 6Q: 3 clusters Score -158054 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -158073.171875 Penalty: 2422.030762 Iteration 7Q: 3 clusters Score -158073.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -158090.140625 Penalty: 2422.030762 Iteration 8Q: 3 clusters Score -158090.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -158105.046875 Penalty: 2422.030762 Iteration 9Q: 3 clusters Score -158105 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -158121.656250 Penalty: 2422.030762 Iteration 10Q: 3 clusters Score -158121.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -158138.093750 Penalty: 2422.030762 Iteration 11Q: 3 clusters Score -158138.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -158153.093750 Penalty: 2422.030762 Iteration 12Q: 3 clusters Score -158153.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -158171.109375 Penalty: 2422.030762 Iteration 13Q: 3 clusters Score -158171.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -158195.984375 Penalty: 2422.030762 Iteration 14Q: 3 clusters Score -158196 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -158213.718750 Penalty: 2422.030762 Iteration 15Q: 3 clusters Score -158213.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -158234.875000 Penalty: 2422.030762 Iteration 16Q: 3 clusters Score -158234.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -158252.781250 Penalty: 2422.030762 Iteration 17Q: 3 clusters Score -158252.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -158266.187500 Penalty: 2422.030762 Iteration 18Q: 3 clusters Score -158266.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -158282.968750 Penalty: 2422.030762 Iteration 19Q: 3 clusters Score -158283 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -158300.296875 Penalty: 2422.030762 Iteration 20F: 3 clusters Score -158300.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -158314.890625 Penalty: 2422.030762 Iteration 21Q: 3 clusters Score -158314.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -158326.375000 Penalty: 2422.030762 Iteration 22Q: 3 clusters Score -158326.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -158336.890625 Penalty: 2422.030762 Iteration 23Q: 3 clusters Score -158336.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -158344.875000 Penalty: 2422.030762 Iteration 24Q: 3 clusters Score -158344.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -158354.953125 Penalty: 2422.030762 Iteration 25Q: 3 clusters Score -158355 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -158358.828125 Penalty: 2422.030762 Iteration 26Q: 3 clusters Score -158358.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -158364.328125 Penalty: 2422.030762 Iteration 27Q: 3 clusters Score -158364.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -158367.828125 Penalty: 2422.030762 Iteration 28Q: 3 clusters Score -158367.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -158370.171875 Penalty: 2422.030762 Iteration 29Q: 3 clusters Score -158370.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -158374.250000 Penalty: 2422.030762 Iteration 30Q: 3 clusters Score -158374.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -158377.031250 Penalty: 2422.030762 Iteration 31Q: 3 clusters Score -158377 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -158380.343750 Penalty: 2422.030762 Iteration 32Q: 3 clusters Score -158380.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -158384.093750 Penalty: 2422.030762 Iteration 33Q: 3 clusters Score -158384.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -158389.671875 Penalty: 2422.030762 Iteration 34Q: 3 clusters Score -158389.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -158390.156250 Penalty: 2422.030762 Iteration 35Q: 3 clusters Score -158390.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -158390.453125 Penalty: 2422.030762 Iteration 36Q: 3 clusters Score -158390.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -158390.968750 Penalty: 2422.030762 Iteration 37Q: 3 clusters Score -158391 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -158392.296875 Penalty: 2422.030762 Iteration 38Q: 3 clusters Score -158392.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -158394.171875 Penalty: 2422.030762 Iteration 39Q: 3 clusters Score -158394.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -158396.406250 Penalty: 2422.030762 Iteration 40F: 3 clusters Score -158396.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -158399.781250 Penalty: 2422.030762 Iteration 41Q: 3 clusters Score -158399.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -158401.515625 Penalty: 2422.030762 Iteration 42Q: 3 clusters Score -158401.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -158401.890625 Penalty: 2422.030762 Iteration 43Q: 3 clusters Score -158401.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -158401.890625 Penalty: 2422.030762 Iteration 44F: 3 clusters Score -158401.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (18896 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18896 members Entering Unmasked Estep Score: -1827143.000000 Penalty: 1600.089600 Iteration 0F: 2 clusters Score -1827143 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9450 members Mstep: Class 2 contains 9446 members Entering Unmasked Estep Score: -1814184.125000 Penalty: 3200.179199 Iteration 0F: 3 clusters Score -1814184 nChanged 8487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9167 members Mstep: Class 2 contains 9729 members Entering Unmasked Estep Score: -1818805.500000 Penalty: 3200.179199 Iteration 1F: 3 clusters Score -1818806 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9027 members Mstep: Class 2 contains 9869 members Entering Unmasked Estep Score: -1819273.625000 Penalty: 3200.179199 Iteration 2F: 3 clusters Score -1819274 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8843 members Mstep: Class 2 contains 10053 members Entering Unmasked Estep Score: -1819982.125000 Penalty: 3200.179199 Iteration 3F: 3 clusters Score -1819982 nChanged 1263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8512 members Mstep: Class 2 contains 10384 members Entering Unmasked Estep Score: -1820953.125000 Penalty: 3200.179199 Iteration 4F: 3 clusters Score -1820953 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7954 members Mstep: Class 2 contains 10942 members Entering Unmasked Estep Score: -1821936.500000 Penalty: 3200.179199 Iteration 5F: 3 clusters Score -1821936 nChanged 1436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7200 members Mstep: Class 2 contains 11696 members Entering Unmasked Estep Score: -1822969.500000 Penalty: 3200.179199 Iteration 6F: 3 clusters Score -1822970 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6422 members Mstep: Class 2 contains 12474 members Entering Unmasked Estep Score: -1823845.625000 Penalty: 3200.179199 Iteration 7F: 3 clusters Score -1823846 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5750 members Mstep: Class 2 contains 13146 members Entering Unmasked Estep Score: -1824530.000000 Penalty: 3200.179199 Iteration 8F: 3 clusters Score -1824530 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5162 members Mstep: Class 2 contains 13734 members Entering Unmasked Estep Score: -1825064.000000 Penalty: 3200.179199 Iteration 9Q: 3 clusters Score -1825064 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 14183 members Entering Unmasked Estep Score: -1825445.250000 Penalty: 3200.179199 Iteration 10Q: 3 clusters Score -1825445 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 14555 members Entering Unmasked Estep Score: -1825746.500000 Penalty: 3200.179199 Iteration 11Q: 3 clusters Score -1825746 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 14876 members Entering Unmasked Estep Score: -1825957.250000 Penalty: 3200.179199 Iteration 12Q: 3 clusters Score -1825957 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 15130 members Entering Unmasked Estep Score: -1826094.125000 Penalty: 3200.179199 Iteration 13Q: 3 clusters Score -1826094 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 15357 members Entering Unmasked Estep Score: -1826186.375000 Penalty: 3200.179199 Iteration 14Q: 3 clusters Score -1826186 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 15538 members Entering Unmasked Estep Score: -1826261.250000 Penalty: 3200.179199 Iteration 15Q: 3 clusters Score -1826261 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 15715 members Entering Unmasked Estep Score: -1826329.625000 Penalty: 3200.179199 Iteration 16Q: 3 clusters Score -1826330 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 15861 members Entering Unmasked Estep Score: -1826382.750000 Penalty: 3200.179199 Iteration 17Q: 3 clusters Score -1826383 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 16007 members Entering Unmasked Estep Score: -1826434.750000 Penalty: 3200.179199 Iteration 18Q: 3 clusters Score -1826435 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 16131 members Entering Unmasked Estep Score: -1826479.125000 Penalty: 3200.179199 Iteration 19Q: 3 clusters Score -1826479 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 16261 members Entering Unmasked Estep Score: -1826533.125000 Penalty: 3200.179199 Iteration 20F: 3 clusters Score -1826533 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 16385 members Entering Unmasked Estep Score: -1826597.500000 Penalty: 3200.179199 Iteration 21Q: 3 clusters Score -1826598 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 16496 members Entering Unmasked Estep Score: -1826657.375000 Penalty: 3200.179199 Iteration 22Q: 3 clusters Score -1826657 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 16606 members Entering Unmasked Estep Score: -1826698.000000 Penalty: 3200.179199 Iteration 23Q: 3 clusters Score -1826698 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 16712 members Entering Unmasked Estep Score: -1826755.000000 Penalty: 3200.179199 Iteration 24Q: 3 clusters Score -1826755 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 16791 members Entering Unmasked Estep Score: -1826789.875000 Penalty: 3200.179199 Iteration 25Q: 3 clusters Score -1826790 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 16859 members Entering Unmasked Estep Score: -1826824.125000 Penalty: 3200.179199 Iteration 26Q: 3 clusters Score -1826824 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 16916 members Entering Unmasked Estep Score: -1826842.375000 Penalty: 3200.179199 Iteration 27Q: 3 clusters Score -1826842 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 16973 members Entering Unmasked Estep Score: -1826858.750000 Penalty: 3200.179199 Iteration 28Q: 3 clusters Score -1826859 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 17020 members Entering Unmasked Estep Score: -1826875.250000 Penalty: 3200.179199 Iteration 29Q: 3 clusters Score -1826875 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 17055 members Entering Unmasked Estep Score: -1826886.750000 Penalty: 3200.179199 Iteration 30Q: 3 clusters Score -1826887 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 17088 members Entering Unmasked Estep Score: -1826897.125000 Penalty: 3200.179199 Iteration 31Q: 3 clusters Score -1826897 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 17109 members Entering Unmasked Estep Score: -1826906.000000 Penalty: 3200.179199 Iteration 32Q: 3 clusters Score -1826906 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 17129 members Entering Unmasked Estep Score: -1826907.375000 Penalty: 3200.179199 Iteration 33Q: 3 clusters Score -1826907 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 17139 members Entering Unmasked Estep Score: -1826912.625000 Penalty: 3200.179199 Iteration 34Q: 3 clusters Score -1826913 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 17144 members Entering Unmasked Estep Score: -1826914.625000 Penalty: 3200.179199 Iteration 35Q: 3 clusters Score -1826915 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 17150 members Entering Unmasked Estep Score: -1826914.750000 Penalty: 3200.179199 Iteration 36Q: 3 clusters Score -1826915 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 17155 members Entering Unmasked Estep Score: -1826915.500000 Penalty: 3200.179199 Iteration 37Q: 3 clusters Score -1826916 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 17160 members Entering Unmasked Estep Score: -1826917.875000 Penalty: 3200.179199 Iteration 38Q: 3 clusters Score -1826918 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 17164 members Entering Unmasked Estep Score: -1826918.125000 Penalty: 3200.179199 Iteration 39Q: 3 clusters Score -1826918 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 17165 members Entering Unmasked Estep Score: -1826919.250000 Penalty: 3200.179199 Iteration 40F: 3 clusters Score -1826919 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 17167 members Entering Unmasked Estep Score: -1826918.750000 Penalty: 3200.179199 Iteration 41Q: 3 clusters Score -1826919 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 17169 members Entering Unmasked Estep Score: -1826917.500000 Penalty: 3200.179199 Iteration 42Q: 3 clusters Score -1826918 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 17170 members Entering Unmasked Estep Score: -1826916.875000 Penalty: 3200.179199 Iteration 43Q: 3 clusters Score -1826917 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 17170 members Entering Unmasked Estep Score: -1826916.875000 Penalty: 3200.179199 Iteration 44F: 3 clusters Score -1826917 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (15901 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15901 members Entering Unmasked Estep Score: -1523890.125000 Penalty: 1572.047241 Iteration 0F: 2 clusters Score -1523890 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7965 members Mstep: Class 2 contains 7936 members Entering Unmasked Estep Score: -1512857.250000 Penalty: 3144.094482 Iteration 0F: 3 clusters Score -1512857 nChanged 7124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7887 members Mstep: Class 2 contains 8014 members Entering Unmasked Estep Score: -1516679.875000 Penalty: 3144.094482 Iteration 1F: 3 clusters Score -1516680 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7766 members Mstep: Class 2 contains 8135 members Entering Unmasked Estep Score: -1517171.625000 Penalty: 3144.094482 Iteration 2F: 3 clusters Score -1517172 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7615 members Mstep: Class 2 contains 8286 members Entering Unmasked Estep Score: -1517741.125000 Penalty: 3144.094482 Iteration 3F: 3 clusters Score -1517741 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7482 members Mstep: Class 2 contains 8419 members Entering Unmasked Estep Score: -1518357.875000 Penalty: 3144.094482 Iteration 4F: 3 clusters Score -1518358 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7410 members Mstep: Class 2 contains 8491 members Entering Unmasked Estep Score: -1518887.750000 Penalty: 3144.094482 Iteration 5F: 3 clusters Score -1518888 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7349 members Mstep: Class 2 contains 8552 members Entering Unmasked Estep Score: -1519331.000000 Penalty: 3144.094482 Iteration 6F: 3 clusters Score -1519331 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7335 members Mstep: Class 2 contains 8566 members Entering Unmasked Estep Score: -1519716.375000 Penalty: 3144.094482 Iteration 7Q: 3 clusters Score -1519716 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7283 members Mstep: Class 2 contains 8618 members Entering Unmasked Estep Score: -1520084.750000 Penalty: 3144.094482 Iteration 8Q: 3 clusters Score -1520085 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7208 members Mstep: Class 2 contains 8693 members Entering Unmasked Estep Score: -1520458.000000 Penalty: 3144.094482 Iteration 9Q: 3 clusters Score -1520458 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7158 members Mstep: Class 2 contains 8743 members Entering Unmasked Estep Score: -1520803.750000 Penalty: 3144.094482 Iteration 10Q: 3 clusters Score -1520804 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7074 members Mstep: Class 2 contains 8827 members Entering Unmasked Estep Score: -1521109.625000 Penalty: 3144.094482 Iteration 11Q: 3 clusters Score -1521110 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6989 members Mstep: Class 2 contains 8912 members Entering Unmasked Estep Score: -1521346.125000 Penalty: 3144.094482 Iteration 12Q: 3 clusters Score -1521346 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6905 members Mstep: Class 2 contains 8996 members Entering Unmasked Estep Score: -1521533.750000 Penalty: 3144.094482 Iteration 13Q: 3 clusters Score -1521534 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6823 members Mstep: Class 2 contains 9078 members Entering Unmasked Estep Score: -1521641.375000 Penalty: 3144.094482 Iteration 14Q: 3 clusters Score -1521641 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6738 members Mstep: Class 2 contains 9163 members Entering Unmasked Estep Score: -1521712.125000 Penalty: 3144.094482 Iteration 15Q: 3 clusters Score -1521712 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6673 members Mstep: Class 2 contains 9228 members Entering Unmasked Estep Score: -1521755.750000 Penalty: 3144.094482 Iteration 16Q: 3 clusters Score -1521756 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6598 members Mstep: Class 2 contains 9303 members Entering Unmasked Estep Score: -1521779.500000 Penalty: 3144.094482 Iteration 17Q: 3 clusters Score -1521780 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6532 members Mstep: Class 2 contains 9369 members Entering Unmasked Estep Score: -1521813.250000 Penalty: 3144.094482 Iteration 18Q: 3 clusters Score -1521813 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6473 members Mstep: Class 2 contains 9428 members Entering Unmasked Estep Score: -1521829.500000 Penalty: 3144.094482 Iteration 19Q: 3 clusters Score -1521830 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 9496 members Entering Unmasked Estep Score: -1521858.375000 Penalty: 3144.094482 Iteration 20F: 3 clusters Score -1521858 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6336 members Mstep: Class 2 contains 9565 members Entering Unmasked Estep Score: -1521883.375000 Penalty: 3144.094482 Iteration 21Q: 3 clusters Score -1521883 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 9618 members Entering Unmasked Estep Score: -1521894.750000 Penalty: 3144.094482 Iteration 22Q: 3 clusters Score -1521895 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 9679 members Entering Unmasked Estep Score: -1521906.000000 Penalty: 3144.094482 Iteration 23Q: 3 clusters Score -1521906 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6166 members Mstep: Class 2 contains 9735 members Entering Unmasked Estep Score: -1521917.375000 Penalty: 3144.094482 Iteration 24Q: 3 clusters Score -1521917 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6110 members Mstep: Class 2 contains 9791 members Entering Unmasked Estep Score: -1521935.500000 Penalty: 3144.094482 Iteration 25Q: 3 clusters Score -1521936 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 9846 members Entering Unmasked Estep Score: -1521947.250000 Penalty: 3144.094482 Iteration 26Q: 3 clusters Score -1521947 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6007 members Mstep: Class 2 contains 9894 members Entering Unmasked Estep Score: -1521961.250000 Penalty: 3144.094482 Iteration 27Q: 3 clusters Score -1521961 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 9945 members Entering Unmasked Estep Score: -1521974.125000 Penalty: 3144.094482 Iteration 28Q: 3 clusters Score -1521974 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5893 members Mstep: Class 2 contains 10008 members Entering Unmasked Estep Score: -1521990.625000 Penalty: 3144.094482 Iteration 29Q: 3 clusters Score -1521991 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5822 members Mstep: Class 2 contains 10079 members Entering Unmasked Estep Score: -1522002.500000 Penalty: 3144.094482 Iteration 30Q: 3 clusters Score -1522002 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5760 members Mstep: Class 2 contains 10141 members Entering Unmasked Estep Score: -1522013.000000 Penalty: 3144.094482 Iteration 31Q: 3 clusters Score -1522013 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5693 members Mstep: Class 2 contains 10208 members Entering Unmasked Estep Score: -1522023.500000 Penalty: 3144.094482 Iteration 32Q: 3 clusters Score -1522024 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 10279 members Entering Unmasked Estep Score: -1522040.625000 Penalty: 3144.094482 Iteration 33Q: 3 clusters Score -1522041 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5552 members Mstep: Class 2 contains 10349 members Entering Unmasked Estep Score: -1522051.500000 Penalty: 3144.094482 Iteration 34Q: 3 clusters Score -1522052 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5479 members Mstep: Class 2 contains 10422 members Entering Unmasked Estep Score: -1522070.500000 Penalty: 3144.094482 Iteration 35Q: 3 clusters Score -1522070 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 10512 members Entering Unmasked Estep Score: -1522088.625000 Penalty: 3144.094482 Iteration 36Q: 3 clusters Score -1522089 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5302 members Mstep: Class 2 contains 10599 members Entering Unmasked Estep Score: -1522102.375000 Penalty: 3144.094482 Iteration 37Q: 3 clusters Score -1522102 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5226 members Mstep: Class 2 contains 10675 members Entering Unmasked Estep Score: -1522121.625000 Penalty: 3144.094482 Iteration 38Q: 3 clusters Score -1522122 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 10756 members Entering Unmasked Estep Score: -1522135.250000 Penalty: 3144.094482 Iteration 39Q: 3 clusters Score -1522135 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 10839 members Entering Unmasked Estep Score: -1522146.750000 Penalty: 3144.094482 Iteration 40F: 3 clusters Score -1522147 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 10928 members Entering Unmasked Estep Score: -1522165.125000 Penalty: 3144.094482 Iteration 41Q: 3 clusters Score -1522165 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4876 members Mstep: Class 2 contains 11025 members Entering Unmasked Estep Score: -1522191.250000 Penalty: 3144.094482 Iteration 42Q: 3 clusters Score -1522191 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 11119 members Entering Unmasked Estep Score: -1522221.750000 Penalty: 3144.094482 Iteration 43Q: 3 clusters Score -1522222 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 11215 members Entering Unmasked Estep Score: -1522252.875000 Penalty: 3144.094482 Iteration 44Q: 3 clusters Score -1522253 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 11304 members Entering Unmasked Estep Score: -1522269.250000 Penalty: 3144.094482 Iteration 45Q: 3 clusters Score -1522269 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 11397 members Entering Unmasked Estep Score: -1522303.500000 Penalty: 3144.094482 Iteration 46Q: 3 clusters Score -1522304 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 11494 members Entering Unmasked Estep Score: -1522328.500000 Penalty: 3144.094482 Iteration 47Q: 3 clusters Score -1522328 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 11584 members Entering Unmasked Estep Score: -1522353.375000 Penalty: 3144.094482 Iteration 48Q: 3 clusters Score -1522353 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 11667 members Entering Unmasked Estep Score: -1522374.250000 Penalty: 3144.094482 Iteration 49Q: 3 clusters Score -1522374 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 11766 members Entering Unmasked Estep Score: -1522404.125000 Penalty: 3144.094482 Iteration 50Q: 3 clusters Score -1522404 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 11861 members Entering Unmasked Estep Score: -1522440.000000 Penalty: 3144.094482 Iteration 51Q: 3 clusters Score -1522440 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 11956 members Entering Unmasked Estep Score: -1522466.250000 Penalty: 3144.094482 Iteration 52Q: 3 clusters Score -1522466 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 12042 members Entering Unmasked Estep Score: -1522490.625000 Penalty: 3144.094482 Iteration 53Q: 3 clusters Score -1522491 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 12111 members Entering Unmasked Estep Score: -1522509.750000 Penalty: 3144.094482 Iteration 54Q: 3 clusters Score -1522510 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 12189 members Entering Unmasked Estep Score: -1522521.625000 Penalty: 3144.094482 Iteration 55Q: 3 clusters Score -1522522 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 12264 members Entering Unmasked Estep Score: -1522546.125000 Penalty: 3144.094482 Iteration 56Q: 3 clusters Score -1522546 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 12322 members Entering Unmasked Estep Score: -1522549.500000 Penalty: 3144.094482 Iteration 57Q: 3 clusters Score -1522550 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 12380 members Entering Unmasked Estep Score: -1522562.875000 Penalty: 3144.094482 Iteration 58Q: 3 clusters Score -1522563 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 12442 members Entering Unmasked Estep Score: -1522576.750000 Penalty: 3144.094482 Iteration 59Q: 3 clusters Score -1522577 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 12501 members Entering Unmasked Estep Score: -1522583.500000 Penalty: 3144.094482 Iteration 60F: 3 clusters Score -1522584 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 12561 members Entering Unmasked Estep Score: -1522603.625000 Penalty: 3144.094482 Iteration 61Q: 3 clusters Score -1522604 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 12611 members Entering Unmasked Estep Score: -1522613.000000 Penalty: 3144.094482 Iteration 62Q: 3 clusters Score -1522613 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 12664 members Entering Unmasked Estep Score: -1522621.500000 Penalty: 3144.094482 Iteration 63Q: 3 clusters Score -1522622 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 12705 members Entering Unmasked Estep Score: -1522629.125000 Penalty: 3144.094482 Iteration 64Q: 3 clusters Score -1522629 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 12750 members Entering Unmasked Estep Score: -1522636.000000 Penalty: 3144.094482 Iteration 65Q: 3 clusters Score -1522636 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 12787 members Entering Unmasked Estep Score: -1522642.000000 Penalty: 3144.094482 Iteration 66Q: 3 clusters Score -1522642 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 12819 members Entering Unmasked Estep Score: -1522651.375000 Penalty: 3144.094482 Iteration 67Q: 3 clusters Score -1522651 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 12858 members Entering Unmasked Estep Score: -1522658.500000 Penalty: 3144.094482 Iteration 68Q: 3 clusters Score -1522658 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 12892 members Entering Unmasked Estep Score: -1522661.625000 Penalty: 3144.094482 Iteration 69Q: 3 clusters Score -1522662 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 12921 members Entering Unmasked Estep Score: -1522666.750000 Penalty: 3144.094482 Iteration 70Q: 3 clusters Score -1522667 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 12945 members Entering Unmasked Estep Score: -1522674.250000 Penalty: 3144.094482 Iteration 71Q: 3 clusters Score -1522674 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 12967 members Entering Unmasked Estep Score: -1522680.500000 Penalty: 3144.094482 Iteration 72Q: 3 clusters Score -1522680 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 12988 members Entering Unmasked Estep Score: -1522685.375000 Penalty: 3144.094482 Iteration 73Q: 3 clusters Score -1522685 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 13005 members Entering Unmasked Estep Score: -1522687.750000 Penalty: 3144.094482 Iteration 74Q: 3 clusters Score -1522688 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 13038 members Entering Unmasked Estep Score: -1522694.375000 Penalty: 3144.094482 Iteration 75Q: 3 clusters Score -1522694 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 13075 members Entering Unmasked Estep Score: -1522704.750000 Penalty: 3144.094482 Iteration 76Q: 3 clusters Score -1522705 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 13122 members Entering Unmasked Estep Score: -1522720.250000 Penalty: 3144.094482 Iteration 77Q: 3 clusters Score -1522720 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 13166 members Entering Unmasked Estep Score: -1522731.625000 Penalty: 3144.094482 Iteration 78Q: 3 clusters Score -1522732 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 13201 members Entering Unmasked Estep Score: -1522741.875000 Penalty: 3144.094482 Iteration 79Q: 3 clusters Score -1522742 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 13230 members Entering Unmasked Estep Score: -1522744.375000 Penalty: 3144.094482 Iteration 80F: 3 clusters Score -1522744 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 13266 members Entering Unmasked Estep Score: -1522747.750000 Penalty: 3144.094482 Iteration 81Q: 3 clusters Score -1522748 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 13293 members Entering Unmasked Estep Score: -1522755.875000 Penalty: 3144.094482 Iteration 82Q: 3 clusters Score -1522756 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 13315 members Entering Unmasked Estep Score: -1522760.375000 Penalty: 3144.094482 Iteration 83Q: 3 clusters Score -1522760 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 13333 members Entering Unmasked Estep Score: -1522760.250000 Penalty: 3144.094482 Iteration 84Q: 3 clusters Score -1522760 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 13350 members Entering Unmasked Estep Score: -1522765.000000 Penalty: 3144.094482 Iteration 85Q: 3 clusters Score -1522765 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 13360 members Entering Unmasked Estep Score: -1522772.625000 Penalty: 3144.094482 Iteration 86Q: 3 clusters Score -1522773 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 13369 members Entering Unmasked Estep Score: -1522770.500000 Penalty: 3144.094482 Iteration 87Q: 3 clusters Score -1522770 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 13380 members Entering Unmasked Estep Score: -1522770.875000 Penalty: 3144.094482 Iteration 88Q: 3 clusters Score -1522771 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 13390 members Entering Unmasked Estep Score: -1522772.000000 Penalty: 3144.094482 Iteration 89Q: 3 clusters Score -1522772 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 13405 members Entering Unmasked Estep Score: -1522778.125000 Penalty: 3144.094482 Iteration 90Q: 3 clusters Score -1522778 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 13419 members Entering Unmasked Estep Score: -1522779.750000 Penalty: 3144.094482 Iteration 91Q: 3 clusters Score -1522780 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 13434 members Entering Unmasked Estep Score: -1522784.125000 Penalty: 3144.094482 Iteration 92Q: 3 clusters Score -1522784 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 13455 members Entering Unmasked Estep Score: -1522789.375000 Penalty: 3144.094482 Iteration 93Q: 3 clusters Score -1522789 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 13475 members Entering Unmasked Estep Score: -1522789.500000 Penalty: 3144.094482 Iteration 94Q: 3 clusters Score -1522790 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 13496 members Entering Unmasked Estep Score: -1522797.250000 Penalty: 3144.094482 Iteration 95Q: 3 clusters Score -1522797 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 13519 members Entering Unmasked Estep Score: -1522801.750000 Penalty: 3144.094482 Iteration 96Q: 3 clusters Score -1522802 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 13543 members Entering Unmasked Estep Score: -1522807.250000 Penalty: 3144.094482 Iteration 97Q: 3 clusters Score -1522807 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 13571 members Entering Unmasked Estep Score: -1522815.250000 Penalty: 3144.094482 Iteration 98Q: 3 clusters Score -1522815 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 13600 members Entering Unmasked Estep Score: -1522819.750000 Penalty: 3144.094482 Iteration 99Q: 3 clusters Score -1522820 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 13625 members Entering Unmasked Estep Score: -1522825.250000 Penalty: 3144.094482 Iteration 100F: 3 clusters Score -1522825 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 13653 members Entering Unmasked Estep Score: -1522834.250000 Penalty: 3144.094482 Iteration 101Q: 3 clusters Score -1522834 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 13680 members Entering Unmasked Estep Score: -1522837.000000 Penalty: 3144.094482 Iteration 102Q: 3 clusters Score -1522837 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 13711 members Entering Unmasked Estep Score: -1522846.750000 Penalty: 3144.094482 Iteration 103Q: 3 clusters Score -1522847 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 13738 members Entering Unmasked Estep Score: -1522854.000000 Penalty: 3144.094482 Iteration 104Q: 3 clusters Score -1522854 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 13761 members Entering Unmasked Estep Score: -1522854.500000 Penalty: 3144.094482 Iteration 105Q: 3 clusters Score -1522854 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 13787 members Entering Unmasked Estep Score: -1522861.375000 Penalty: 3144.094482 Iteration 106Q: 3 clusters Score -1522861 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 13814 members Entering Unmasked Estep Score: -1522869.125000 Penalty: 3144.094482 Iteration 107Q: 3 clusters Score -1522869 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 13843 members Entering Unmasked Estep Score: -1522873.250000 Penalty: 3144.094482 Iteration 108Q: 3 clusters Score -1522873 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 13862 members Entering Unmasked Estep Score: -1522878.625000 Penalty: 3144.094482 Iteration 109Q: 3 clusters Score -1522879 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 13887 members Entering Unmasked Estep Score: -1522884.625000 Penalty: 3144.094482 Iteration 110Q: 3 clusters Score -1522885 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 13909 members Entering Unmasked Estep Score: -1522890.125000 Penalty: 3144.094482 Iteration 111Q: 3 clusters Score -1522890 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 13931 members Entering Unmasked Estep Score: -1522893.625000 Penalty: 3144.094482 Iteration 112Q: 3 clusters Score -1522894 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 13951 members Entering Unmasked Estep Score: -1522900.375000 Penalty: 3144.094482 Iteration 113Q: 3 clusters Score -1522900 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 13971 members Entering Unmasked Estep Score: -1522902.125000 Penalty: 3144.094482 Iteration 114Q: 3 clusters Score -1522902 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 13987 members Entering Unmasked Estep Score: -1522904.125000 Penalty: 3144.094482 Iteration 115Q: 3 clusters Score -1522904 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 13995 members Entering Unmasked Estep Score: -1522909.500000 Penalty: 3144.094482 Iteration 116Q: 3 clusters Score -1522910 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 14000 members Entering Unmasked Estep Score: -1522908.250000 Penalty: 3144.094482 Iteration 117Q: 3 clusters Score -1522908 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 14008 members Entering Unmasked Estep Score: -1522912.875000 Penalty: 3144.094482 Iteration 118Q: 3 clusters Score -1522913 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 14017 members Entering Unmasked Estep Score: -1522912.375000 Penalty: 3144.094482 Iteration 119Q: 3 clusters Score -1522912 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 14027 members Entering Unmasked Estep Score: -1522913.500000 Penalty: 3144.094482 Iteration 120F: 3 clusters Score -1522914 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 14036 members Entering Unmasked Estep Score: -1522917.250000 Penalty: 3144.094482 Iteration 121Q: 3 clusters Score -1522917 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 14045 members Entering Unmasked Estep Score: -1522916.750000 Penalty: 3144.094482 Iteration 122Q: 3 clusters Score -1522917 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 14055 members Entering Unmasked Estep Score: -1522913.875000 Penalty: 3144.094482 Iteration 123Q: 3 clusters Score -1522914 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 14061 members Entering Unmasked Estep Score: -1522913.000000 Penalty: 3144.094482 Iteration 124Q: 3 clusters Score -1522913 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 14072 members Entering Unmasked Estep Score: -1522916.625000 Penalty: 3144.094482 Iteration 125Q: 3 clusters Score -1522917 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 14081 members Entering Unmasked Estep Score: -1522920.250000 Penalty: 3144.094482 Iteration 126Q: 3 clusters Score -1522920 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 14090 members Entering Unmasked Estep Score: -1522921.750000 Penalty: 3144.094482 Iteration 127Q: 3 clusters Score -1522922 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 14098 members Entering Unmasked Estep Score: -1522921.500000 Penalty: 3144.094482 Iteration 128Q: 3 clusters Score -1522922 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 14103 members Entering Unmasked Estep Score: -1522923.625000 Penalty: 3144.094482 Iteration 129Q: 3 clusters Score -1522924 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 14109 members Entering Unmasked Estep Score: -1522923.000000 Penalty: 3144.094482 Iteration 130Q: 3 clusters Score -1522923 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 14116 members Entering Unmasked Estep Score: -1522925.500000 Penalty: 3144.094482 Iteration 131Q: 3 clusters Score -1522926 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 14122 members Entering Unmasked Estep Score: -1522924.750000 Penalty: 3144.094482 Iteration 132Q: 3 clusters Score -1522925 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 14126 members Entering Unmasked Estep Score: -1522929.375000 Penalty: 3144.094482 Iteration 133Q: 3 clusters Score -1522929 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 14129 members Entering Unmasked Estep Score: -1522929.875000 Penalty: 3144.094482 Iteration 134Q: 3 clusters Score -1522930 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 14131 members Entering Unmasked Estep Score: -1522931.500000 Penalty: 3144.094482 Iteration 135Q: 3 clusters Score -1522932 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 14133 members Entering Unmasked Estep Score: -1522932.250000 Penalty: 3144.094482 Iteration 136Q: 3 clusters Score -1522932 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 14138 members Entering Unmasked Estep Score: -1522935.375000 Penalty: 3144.094482 Iteration 137Q: 3 clusters Score -1522935 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 14145 members Entering Unmasked Estep Score: -1522933.250000 Penalty: 3144.094482 Iteration 138Q: 3 clusters Score -1522933 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 14149 members Entering Unmasked Estep Score: -1522933.375000 Penalty: 3144.094482 Iteration 139Q: 3 clusters Score -1522933 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 14153 members Entering Unmasked Estep Score: -1522935.250000 Penalty: 3144.094482 Iteration 140F: 3 clusters Score -1522935 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 14156 members Entering Unmasked Estep Score: -1522936.875000 Penalty: 3144.094482 Iteration 141Q: 3 clusters Score -1522937 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 14157 members Entering Unmasked Estep Score: -1522936.875000 Penalty: 3144.094482 Iteration 142Q: 3 clusters Score -1522937 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 14157 members Entering Unmasked Estep Score: -1522936.875000 Penalty: 3144.094482 Iteration 143F: 3 clusters Score -1522937 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3856 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Entering Unmasked Estep Score: -356946.250000 Penalty: 1341.825073 Iteration 0F: 2 clusters Score -356946.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -353742.000000 Penalty: 2683.650146 Iteration 0F: 3 clusters Score -353742 nChanged 1496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -354699.437500 Penalty: 2683.650146 Iteration 1F: 3 clusters Score -354699.4 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -355043.125000 Penalty: 2683.650146 Iteration 2F: 3 clusters Score -355043.1 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -355672.468750 Penalty: 2683.650146 Iteration 3F: 3 clusters Score -355672.5 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -357164.625000 Penalty: 2683.650146 Iteration 4F: 3 clusters Score -357164.6 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -359729.281250 Penalty: 2683.650146 Iteration 5F: 3 clusters Score -359729.3 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -360360.218750 Penalty: 2683.650146 Iteration 6F: 3 clusters Score -360360.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -360508.656250 Penalty: 2683.650146 Iteration 7Q: 3 clusters Score -360508.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -360601.312500 Penalty: 2683.650146 Iteration 8Q: 3 clusters Score -360601.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -360686.812500 Penalty: 2683.650146 Iteration 9Q: 3 clusters Score -360686.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -360766.343750 Penalty: 2683.650146 Iteration 10Q: 3 clusters Score -360766.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -360832.406250 Penalty: 2683.650146 Iteration 11Q: 3 clusters Score -360832.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -360865.468750 Penalty: 2683.650146 Iteration 12Q: 3 clusters Score -360865.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -360885.062500 Penalty: 2683.650146 Iteration 13Q: 3 clusters Score -360885.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -360894.687500 Penalty: 2683.650146 Iteration 14Q: 3 clusters Score -360894.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -360899.093750 Penalty: 2683.650146 Iteration 15Q: 3 clusters Score -360899.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -360901.125000 Penalty: 2683.650146 Iteration 16Q: 3 clusters Score -360901.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -360902.812500 Penalty: 2683.650146 Iteration 17Q: 3 clusters Score -360902.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -360902.812500 Penalty: 2683.650146 Iteration 18F: 3 clusters Score -360902.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 651 members Mstep: Class 3 contains 679 members Mstep: Class 4 contains 2794 members Mstep: Class 5 contains 16006 members Mstep: Class 6 contains 615 members Mstep: Class 7 contains 2715 members Mstep: Class 8 contains 1204 members Mstep: Class 9 contains 1362 members Mstep: Class 10 contains 973 members Mstep: Class 11 contains 6496 members Mstep: Class 12 contains 1018 members Mstep: Class 13 contains 3352 members Mstep: Class 14 contains 1724 members Mstep: Class 15 contains 18896 members Mstep: Class 16 contains 15901 members Mstep: Class 17 contains 2866 members Mstep: Class 18 contains 5659 members Mstep: Class 19 contains 3028 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 990 members Entering Unmasked Estep Score: -8396505.000000 Penalty: 38999.683594 Splitting cluster 17 changes total score from -8387186.000000 to -8396505.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 18 (5659 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5659 members Entering Unmasked Estep Score: -537561.750000 Penalty: 1404.162964 Iteration 0F: 2 clusters Score -537561.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -533203.937500 Penalty: 2808.325928 Iteration 0F: 3 clusters Score -533203.9 nChanged 2293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -534486.312500 Penalty: 2808.325928 Iteration 1F: 3 clusters Score -534486.3 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -534674.062500 Penalty: 2808.325928 Iteration 2F: 3 clusters Score -534674.1 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -534806.875000 Penalty: 2808.325928 Iteration 3F: 3 clusters Score -534806.9 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -534906.250000 Penalty: 2808.325928 Iteration 4Q: 3 clusters Score -534906.2 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -535009.437500 Penalty: 2808.325928 Iteration 5Q: 3 clusters Score -535009.4 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -535101.250000 Penalty: 2808.325928 Iteration 6Q: 3 clusters Score -535101.2 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -535197.437500 Penalty: 2808.325928 Iteration 7Q: 3 clusters Score -535197.4 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -535289.312500 Penalty: 2808.325928 Iteration 8Q: 3 clusters Score -535289.3 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -535394.375000 Penalty: 2808.325928 Iteration 9Q: 3 clusters Score -535394.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -535511.312500 Penalty: 2808.325928 Iteration 10Q: 3 clusters Score -535511.3 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -535623.437500 Penalty: 2808.325928 Iteration 11Q: 3 clusters Score -535623.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -535727.125000 Penalty: 2808.325928 Iteration 12Q: 3 clusters Score -535727.1 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -535832.750000 Penalty: 2808.325928 Iteration 13Q: 3 clusters Score -535832.8 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 4744 members Entering Unmasked Estep Score: -535953.812500 Penalty: 2808.325928 Iteration 14Q: 3 clusters Score -535953.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 4873 members Entering Unmasked Estep Score: -536072.125000 Penalty: 2808.325928 Iteration 15Q: 3 clusters Score -536072.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -536157.062500 Penalty: 2808.325928 Iteration 16Q: 3 clusters Score -536157.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -536218.375000 Penalty: 2808.325928 Iteration 17Q: 3 clusters Score -536218.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 5099 members Entering Unmasked Estep Score: -536261.000000 Penalty: 2808.325928 Iteration 18Q: 3 clusters Score -536261 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 5146 members Entering Unmasked Estep Score: -536299.250000 Penalty: 2808.325928 Iteration 19Q: 3 clusters Score -536299.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 5183 members Entering Unmasked Estep Score: -536331.250000 Penalty: 2808.325928 Iteration 20F: 3 clusters Score -536331.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 5209 members Entering Unmasked Estep Score: -536353.125000 Penalty: 2808.325928 Iteration 21Q: 3 clusters Score -536353.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 5226 members Entering Unmasked Estep Score: -536367.062500 Penalty: 2808.325928 Iteration 22Q: 3 clusters Score -536367.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -536375.875000 Penalty: 2808.325928 Iteration 23Q: 3 clusters Score -536375.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 5247 members Entering Unmasked Estep Score: -536383.000000 Penalty: 2808.325928 Iteration 24Q: 3 clusters Score -536383 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 5256 members Entering Unmasked Estep Score: -536391.562500 Penalty: 2808.325928 Iteration 25Q: 3 clusters Score -536391.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -536397.562500 Penalty: 2808.325928 Iteration 26Q: 3 clusters Score -536397.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 5266 members Entering Unmasked Estep Score: -536401.812500 Penalty: 2808.325928 Iteration 27Q: 3 clusters Score -536401.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 5267 members Entering Unmasked Estep Score: -536402.687500 Penalty: 2808.325928 Iteration 28Q: 3 clusters Score -536402.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -536403.937500 Penalty: 2808.325928 Iteration 29Q: 3 clusters Score -536403.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -536406.250000 Penalty: 2808.325928 Iteration 30Q: 3 clusters Score -536406.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -536407.437500 Penalty: 2808.325928 Iteration 31Q: 3 clusters Score -536407.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -536407.375000 Penalty: 2808.325928 Iteration 32Q: 3 clusters Score -536407.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -536407.687500 Penalty: 2808.325928 Iteration 33Q: 3 clusters Score -536407.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -536407.687500 Penalty: 2808.325928 Iteration 34F: 3 clusters Score -536407.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (838 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Entering Unmasked Estep Score: -79379.398438 Penalty: 1093.790405 Iteration 0F: 2 clusters Score -79379.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -78068.820312 Penalty: 2187.580811 Iteration 0F: 3 clusters Score -78068.82 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -78308.468750 Penalty: 2187.580811 Iteration 1F: 3 clusters Score -78308.47 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -78392.109375 Penalty: 2187.580811 Iteration 2F: 3 clusters Score -78392.11 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -78445.570312 Penalty: 2187.580811 Iteration 3Q: 3 clusters Score -78445.57 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -78499.703125 Penalty: 2187.580811 Iteration 4Q: 3 clusters Score -78499.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -78533.179688 Penalty: 2187.580811 Iteration 5Q: 3 clusters Score -78533.18 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -78554.078125 Penalty: 2187.580811 Iteration 6Q: 3 clusters Score -78554.08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -78569.289062 Penalty: 2187.580811 Iteration 7Q: 3 clusters Score -78569.29 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -78580.343750 Penalty: 2187.580811 Iteration 8Q: 3 clusters Score -78580.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -78585.500000 Penalty: 2187.580811 Iteration 9Q: 3 clusters Score -78585.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -78588.312500 Penalty: 2187.580811 Iteration 10Q: 3 clusters Score -78588.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -78589.257812 Penalty: 2187.580811 Iteration 11Q: 3 clusters Score -78589.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -78592.898438 Penalty: 2187.580811 Iteration 12Q: 3 clusters Score -78592.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -78595.171875 Penalty: 2187.580811 Iteration 13Q: 3 clusters Score -78595.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -78599.078125 Penalty: 2187.580811 Iteration 14Q: 3 clusters Score -78599.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -78602.562500 Penalty: 2187.580811 Iteration 15Q: 3 clusters Score -78602.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -78604.195312 Penalty: 2187.580811 Iteration 16Q: 3 clusters Score -78604.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -78607.500000 Penalty: 2187.580811 Iteration 17Q: 3 clusters Score -78607.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -78609.742188 Penalty: 2187.580811 Iteration 18Q: 3 clusters Score -78609.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -78612.000000 Penalty: 2187.580811 Iteration 19Q: 3 clusters Score -78612 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -78620.109375 Penalty: 2187.580811 Iteration 20F: 3 clusters Score -78620.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -78628.007812 Penalty: 2187.580811 Iteration 21Q: 3 clusters Score -78628.01 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -78639.835938 Penalty: 2187.580811 Iteration 22Q: 3 clusters Score -78639.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -78643.015625 Penalty: 2187.580811 Iteration 23Q: 3 clusters Score -78643.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -78643.898438 Penalty: 2187.580811 Iteration 24Q: 3 clusters Score -78643.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -78643.898438 Penalty: 2187.580811 Iteration 25F: 3 clusters Score -78643.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 651 members Mstep: Class 3 contains 679 members Mstep: Class 4 contains 2794 members Mstep: Class 5 contains 16006 members Mstep: Class 6 contains 615 members Mstep: Class 8 contains 1204 members Mstep: Class 9 contains 1362 members Mstep: Class 11 contains 6496 members Mstep: Class 13 contains 3352 members Mstep: Class 14 contains 1724 members Mstep: Class 15 contains 18896 members Mstep: Class 16 contains 15901 members Mstep: Class 17 contains 2866 members Mstep: Class 18 contains 5659 members Mstep: Class 20 contains 838 members Entering Unmasked Estep ConsiderDeletion Score: -8397360.000000 Penalty: 38999.683594 Iteration 39Q: 22 clusters Score -8397360 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 618 members Mstep: Class 3 contains 598 members Mstep: Class 4 contains 2795 members Mstep: Class 5 contains 15961 members Mstep: Class 6 contains 696 members Mstep: Class 7 contains 2691 members Mstep: Class 8 contains 1212 members Mstep: Class 9 contains 1364 members Mstep: Class 10 contains 973 members Mstep: Class 11 contains 6496 members Mstep: Class 12 contains 1090 members Mstep: Class 13 contains 3410 members Mstep: Class 14 contains 1731 members Mstep: Class 15 contains 18832 members Mstep: Class 16 contains 15901 members Mstep: Class 17 contains 2859 members Mstep: Class 18 contains 5664 members Mstep: Class 19 contains 3069 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 987 members Entering Unmasked Estep ConsiderDeletion Score: -8398194.000000 Penalty: 38999.683594 Iteration 40F: 22 clusters Score -8398194 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 586 members Mstep: Class 3 contains 571 members Mstep: Class 4 contains 2797 members Mstep: Class 5 contains 15946 members Mstep: Class 6 contains 727 members Mstep: Class 7 contains 2812 members Mstep: Class 8 contains 1221 members Mstep: Class 9 contains 1368 members Mstep: Class 10 contains 980 members Mstep: Class 11 contains 6494 members Mstep: Class 12 contains 1144 members Mstep: Class 13 contains 3293 members Mstep: Class 14 contains 1736 members Mstep: Class 15 contains 18768 members Mstep: Class 16 contains 15899 members Mstep: Class 17 contains 2853 members Mstep: Class 18 contains 5668 members Mstep: Class 19 contains 3099 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8398588.000000 Penalty: 38999.683594 Iteration 41Q: 22 clusters Score -8398588 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 555 members Mstep: Class 3 contains 565 members Mstep: Class 4 contains 2800 members Mstep: Class 5 contains 15931 members Mstep: Class 6 contains 736 members Mstep: Class 7 contains 2858 members Mstep: Class 8 contains 1229 members Mstep: Class 9 contains 1371 members Mstep: Class 10 contains 981 members Mstep: Class 11 contains 6491 members Mstep: Class 12 contains 1191 members Mstep: Class 13 contains 3244 members Mstep: Class 14 contains 1736 members Mstep: Class 15 contains 18725 members Mstep: Class 16 contains 15900 members Mstep: Class 17 contains 2853 members Mstep: Class 18 contains 5671 members Mstep: Class 19 contains 3112 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8398771.000000 Penalty: 38999.683594 Iteration 42Q: 22 clusters Score -8398771 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 535 members Mstep: Class 3 contains 560 members Mstep: Class 4 contains 2802 members Mstep: Class 5 contains 15925 members Mstep: Class 6 contains 744 members Mstep: Class 7 contains 2888 members Mstep: Class 8 contains 1234 members Mstep: Class 9 contains 1373 members Mstep: Class 10 contains 981 members Mstep: Class 11 contains 6488 members Mstep: Class 12 contains 1231 members Mstep: Class 13 contains 3210 members Mstep: Class 14 contains 1738 members Mstep: Class 15 contains 18686 members Mstep: Class 16 contains 15900 members Mstep: Class 17 contains 2852 members Mstep: Class 18 contains 5672 members Mstep: Class 19 contains 3120 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8398887.000000 Penalty: 38999.683594 Iteration 43Q: 22 clusters Score -8398887 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 528 members Mstep: Class 3 contains 555 members Mstep: Class 4 contains 2804 members Mstep: Class 5 contains 15922 members Mstep: Class 6 contains 750 members Mstep: Class 7 contains 2909 members Mstep: Class 8 contains 1241 members Mstep: Class 9 contains 1374 members Mstep: Class 10 contains 981 members Mstep: Class 11 contains 6484 members Mstep: Class 12 contains 1241 members Mstep: Class 13 contains 3189 members Mstep: Class 14 contains 1739 members Mstep: Class 15 contains 18667 members Mstep: Class 16 contains 15902 members Mstep: Class 17 contains 2850 members Mstep: Class 18 contains 5671 members Mstep: Class 19 contains 3125 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8398978.000000 Penalty: 38999.683594 Iteration 44Q: 22 clusters Score -8398978 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 524 members Mstep: Class 3 contains 552 members Mstep: Class 4 contains 2809 members Mstep: Class 5 contains 15922 members Mstep: Class 6 contains 753 members Mstep: Class 7 contains 2922 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 1376 members Mstep: Class 10 contains 981 members Mstep: Class 11 contains 6483 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 3174 members Mstep: Class 14 contains 1740 members Mstep: Class 15 contains 18647 members Mstep: Class 16 contains 15902 members Mstep: Class 17 contains 2848 members Mstep: Class 18 contains 5671 members Mstep: Class 19 contains 3126 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399023.000000 Penalty: 38999.683594 Iteration 45Q: 22 clusters Score -8399023 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 521 members Mstep: Class 3 contains 551 members Mstep: Class 4 contains 2816 members Mstep: Class 5 contains 15914 members Mstep: Class 6 contains 755 members Mstep: Class 7 contains 2939 members Mstep: Class 8 contains 1260 members Mstep: Class 9 contains 1375 members Mstep: Class 10 contains 981 members Mstep: Class 11 contains 6483 members Mstep: Class 12 contains 1253 members Mstep: Class 13 contains 3158 members Mstep: Class 14 contains 1742 members Mstep: Class 15 contains 18627 members Mstep: Class 16 contains 15904 members Mstep: Class 17 contains 2847 members Mstep: Class 18 contains 5669 members Mstep: Class 19 contains 3128 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399044.000000 Penalty: 38999.683594 Iteration 46Q: 22 clusters Score -8399044 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 516 members Mstep: Class 3 contains 549 members Mstep: Class 4 contains 2819 members Mstep: Class 5 contains 15913 members Mstep: Class 6 contains 757 members Mstep: Class 7 contains 2956 members Mstep: Class 8 contains 1271 members Mstep: Class 9 contains 1377 members Mstep: Class 10 contains 981 members Mstep: Class 11 contains 6483 members Mstep: Class 12 contains 1259 members Mstep: Class 13 contains 3141 members Mstep: Class 14 contains 1742 members Mstep: Class 15 contains 18610 members Mstep: Class 16 contains 15905 members Mstep: Class 17 contains 2847 members Mstep: Class 18 contains 5668 members Mstep: Class 19 contains 3127 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399088.000000 Penalty: 38999.683594 Iteration 47Q: 22 clusters Score -8399088 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 510 members Mstep: Class 3 contains 549 members Mstep: Class 4 contains 2821 members Mstep: Class 5 contains 15908 members Mstep: Class 6 contains 758 members Mstep: Class 7 contains 2973 members Mstep: Class 8 contains 1277 members Mstep: Class 9 contains 1380 members Mstep: Class 10 contains 981 members Mstep: Class 11 contains 6483 members Mstep: Class 12 contains 1272 members Mstep: Class 13 contains 3123 members Mstep: Class 14 contains 1746 members Mstep: Class 15 contains 18594 members Mstep: Class 16 contains 15907 members Mstep: Class 17 contains 2846 members Mstep: Class 18 contains 5666 members Mstep: Class 19 contains 3127 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399134.000000 Penalty: 38999.683594 Iteration 48Q: 22 clusters Score -8399134 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 506 members Mstep: Class 3 contains 549 members Mstep: Class 4 contains 2822 members Mstep: Class 5 contains 15906 members Mstep: Class 6 contains 759 members Mstep: Class 7 contains 2983 members Mstep: Class 8 contains 1281 members Mstep: Class 9 contains 1384 members Mstep: Class 10 contains 981 members Mstep: Class 11 contains 6483 members Mstep: Class 12 contains 1290 members Mstep: Class 13 contains 3113 members Mstep: Class 14 contains 1748 members Mstep: Class 15 contains 18573 members Mstep: Class 16 contains 15909 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5664 members Mstep: Class 19 contains 3123 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399190.000000 Penalty: 38999.683594 Iteration 49Q: 22 clusters Score -8399190 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 505 members Mstep: Class 3 contains 549 members Mstep: Class 4 contains 2822 members Mstep: Class 5 contains 15906 members Mstep: Class 6 contains 758 members Mstep: Class 7 contains 2989 members Mstep: Class 8 contains 1283 members Mstep: Class 9 contains 1387 members Mstep: Class 10 contains 982 members Mstep: Class 11 contains 6484 members Mstep: Class 12 contains 1298 members Mstep: Class 13 contains 3105 members Mstep: Class 14 contains 1749 members Mstep: Class 15 contains 18562 members Mstep: Class 16 contains 15909 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5664 members Mstep: Class 19 contains 3121 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399177.000000 Penalty: 38999.683594 Iteration 50Q: 22 clusters Score -8399177 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 502 members Mstep: Class 3 contains 549 members Mstep: Class 4 contains 2822 members Mstep: Class 5 contains 15909 members Mstep: Class 6 contains 758 members Mstep: Class 7 contains 2992 members Mstep: Class 8 contains 1283 members Mstep: Class 9 contains 1388 members Mstep: Class 10 contains 982 members Mstep: Class 11 contains 6484 members Mstep: Class 12 contains 1300 members Mstep: Class 13 contains 3099 members Mstep: Class 14 contains 1752 members Mstep: Class 15 contains 18557 members Mstep: Class 16 contains 15910 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5664 members Mstep: Class 19 contains 3121 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399157.000000 Penalty: 38999.683594 Iteration 51Q: 22 clusters Score -8399157 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 501 members Mstep: Class 3 contains 549 members Mstep: Class 4 contains 2822 members Mstep: Class 5 contains 15910 members Mstep: Class 6 contains 758 members Mstep: Class 7 contains 2992 members Mstep: Class 8 contains 1283 members Mstep: Class 9 contains 1389 members Mstep: Class 10 contains 982 members Mstep: Class 11 contains 6484 members Mstep: Class 12 contains 1306 members Mstep: Class 13 contains 3096 members Mstep: Class 14 contains 1753 members Mstep: Class 15 contains 18546 members Mstep: Class 16 contains 15912 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5664 members Mstep: Class 19 contains 3123 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399171.000000 Penalty: 38999.683594 Iteration 52Q: 22 clusters Score -8399171 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 500 members Mstep: Class 3 contains 549 members Mstep: Class 4 contains 2822 members Mstep: Class 5 contains 15910 members Mstep: Class 6 contains 758 members Mstep: Class 7 contains 2993 members Mstep: Class 8 contains 1284 members Mstep: Class 9 contains 1389 members Mstep: Class 10 contains 982 members Mstep: Class 11 contains 6484 members Mstep: Class 12 contains 1309 members Mstep: Class 13 contains 3094 members Mstep: Class 14 contains 1754 members Mstep: Class 15 contains 18540 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5664 members Mstep: Class 19 contains 3125 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399182.000000 Penalty: 38999.683594 Iteration 53Q: 22 clusters Score -8399182 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 499 members Mstep: Class 3 contains 549 members Mstep: Class 4 contains 2822 members Mstep: Class 5 contains 15909 members Mstep: Class 6 contains 758 members Mstep: Class 7 contains 2994 members Mstep: Class 8 contains 1284 members Mstep: Class 9 contains 1392 members Mstep: Class 10 contains 982 members Mstep: Class 11 contains 6484 members Mstep: Class 12 contains 1312 members Mstep: Class 13 contains 3090 members Mstep: Class 14 contains 1755 members Mstep: Class 15 contains 18533 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5664 members Mstep: Class 19 contains 3129 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399176.000000 Penalty: 38999.683594 Iteration 54Q: 22 clusters Score -8399176 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 498 members Mstep: Class 3 contains 549 members Mstep: Class 4 contains 2822 members Mstep: Class 5 contains 15910 members Mstep: Class 6 contains 758 members Mstep: Class 7 contains 2998 members Mstep: Class 8 contains 1284 members Mstep: Class 9 contains 1393 members Mstep: Class 10 contains 982 members Mstep: Class 11 contains 6484 members Mstep: Class 12 contains 1313 members Mstep: Class 13 contains 3086 members Mstep: Class 14 contains 1756 members Mstep: Class 15 contains 18527 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5664 members Mstep: Class 19 contains 3132 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399180.000000 Penalty: 38999.683594 Iteration 55Q: 22 clusters Score -8399180 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 498 members Mstep: Class 3 contains 549 members Mstep: Class 4 contains 2822 members Mstep: Class 5 contains 15909 members Mstep: Class 6 contains 758 members Mstep: Class 7 contains 3002 members Mstep: Class 8 contains 1284 members Mstep: Class 9 contains 1394 members Mstep: Class 10 contains 982 members Mstep: Class 11 contains 6484 members Mstep: Class 12 contains 1317 members Mstep: Class 13 contains 3079 members Mstep: Class 14 contains 1755 members Mstep: Class 15 contains 18522 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5664 members Mstep: Class 19 contains 3136 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399192.000000 Penalty: 38999.683594 Iteration 56Q: 22 clusters Score -8399192 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 498 members Mstep: Class 3 contains 549 members Mstep: Class 4 contains 2822 members Mstep: Class 5 contains 15909 members Mstep: Class 6 contains 758 members Mstep: Class 7 contains 3006 members Mstep: Class 8 contains 1284 members Mstep: Class 9 contains 1395 members Mstep: Class 10 contains 982 members Mstep: Class 11 contains 6484 members Mstep: Class 12 contains 1319 members Mstep: Class 13 contains 3077 members Mstep: Class 14 contains 1755 members Mstep: Class 15 contains 18519 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5663 members Mstep: Class 19 contains 3135 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399193.000000 Penalty: 38999.683594 Iteration 57Q: 22 clusters Score -8399193 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 498 members Mstep: Class 3 contains 549 members Mstep: Class 4 contains 2822 members Mstep: Class 5 contains 15908 members Mstep: Class 6 contains 758 members Mstep: Class 7 contains 3010 members Mstep: Class 8 contains 1284 members Mstep: Class 9 contains 1396 members Mstep: Class 10 contains 982 members Mstep: Class 11 contains 6484 members Mstep: Class 12 contains 1322 members Mstep: Class 13 contains 3072 members Mstep: Class 14 contains 1755 members Mstep: Class 15 contains 18514 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5663 members Mstep: Class 19 contains 3138 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399196.000000 Penalty: 38999.683594 Iteration 58Q: 22 clusters Score -8399196 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 498 members Mstep: Class 3 contains 549 members Mstep: Class 4 contains 2822 members Mstep: Class 5 contains 15908 members Mstep: Class 6 contains 758 members Mstep: Class 7 contains 3012 members Mstep: Class 8 contains 1284 members Mstep: Class 9 contains 1397 members Mstep: Class 10 contains 982 members Mstep: Class 11 contains 6484 members Mstep: Class 12 contains 1324 members Mstep: Class 13 contains 3069 members Mstep: Class 14 contains 1755 members Mstep: Class 15 contains 18511 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5662 members Mstep: Class 19 contains 3140 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399200.000000 Penalty: 38999.683594 Iteration 59Q: 22 clusters Score -8399200 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 498 members Mstep: Class 3 contains 549 members Mstep: Class 4 contains 2822 members Mstep: Class 5 contains 15908 members Mstep: Class 6 contains 758 members Mstep: Class 7 contains 3014 members Mstep: Class 8 contains 1284 members Mstep: Class 9 contains 1397 members Mstep: Class 10 contains 982 members Mstep: Class 11 contains 6484 members Mstep: Class 12 contains 1326 members Mstep: Class 13 contains 3067 members Mstep: Class 14 contains 1755 members Mstep: Class 15 contains 18509 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5662 members Mstep: Class 19 contains 3140 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399201.000000 Penalty: 38999.683594 Iteration 60F: 22 clusters Score -8399201 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 495 members Mstep: Class 3 contains 548 members Mstep: Class 4 contains 2820 members Mstep: Class 5 contains 15908 members Mstep: Class 6 contains 759 members Mstep: Class 7 contains 3016 members Mstep: Class 8 contains 1284 members Mstep: Class 9 contains 1397 members Mstep: Class 10 contains 982 members Mstep: Class 11 contains 6484 members Mstep: Class 12 contains 1338 members Mstep: Class 13 contains 3066 members Mstep: Class 14 contains 1755 members Mstep: Class 15 contains 18503 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5662 members Mstep: Class 19 contains 3138 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399236.000000 Penalty: 38999.683594 Iteration 61Q: 22 clusters Score -8399236 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 491 members Mstep: Class 3 contains 545 members Mstep: Class 4 contains 2820 members Mstep: Class 5 contains 15906 members Mstep: Class 6 contains 763 members Mstep: Class 7 contains 3020 members Mstep: Class 8 contains 1285 members Mstep: Class 9 contains 1397 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6484 members Mstep: Class 12 contains 1346 members Mstep: Class 13 contains 3061 members Mstep: Class 14 contains 1755 members Mstep: Class 15 contains 18498 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5662 members Mstep: Class 19 contains 3141 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399240.000000 Penalty: 38999.683594 Iteration 62Q: 22 clusters Score -8399240 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 491 members Mstep: Class 3 contains 540 members Mstep: Class 4 contains 2823 members Mstep: Class 5 contains 15900 members Mstep: Class 6 contains 768 members Mstep: Class 7 contains 3022 members Mstep: Class 8 contains 1286 members Mstep: Class 9 contains 1397 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6485 members Mstep: Class 12 contains 1350 members Mstep: Class 13 contains 3060 members Mstep: Class 14 contains 1755 members Mstep: Class 15 contains 18495 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5662 members Mstep: Class 19 contains 3141 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399264.000000 Penalty: 38999.683594 Iteration 63Q: 22 clusters Score -8399264 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 489 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2826 members Mstep: Class 5 contains 15895 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 3024 members Mstep: Class 8 contains 1286 members Mstep: Class 9 contains 1399 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6485 members Mstep: Class 12 contains 1353 members Mstep: Class 13 contains 3057 members Mstep: Class 14 contains 1757 members Mstep: Class 15 contains 18494 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5661 members Mstep: Class 19 contains 3141 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399279.000000 Penalty: 38999.683594 Iteration 64Q: 22 clusters Score -8399279 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 489 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2827 members Mstep: Class 5 contains 15890 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 3027 members Mstep: Class 8 contains 1287 members Mstep: Class 9 contains 1403 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6485 members Mstep: Class 12 contains 1356 members Mstep: Class 13 contains 3054 members Mstep: Class 14 contains 1757 members Mstep: Class 15 contains 18492 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5661 members Mstep: Class 19 contains 3139 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399294.000000 Penalty: 38999.683594 Iteration 65Q: 22 clusters Score -8399294 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 488 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15889 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 3030 members Mstep: Class 8 contains 1289 members Mstep: Class 9 contains 1403 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6485 members Mstep: Class 12 contains 1359 members Mstep: Class 13 contains 3053 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 18490 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5660 members Mstep: Class 19 contains 3135 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399295.000000 Penalty: 38999.683594 Iteration 66Q: 22 clusters Score -8399295 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 487 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15889 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 3030 members Mstep: Class 8 contains 1289 members Mstep: Class 9 contains 1405 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6485 members Mstep: Class 12 contains 1362 members Mstep: Class 13 contains 3054 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 18488 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5659 members Mstep: Class 19 contains 3133 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399300.000000 Penalty: 38999.683594 Iteration 67Q: 22 clusters Score -8399300 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 486 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15888 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 3030 members Mstep: Class 8 contains 1289 members Mstep: Class 9 contains 1408 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1364 members Mstep: Class 13 contains 3053 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 18487 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 3132 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399316.000000 Penalty: 38999.683594 Iteration 68Q: 22 clusters Score -8399316 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 486 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15888 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 3030 members Mstep: Class 8 contains 1289 members Mstep: Class 9 contains 1408 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1368 members Mstep: Class 13 contains 3052 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 18485 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 3131 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399313.000000 Penalty: 38999.683594 Iteration 69Q: 22 clusters Score -8399313 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 486 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15888 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 3030 members Mstep: Class 8 contains 1289 members Mstep: Class 9 contains 1408 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1369 members Mstep: Class 13 contains 3051 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 18483 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 3133 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399313.000000 Penalty: 38999.683594 Iteration 70Q: 22 clusters Score -8399313 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 486 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15888 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 3030 members Mstep: Class 8 contains 1289 members Mstep: Class 9 contains 1408 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1369 members Mstep: Class 13 contains 3051 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 18481 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 3135 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399309.000000 Penalty: 38999.683594 Iteration 71Q: 22 clusters Score -8399309 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 486 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15888 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 3030 members Mstep: Class 8 contains 1289 members Mstep: Class 9 contains 1408 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1371 members Mstep: Class 13 contains 3051 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 18481 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 3133 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399312.000000 Penalty: 38999.683594 Iteration 72Q: 22 clusters Score -8399312 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 486 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15888 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 3030 members Mstep: Class 8 contains 1289 members Mstep: Class 9 contains 1408 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1372 members Mstep: Class 13 contains 3051 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 18481 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 3132 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399312.000000 Penalty: 38999.683594 Iteration 73Q: 22 clusters Score -8399312 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 486 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15888 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 3030 members Mstep: Class 8 contains 1289 members Mstep: Class 9 contains 1408 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1372 members Mstep: Class 13 contains 3051 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 18481 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 3132 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8399312.000000 Penalty: 38999.683594 Iteration 74F: 22 clusters Score -8399312 nChanged 0 Entering ConstructFrom: Score: -8399312.000000 Penalty: 38999.683594 Entering ConstructFrom: Trying to split cluster 1 (4149 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Entering Unmasked Estep Score: -387262.500000 Penalty: 1353.726196 Iteration 0F: 2 clusters Score -387262.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -383843.812500 Penalty: 2707.452393 Iteration 0F: 3 clusters Score -383843.8 nChanged 1675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -384887.281250 Penalty: 2707.452393 Iteration 1F: 3 clusters Score -384887.3 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -385176.187500 Penalty: 2707.452393 Iteration 2F: 3 clusters Score -385176.2 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -385403.187500 Penalty: 2707.452393 Iteration 3F: 3 clusters Score -385403.2 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -385594.312500 Penalty: 2707.452393 Iteration 4F: 3 clusters Score -385594.3 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -385714.281250 Penalty: 2707.452393 Iteration 5F: 3 clusters Score -385714.3 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -385812.812500 Penalty: 2707.452393 Iteration 6Q: 3 clusters Score -385812.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -385903.656250 Penalty: 2707.452393 Iteration 7Q: 3 clusters Score -385903.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -385975.031250 Penalty: 2707.452393 Iteration 8Q: 3 clusters Score -385975 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -386039.625000 Penalty: 2707.452393 Iteration 9Q: 3 clusters Score -386039.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -386083.125000 Penalty: 2707.452393 Iteration 10Q: 3 clusters Score -386083.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -386126.250000 Penalty: 2707.452393 Iteration 11Q: 3 clusters Score -386126.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -386167.906250 Penalty: 2707.452393 Iteration 12Q: 3 clusters Score -386167.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -386213.968750 Penalty: 2707.452393 Iteration 13Q: 3 clusters Score -386214 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -386250.125000 Penalty: 2707.452393 Iteration 14Q: 3 clusters Score -386250.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -386280.687500 Penalty: 2707.452393 Iteration 15Q: 3 clusters Score -386280.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -386310.343750 Penalty: 2707.452393 Iteration 16Q: 3 clusters Score -386310.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -386343.125000 Penalty: 2707.452393 Iteration 17Q: 3 clusters Score -386343.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -386372.718750 Penalty: 2707.452393 Iteration 18Q: 3 clusters Score -386372.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -386388.250000 Penalty: 2707.452393 Iteration 19Q: 3 clusters Score -386388.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -386406.500000 Penalty: 2707.452393 Iteration 20F: 3 clusters Score -386406.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -386417.843750 Penalty: 2707.452393 Iteration 21Q: 3 clusters Score -386417.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -386427.281250 Penalty: 2707.452393 Iteration 22Q: 3 clusters Score -386427.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -386432.250000 Penalty: 2707.452393 Iteration 23Q: 3 clusters Score -386432.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -386437.625000 Penalty: 2707.452393 Iteration 24Q: 3 clusters Score -386437.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -386441.500000 Penalty: 2707.452393 Iteration 25Q: 3 clusters Score -386441.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -386443.687500 Penalty: 2707.452393 Iteration 26Q: 3 clusters Score -386443.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -386447.218750 Penalty: 2707.452393 Iteration 27Q: 3 clusters Score -386447.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -386448.031250 Penalty: 2707.452393 Iteration 28Q: 3 clusters Score -386448 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -386451.093750 Penalty: 2707.452393 Iteration 29Q: 3 clusters Score -386451.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -386454.156250 Penalty: 2707.452393 Iteration 30Q: 3 clusters Score -386454.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -386454.812500 Penalty: 2707.452393 Iteration 31Q: 3 clusters Score -386454.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -386456.593750 Penalty: 2707.452393 Iteration 32Q: 3 clusters Score -386456.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -386457.875000 Penalty: 2707.452393 Iteration 33Q: 3 clusters Score -386457.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -386458.968750 Penalty: 2707.452393 Iteration 34Q: 3 clusters Score -386459 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -386459.531250 Penalty: 2707.452393 Iteration 35Q: 3 clusters Score -386459.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -386460.312500 Penalty: 2707.452393 Iteration 36Q: 3 clusters Score -386460.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -386460.312500 Penalty: 2707.452393 Iteration 37F: 3 clusters Score -386460.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (486 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Entering Unmasked Estep Score: -35669.289062 Penalty: 1005.258911 Iteration 0F: 2 clusters Score -35669.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -34707.296875 Penalty: 2010.517822 Iteration 0F: 3 clusters Score -34707.3 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -35233.496094 Penalty: 2010.517822 Iteration 1F: 3 clusters Score -35233.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -35373.984375 Penalty: 2010.517822 Iteration 2F: 3 clusters Score -35373.98 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -35420.558594 Penalty: 2010.517822 Iteration 3Q: 3 clusters Score -35420.56 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -35454.921875 Penalty: 2010.517822 Iteration 4Q: 3 clusters Score -35454.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -35468.050781 Penalty: 2010.517822 Iteration 5Q: 3 clusters Score -35468.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -35480.343750 Penalty: 2010.517822 Iteration 6Q: 3 clusters Score -35480.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -35494.773438 Penalty: 2010.517822 Iteration 7Q: 3 clusters Score -35494.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -35518.394531 Penalty: 2010.517822 Iteration 8Q: 3 clusters Score -35518.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -35534.867188 Penalty: 2010.517822 Iteration 9Q: 3 clusters Score -35534.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -35544.539062 Penalty: 2010.517822 Iteration 10Q: 3 clusters Score -35544.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -35545.894531 Penalty: 2010.517822 Iteration 11Q: 3 clusters Score -35545.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -35545.894531 Penalty: 2010.517822 Iteration 12F: 3 clusters Score -35545.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (538 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Entering Unmasked Estep Score: -47478.957031 Penalty: 1021.776978 Iteration 0F: 2 clusters Score -47478.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -46499.441406 Penalty: 2043.553955 Iteration 0F: 3 clusters Score -46499.44 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -46828.351562 Penalty: 2043.553955 Iteration 1F: 3 clusters Score -46828.35 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -47030.218750 Penalty: 2043.553955 Iteration 2F: 3 clusters Score -47030.22 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -47210.234375 Penalty: 2043.553955 Iteration 3F: 3 clusters Score -47210.23 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -47287.789062 Penalty: 2043.553955 Iteration 4Q: 3 clusters Score -47287.79 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -47318.925781 Penalty: 2043.553955 Iteration 5Q: 3 clusters Score -47318.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -47331.039062 Penalty: 2043.553955 Iteration 6Q: 3 clusters Score -47331.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -47336.238281 Penalty: 2043.553955 Iteration 7Q: 3 clusters Score -47336.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -47336.238281 Penalty: 2043.553955 Iteration 8F: 3 clusters Score -47336.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2828 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Entering Unmasked Estep Score: -251335.031250 Penalty: 1291.440308 Iteration 0F: 2 clusters Score -251335 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -248795.812500 Penalty: 2582.880615 Iteration 0F: 3 clusters Score -248795.8 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -249493.343750 Penalty: 2582.880615 Iteration 1F: 3 clusters Score -249493.3 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -249777.078125 Penalty: 2582.880615 Iteration 2F: 3 clusters Score -249777.1 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -249993.218750 Penalty: 2582.880615 Iteration 3F: 3 clusters Score -249993.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -250147.156250 Penalty: 2582.880615 Iteration 4F: 3 clusters Score -250147.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -250254.437500 Penalty: 2582.880615 Iteration 5F: 3 clusters Score -250254.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -250337.640625 Penalty: 2582.880615 Iteration 6Q: 3 clusters Score -250337.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -250399.468750 Penalty: 2582.880615 Iteration 7Q: 3 clusters Score -250399.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -250454.546875 Penalty: 2582.880615 Iteration 8Q: 3 clusters Score -250454.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -250511.203125 Penalty: 2582.880615 Iteration 9Q: 3 clusters Score -250511.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -250544.218750 Penalty: 2582.880615 Iteration 10Q: 3 clusters Score -250544.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -250570.734375 Penalty: 2582.880615 Iteration 11Q: 3 clusters Score -250570.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -250594.500000 Penalty: 2582.880615 Iteration 12Q: 3 clusters Score -250594.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -250609.250000 Penalty: 2582.880615 Iteration 13Q: 3 clusters Score -250609.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -250616.953125 Penalty: 2582.880615 Iteration 14Q: 3 clusters Score -250617 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -250621.515625 Penalty: 2582.880615 Iteration 15Q: 3 clusters Score -250621.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -250625.093750 Penalty: 2582.880615 Iteration 16Q: 3 clusters Score -250625.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -250628.781250 Penalty: 2582.880615 Iteration 17Q: 3 clusters Score -250628.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -250629.593750 Penalty: 2582.880615 Iteration 18Q: 3 clusters Score -250629.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -250630.890625 Penalty: 2582.880615 Iteration 19Q: 3 clusters Score -250630.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -250636.187500 Penalty: 2582.880615 Iteration 20F: 3 clusters Score -250636.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -250639.765625 Penalty: 2582.880615 Iteration 21Q: 3 clusters Score -250639.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -250642.765625 Penalty: 2582.880615 Iteration 22Q: 3 clusters Score -250642.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -250643.453125 Penalty: 2582.880615 Iteration 23Q: 3 clusters Score -250643.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -250643.453125 Penalty: 2582.880615 Iteration 24F: 3 clusters Score -250643.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (15888 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15888 members Entering Unmasked Estep Score: -1467021.250000 Penalty: 1571.914429 Iteration 0F: 2 clusters Score -1467021 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7825 members Mstep: Class 2 contains 8063 members Entering Unmasked Estep Score: -1456071.875000 Penalty: 3143.828857 Iteration 0F: 3 clusters Score -1456072 nChanged 7129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7388 members Mstep: Class 2 contains 8500 members Entering Unmasked Estep Score: -1459972.875000 Penalty: 3143.828857 Iteration 1F: 3 clusters Score -1459973 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7030 members Mstep: Class 2 contains 8858 members Entering Unmasked Estep Score: -1460429.625000 Penalty: 3143.828857 Iteration 2F: 3 clusters Score -1460430 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6551 members Mstep: Class 2 contains 9337 members Entering Unmasked Estep Score: -1460924.000000 Penalty: 3143.828857 Iteration 3F: 3 clusters Score -1460924 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5918 members Mstep: Class 2 contains 9970 members Entering Unmasked Estep Score: -1461499.500000 Penalty: 3143.828857 Iteration 4F: 3 clusters Score -1461500 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 10691 members Entering Unmasked Estep Score: -1462117.875000 Penalty: 3143.828857 Iteration 5F: 3 clusters Score -1462118 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 11434 members Entering Unmasked Estep Score: -1462776.000000 Penalty: 3143.828857 Iteration 6F: 3 clusters Score -1462776 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 12135 members Entering Unmasked Estep Score: -1463423.250000 Penalty: 3143.828857 Iteration 7F: 3 clusters Score -1463423 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 12743 members Entering Unmasked Estep Score: -1464079.250000 Penalty: 3143.828857 Iteration 8Q: 3 clusters Score -1464079 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 13207 members Entering Unmasked Estep Score: -1464595.625000 Penalty: 3143.828857 Iteration 9Q: 3 clusters Score -1464596 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 13536 members Entering Unmasked Estep Score: -1464944.375000 Penalty: 3143.828857 Iteration 10Q: 3 clusters Score -1464944 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 13751 members Entering Unmasked Estep Score: -1465149.250000 Penalty: 3143.828857 Iteration 11Q: 3 clusters Score -1465149 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 13943 members Entering Unmasked Estep Score: -1465275.000000 Penalty: 3143.828857 Iteration 12Q: 3 clusters Score -1465275 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 14094 members Entering Unmasked Estep Score: -1465358.000000 Penalty: 3143.828857 Iteration 13Q: 3 clusters Score -1465358 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 14224 members Entering Unmasked Estep Score: -1465412.750000 Penalty: 3143.828857 Iteration 14Q: 3 clusters Score -1465413 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 14310 members Entering Unmasked Estep Score: -1465441.625000 Penalty: 3143.828857 Iteration 15Q: 3 clusters Score -1465442 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 14393 members Entering Unmasked Estep Score: -1465470.125000 Penalty: 3143.828857 Iteration 16Q: 3 clusters Score -1465470 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 14472 members Entering Unmasked Estep Score: -1465505.000000 Penalty: 3143.828857 Iteration 17Q: 3 clusters Score -1465505 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 14534 members Entering Unmasked Estep Score: -1465528.000000 Penalty: 3143.828857 Iteration 18Q: 3 clusters Score -1465528 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 14584 members Entering Unmasked Estep Score: -1465547.500000 Penalty: 3143.828857 Iteration 19Q: 3 clusters Score -1465548 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 14630 members Entering Unmasked Estep Score: -1465568.625000 Penalty: 3143.828857 Iteration 20F: 3 clusters Score -1465569 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 14674 members Entering Unmasked Estep Score: -1465592.750000 Penalty: 3143.828857 Iteration 21Q: 3 clusters Score -1465593 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 14727 members Entering Unmasked Estep Score: -1465618.500000 Penalty: 3143.828857 Iteration 22Q: 3 clusters Score -1465618 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 14770 members Entering Unmasked Estep Score: -1465632.500000 Penalty: 3143.828857 Iteration 23Q: 3 clusters Score -1465632 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 14803 members Entering Unmasked Estep Score: -1465643.250000 Penalty: 3143.828857 Iteration 24Q: 3 clusters Score -1465643 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 14830 members Entering Unmasked Estep Score: -1465653.750000 Penalty: 3143.828857 Iteration 25Q: 3 clusters Score -1465654 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 14851 members Entering Unmasked Estep Score: -1465661.875000 Penalty: 3143.828857 Iteration 26Q: 3 clusters Score -1465662 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 14875 members Entering Unmasked Estep Score: -1465670.000000 Penalty: 3143.828857 Iteration 27Q: 3 clusters Score -1465670 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 14890 members Entering Unmasked Estep Score: -1465671.375000 Penalty: 3143.828857 Iteration 28Q: 3 clusters Score -1465671 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 14908 members Entering Unmasked Estep Score: -1465681.500000 Penalty: 3143.828857 Iteration 29Q: 3 clusters Score -1465682 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 14923 members Entering Unmasked Estep Score: -1465691.500000 Penalty: 3143.828857 Iteration 30Q: 3 clusters Score -1465692 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 14934 members Entering Unmasked Estep Score: -1465695.375000 Penalty: 3143.828857 Iteration 31Q: 3 clusters Score -1465695 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 14948 members Entering Unmasked Estep Score: -1465702.500000 Penalty: 3143.828857 Iteration 32Q: 3 clusters Score -1465702 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 14959 members Entering Unmasked Estep Score: -1465702.750000 Penalty: 3143.828857 Iteration 33Q: 3 clusters Score -1465703 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 14967 members Entering Unmasked Estep Score: -1465704.375000 Penalty: 3143.828857 Iteration 34Q: 3 clusters Score -1465704 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 14972 members Entering Unmasked Estep Score: -1465704.750000 Penalty: 3143.828857 Iteration 35Q: 3 clusters Score -1465705 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 14981 members Entering Unmasked Estep Score: -1465706.750000 Penalty: 3143.828857 Iteration 36Q: 3 clusters Score -1465707 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 14987 members Entering Unmasked Estep Score: -1465708.500000 Penalty: 3143.828857 Iteration 37Q: 3 clusters Score -1465708 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 14989 members Entering Unmasked Estep Score: -1465711.375000 Penalty: 3143.828857 Iteration 38Q: 3 clusters Score -1465711 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 14991 members Entering Unmasked Estep Score: -1465709.750000 Penalty: 3143.828857 Iteration 39Q: 3 clusters Score -1465710 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 14996 members Entering Unmasked Estep Score: -1465711.750000 Penalty: 3143.828857 Iteration 40F: 3 clusters Score -1465712 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 14999 members Entering Unmasked Estep Score: -1465711.625000 Penalty: 3143.828857 Iteration 41Q: 3 clusters Score -1465712 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 15003 members Entering Unmasked Estep Score: -1465715.000000 Penalty: 3143.828857 Iteration 42Q: 3 clusters Score -1465715 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 15008 members Entering Unmasked Estep Score: -1465712.750000 Penalty: 3143.828857 Iteration 43Q: 3 clusters Score -1465713 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 15011 members Entering Unmasked Estep Score: -1465715.000000 Penalty: 3143.828857 Iteration 44Q: 3 clusters Score -1465715 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 15016 members Entering Unmasked Estep Score: -1465717.875000 Penalty: 3143.828857 Iteration 45Q: 3 clusters Score -1465718 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 15020 members Entering Unmasked Estep Score: -1465716.625000 Penalty: 3143.828857 Iteration 46Q: 3 clusters Score -1465717 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 15024 members Entering Unmasked Estep Score: -1465718.625000 Penalty: 3143.828857 Iteration 47Q: 3 clusters Score -1465719 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 15028 members Entering Unmasked Estep Score: -1465720.250000 Penalty: 3143.828857 Iteration 48Q: 3 clusters Score -1465720 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 15034 members Entering Unmasked Estep Score: -1465722.625000 Penalty: 3143.828857 Iteration 49Q: 3 clusters Score -1465723 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 15039 members Entering Unmasked Estep Score: -1465722.000000 Penalty: 3143.828857 Iteration 50Q: 3 clusters Score -1465722 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 15046 members Entering Unmasked Estep Score: -1465723.750000 Penalty: 3143.828857 Iteration 51Q: 3 clusters Score -1465724 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 15051 members Entering Unmasked Estep Score: -1465727.250000 Penalty: 3143.828857 Iteration 52Q: 3 clusters Score -1465727 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 15054 members Entering Unmasked Estep Score: -1465726.875000 Penalty: 3143.828857 Iteration 53Q: 3 clusters Score -1465727 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 15055 members Entering Unmasked Estep Score: -1465728.125000 Penalty: 3143.828857 Iteration 54Q: 3 clusters Score -1465728 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 15055 members Entering Unmasked Estep Score: -1465728.125000 Penalty: 3143.828857 Iteration 55F: 3 clusters Score -1465728 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (770 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Entering Unmasked Estep Score: -71870.343750 Penalty: 1080.038452 Iteration 0F: 2 clusters Score -71870.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -70607.289062 Penalty: 2160.076904 Iteration 0F: 3 clusters Score -70607.29 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -70870.789062 Penalty: 2160.076904 Iteration 1F: 3 clusters Score -70870.79 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -71006.851562 Penalty: 2160.076904 Iteration 2F: 3 clusters Score -71006.85 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -71119.140625 Penalty: 2160.076904 Iteration 3F: 3 clusters Score -71119.14 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -71211.312500 Penalty: 2160.076904 Iteration 4F: 3 clusters Score -71211.31 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -71259.007812 Penalty: 2160.076904 Iteration 5Q: 3 clusters Score -71259.01 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -71279.750000 Penalty: 2160.076904 Iteration 6Q: 3 clusters Score -71279.75 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -71295.796875 Penalty: 2160.076904 Iteration 7Q: 3 clusters Score -71295.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -71303.898438 Penalty: 2160.076904 Iteration 8Q: 3 clusters Score -71303.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -71312.835938 Penalty: 2160.076904 Iteration 9Q: 3 clusters Score -71312.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -71321.015625 Penalty: 2160.076904 Iteration 10Q: 3 clusters Score -71321.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -71331.203125 Penalty: 2160.076904 Iteration 11Q: 3 clusters Score -71331.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -71346.304688 Penalty: 2160.076904 Iteration 12Q: 3 clusters Score -71346.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -71357.578125 Penalty: 2160.076904 Iteration 13Q: 3 clusters Score -71357.58 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -71368.539062 Penalty: 2160.076904 Iteration 14Q: 3 clusters Score -71368.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -71381.476562 Penalty: 2160.076904 Iteration 15Q: 3 clusters Score -71381.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -71386.492188 Penalty: 2160.076904 Iteration 16Q: 3 clusters Score -71386.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -71391.617188 Penalty: 2160.076904 Iteration 17Q: 3 clusters Score -71391.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -71405.210938 Penalty: 2160.076904 Iteration 18Q: 3 clusters Score -71405.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -71411.765625 Penalty: 2160.076904 Iteration 19Q: 3 clusters Score -71411.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -71417.359375 Penalty: 2160.076904 Iteration 20F: 3 clusters Score -71417.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -71423.312500 Penalty: 2160.076904 Iteration 21Q: 3 clusters Score -71423.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -71430.914062 Penalty: 2160.076904 Iteration 22Q: 3 clusters Score -71430.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -71431.781250 Penalty: 2160.076904 Iteration 23Q: 3 clusters Score -71431.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -71432.609375 Penalty: 2160.076904 Iteration 24Q: 3 clusters Score -71432.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -71434.812500 Penalty: 2160.076904 Iteration 25Q: 3 clusters Score -71434.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -71434.812500 Penalty: 2160.076904 Iteration 26F: 3 clusters Score -71434.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3030 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Entering Unmasked Estep Score: -292620.812500 Penalty: 1302.651733 Iteration 0F: 2 clusters Score -292620.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -289924.406250 Penalty: 2605.303467 Iteration 0F: 3 clusters Score -289924.4 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -290542.937500 Penalty: 2605.303467 Iteration 1F: 3 clusters Score -290542.9 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -290671.593750 Penalty: 2605.303467 Iteration 2F: 3 clusters Score -290671.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -290758.687500 Penalty: 2605.303467 Iteration 3Q: 3 clusters Score -290758.7 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -290833.625000 Penalty: 2605.303467 Iteration 4Q: 3 clusters Score -290833.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -290894.406250 Penalty: 2605.303467 Iteration 5Q: 3 clusters Score -290894.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -290959.406250 Penalty: 2605.303467 Iteration 6Q: 3 clusters Score -290959.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -291022.781250 Penalty: 2605.303467 Iteration 7Q: 3 clusters Score -291022.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -291078.062500 Penalty: 2605.303467 Iteration 8Q: 3 clusters Score -291078.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -291129.343750 Penalty: 2605.303467 Iteration 9Q: 3 clusters Score -291129.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -291167.812500 Penalty: 2605.303467 Iteration 10Q: 3 clusters Score -291167.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -291211.031250 Penalty: 2605.303467 Iteration 11Q: 3 clusters Score -291211 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -291256.000000 Penalty: 2605.303467 Iteration 12Q: 3 clusters Score -291256 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -291290.406250 Penalty: 2605.303467 Iteration 13Q: 3 clusters Score -291290.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -291326.312500 Penalty: 2605.303467 Iteration 14Q: 3 clusters Score -291326.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -291355.750000 Penalty: 2605.303467 Iteration 15Q: 3 clusters Score -291355.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -291382.281250 Penalty: 2605.303467 Iteration 16Q: 3 clusters Score -291382.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -291406.281250 Penalty: 2605.303467 Iteration 17Q: 3 clusters Score -291406.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -291422.250000 Penalty: 2605.303467 Iteration 18Q: 3 clusters Score -291422.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -291433.406250 Penalty: 2605.303467 Iteration 19Q: 3 clusters Score -291433.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -291446.250000 Penalty: 2605.303467 Iteration 20F: 3 clusters Score -291446.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -291458.375000 Penalty: 2605.303467 Iteration 21Q: 3 clusters Score -291458.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -291462.625000 Penalty: 2605.303467 Iteration 22Q: 3 clusters Score -291462.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -291474.625000 Penalty: 2605.303467 Iteration 23Q: 3 clusters Score -291474.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -291481.312500 Penalty: 2605.303467 Iteration 24Q: 3 clusters Score -291481.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -291488.406250 Penalty: 2605.303467 Iteration 25Q: 3 clusters Score -291488.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -291494.718750 Penalty: 2605.303467 Iteration 26Q: 3 clusters Score -291494.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -291500.562500 Penalty: 2605.303467 Iteration 27Q: 3 clusters Score -291500.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -291504.500000 Penalty: 2605.303467 Iteration 28Q: 3 clusters Score -291504.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -291509.406250 Penalty: 2605.303467 Iteration 29Q: 3 clusters Score -291509.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -291512.812500 Penalty: 2605.303467 Iteration 30Q: 3 clusters Score -291512.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -291513.375000 Penalty: 2605.303467 Iteration 31Q: 3 clusters Score -291513.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -291515.687500 Penalty: 2605.303467 Iteration 32Q: 3 clusters Score -291515.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -291516.343750 Penalty: 2605.303467 Iteration 33Q: 3 clusters Score -291516.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -291516.343750 Penalty: 2605.303467 Iteration 34F: 3 clusters Score -291516.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Entering Unmasked Estep Score: -123280.757812 Penalty: 1163.763550 Iteration 0F: 2 clusters Score -123280.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -121643.898438 Penalty: 2327.527100 Iteration 0F: 3 clusters Score -121643.9 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -121937.875000 Penalty: 2327.527100 Iteration 1F: 3 clusters Score -121937.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -122030.382812 Penalty: 2327.527100 Iteration 2F: 3 clusters Score -122030.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -122075.164062 Penalty: 2327.527100 Iteration 3Q: 3 clusters Score -122075.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -122094.648438 Penalty: 2327.527100 Iteration 4Q: 3 clusters Score -122094.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -122108.398438 Penalty: 2327.527100 Iteration 5Q: 3 clusters Score -122108.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -122123.109375 Penalty: 2327.527100 Iteration 6Q: 3 clusters Score -122123.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -122137.093750 Penalty: 2327.527100 Iteration 7Q: 3 clusters Score -122137.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -122149.796875 Penalty: 2327.527100 Iteration 8Q: 3 clusters Score -122149.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -122160.914062 Penalty: 2327.527100 Iteration 9Q: 3 clusters Score -122160.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -122168.789062 Penalty: 2327.527100 Iteration 10Q: 3 clusters Score -122168.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -122175.000000 Penalty: 2327.527100 Iteration 11Q: 3 clusters Score -122175 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -122178.882812 Penalty: 2327.527100 Iteration 12Q: 3 clusters Score -122178.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -122180.093750 Penalty: 2327.527100 Iteration 13Q: 3 clusters Score -122180.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -122181.742188 Penalty: 2327.527100 Iteration 14Q: 3 clusters Score -122181.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -122182.867188 Penalty: 2327.527100 Iteration 15Q: 3 clusters Score -122182.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -122183.445312 Penalty: 2327.527100 Iteration 16Q: 3 clusters Score -122183.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -122183.757812 Penalty: 2327.527100 Iteration 17Q: 3 clusters Score -122183.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -122185.398438 Penalty: 2327.527100 Iteration 18Q: 3 clusters Score -122185.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -122190.390625 Penalty: 2327.527100 Iteration 19Q: 3 clusters Score -122190.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -122193.554688 Penalty: 2327.527100 Iteration 20F: 3 clusters Score -122193.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -122195.484375 Penalty: 2327.527100 Iteration 21Q: 3 clusters Score -122195.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -122196.726562 Penalty: 2327.527100 Iteration 22Q: 3 clusters Score -122196.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -122198.609375 Penalty: 2327.527100 Iteration 23Q: 3 clusters Score -122198.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -122199.187500 Penalty: 2327.527100 Iteration 24Q: 3 clusters Score -122199.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -122199.187500 Penalty: 2327.527100 Iteration 25F: 3 clusters Score -122199.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1408 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Entering Unmasked Estep Score: -122033.265625 Penalty: 1178.112915 Iteration 0F: 2 clusters Score -122033.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -120364.921875 Penalty: 2356.225830 Iteration 0F: 3 clusters Score -120364.9 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -120776.007812 Penalty: 2356.225830 Iteration 1F: 3 clusters Score -120776 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -120916.328125 Penalty: 2356.225830 Iteration 2F: 3 clusters Score -120916.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -121003.632812 Penalty: 2356.225830 Iteration 3F: 3 clusters Score -121003.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -121082.367188 Penalty: 2356.225830 Iteration 4Q: 3 clusters Score -121082.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -121114.703125 Penalty: 2356.225830 Iteration 5Q: 3 clusters Score -121114.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -121136.562500 Penalty: 2356.225830 Iteration 6Q: 3 clusters Score -121136.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -121152.992188 Penalty: 2356.225830 Iteration 7Q: 3 clusters Score -121153 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -121156.742188 Penalty: 2356.225830 Iteration 8Q: 3 clusters Score -121156.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -121161.179688 Penalty: 2356.225830 Iteration 9Q: 3 clusters Score -121161.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -121165.648438 Penalty: 2356.225830 Iteration 10Q: 3 clusters Score -121165.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -121167.546875 Penalty: 2356.225830 Iteration 11Q: 3 clusters Score -121167.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -121168.687500 Penalty: 2356.225830 Iteration 12Q: 3 clusters Score -121168.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -121171.015625 Penalty: 2356.225830 Iteration 13Q: 3 clusters Score -121171 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -121176.875000 Penalty: 2356.225830 Iteration 14Q: 3 clusters Score -121176.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -121186.656250 Penalty: 2356.225830 Iteration 15Q: 3 clusters Score -121186.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -121196.617188 Penalty: 2356.225830 Iteration 16Q: 3 clusters Score -121196.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -121215.875000 Penalty: 2356.225830 Iteration 17Q: 3 clusters Score -121215.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -121224.625000 Penalty: 2356.225830 Iteration 18Q: 3 clusters Score -121224.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -121228.523438 Penalty: 2356.225830 Iteration 19Q: 3 clusters Score -121228.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -121232.523438 Penalty: 2356.225830 Iteration 20F: 3 clusters Score -121232.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -121237.492188 Penalty: 2356.225830 Iteration 21Q: 3 clusters Score -121237.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -121238.820312 Penalty: 2356.225830 Iteration 22Q: 3 clusters Score -121238.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -121241.367188 Penalty: 2356.225830 Iteration 23Q: 3 clusters Score -121241.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -121244.710938 Penalty: 2356.225830 Iteration 24Q: 3 clusters Score -121244.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -121245.453125 Penalty: 2356.225830 Iteration 25Q: 3 clusters Score -121245.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -121246.765625 Penalty: 2356.225830 Iteration 26Q: 3 clusters Score -121246.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -121246.992188 Penalty: 2356.225830 Iteration 27Q: 3 clusters Score -121247 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -121247.195312 Penalty: 2356.225830 Iteration 28Q: 3 clusters Score -121247.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -121247.500000 Penalty: 2356.225830 Iteration 29Q: 3 clusters Score -121247.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -121247.500000 Penalty: 2356.225830 Iteration 30F: 3 clusters Score -121247.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (983 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Entering Unmasked Estep Score: -93476.734375 Penalty: 1119.723999 Iteration 0F: 2 clusters Score -93476.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -92069.679688 Penalty: 2239.447998 Iteration 0F: 3 clusters Score -92069.68 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -92344.492188 Penalty: 2239.447998 Iteration 1F: 3 clusters Score -92344.49 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -92401.976562 Penalty: 2239.447998 Iteration 2F: 3 clusters Score -92401.98 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -92426.632812 Penalty: 2239.447998 Iteration 3Q: 3 clusters Score -92426.63 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -92440.695312 Penalty: 2239.447998 Iteration 4Q: 3 clusters Score -92440.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -92447.796875 Penalty: 2239.447998 Iteration 5Q: 3 clusters Score -92447.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -92455.648438 Penalty: 2239.447998 Iteration 6Q: 3 clusters Score -92455.65 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -92464.250000 Penalty: 2239.447998 Iteration 7Q: 3 clusters Score -92464.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -92471.382812 Penalty: 2239.447998 Iteration 8Q: 3 clusters Score -92471.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -92475.875000 Penalty: 2239.447998 Iteration 9Q: 3 clusters Score -92475.88 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -92482.453125 Penalty: 2239.447998 Iteration 10Q: 3 clusters Score -92482.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -92489.046875 Penalty: 2239.447998 Iteration 11Q: 3 clusters Score -92489.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -92493.281250 Penalty: 2239.447998 Iteration 12Q: 3 clusters Score -92493.28 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -92499.164062 Penalty: 2239.447998 Iteration 13Q: 3 clusters Score -92499.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -92508.468750 Penalty: 2239.447998 Iteration 14Q: 3 clusters Score -92508.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -92513.781250 Penalty: 2239.447998 Iteration 15Q: 3 clusters Score -92513.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -92518.968750 Penalty: 2239.447998 Iteration 16Q: 3 clusters Score -92518.97 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -92528.476562 Penalty: 2239.447998 Iteration 17Q: 3 clusters Score -92528.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -92536.843750 Penalty: 2239.447998 Iteration 18Q: 3 clusters Score -92536.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -92543.148438 Penalty: 2239.447998 Iteration 19Q: 3 clusters Score -92543.15 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -92553.523438 Penalty: 2239.447998 Iteration 20F: 3 clusters Score -92553.52 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -92562.242188 Penalty: 2239.447998 Iteration 21Q: 3 clusters Score -92562.24 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -92569.132812 Penalty: 2239.447998 Iteration 22Q: 3 clusters Score -92569.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -92574.226562 Penalty: 2239.447998 Iteration 23Q: 3 clusters Score -92574.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -92575.125000 Penalty: 2239.447998 Iteration 24Q: 3 clusters Score -92575.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -92576.703125 Penalty: 2239.447998 Iteration 25Q: 3 clusters Score -92576.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -92579.562500 Penalty: 2239.447998 Iteration 26Q: 3 clusters Score -92579.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -92581.703125 Penalty: 2239.447998 Iteration 27Q: 3 clusters Score -92581.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -92583.835938 Penalty: 2239.447998 Iteration 28Q: 3 clusters Score -92583.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -92585.351562 Penalty: 2239.447998 Iteration 29Q: 3 clusters Score -92585.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -92585.351562 Penalty: 2239.447998 Iteration 30F: 3 clusters Score -92585.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (6486 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Entering Unmasked Estep Score: -594765.375000 Penalty: 1426.327637 Iteration 0F: 2 clusters Score -594765.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -589786.062500 Penalty: 2852.655273 Iteration 0F: 3 clusters Score -589786.1 nChanged 2724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -591378.000000 Penalty: 2852.655273 Iteration 1F: 3 clusters Score -591378 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -591740.125000 Penalty: 2852.655273 Iteration 2F: 3 clusters Score -591740.1 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -592145.187500 Penalty: 2852.655273 Iteration 3F: 3 clusters Score -592145.2 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -592665.750000 Penalty: 2852.655273 Iteration 4F: 3 clusters Score -592665.8 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -593263.937500 Penalty: 2852.655273 Iteration 5F: 3 clusters Score -593263.9 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 4957 members Entering Unmasked Estep Score: -593693.937500 Penalty: 2852.655273 Iteration 6F: 3 clusters Score -593693.9 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 5180 members Entering Unmasked Estep Score: -593954.500000 Penalty: 2852.655273 Iteration 7F: 3 clusters Score -593954.5 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 5375 members Entering Unmasked Estep Score: -594146.250000 Penalty: 2852.655273 Iteration 8Q: 3 clusters Score -594146.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -594295.625000 Penalty: 2852.655273 Iteration 9Q: 3 clusters Score -594295.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -594400.562500 Penalty: 2852.655273 Iteration 10Q: 3 clusters Score -594400.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -594469.312500 Penalty: 2852.655273 Iteration 11Q: 3 clusters Score -594469.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -594538.625000 Penalty: 2852.655273 Iteration 12Q: 3 clusters Score -594538.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -594568.812500 Penalty: 2852.655273 Iteration 13Q: 3 clusters Score -594568.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 5794 members Entering Unmasked Estep Score: -594582.937500 Penalty: 2852.655273 Iteration 14Q: 3 clusters Score -594582.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -594585.687500 Penalty: 2852.655273 Iteration 15Q: 3 clusters Score -594585.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 5803 members Entering Unmasked Estep Score: -594589.000000 Penalty: 2852.655273 Iteration 16Q: 3 clusters Score -594589 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 5807 members Entering Unmasked Estep Score: -594590.500000 Penalty: 2852.655273 Iteration 17Q: 3 clusters Score -594590.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -594592.125000 Penalty: 2852.655273 Iteration 18Q: 3 clusters Score -594592.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 5812 members Entering Unmasked Estep Score: -594594.375000 Penalty: 2852.655273 Iteration 19Q: 3 clusters Score -594594.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 5813 members Entering Unmasked Estep Score: -594594.562500 Penalty: 2852.655273 Iteration 20F: 3 clusters Score -594594.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1372 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Entering Unmasked Estep Score: -121192.218750 Penalty: 1173.904053 Iteration 0F: 2 clusters Score -121192.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -119510.187500 Penalty: 2347.808105 Iteration 0F: 3 clusters Score -119510.2 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -119862.578125 Penalty: 2347.808105 Iteration 1F: 3 clusters Score -119862.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -119961.078125 Penalty: 2347.808105 Iteration 2F: 3 clusters Score -119961.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -120010.765625 Penalty: 2347.808105 Iteration 3Q: 3 clusters Score -120010.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -120039.578125 Penalty: 2347.808105 Iteration 4Q: 3 clusters Score -120039.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -120063.320312 Penalty: 2347.808105 Iteration 5Q: 3 clusters Score -120063.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -120077.171875 Penalty: 2347.808105 Iteration 6Q: 3 clusters Score -120077.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -120093.460938 Penalty: 2347.808105 Iteration 7Q: 3 clusters Score -120093.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -120101.757812 Penalty: 2347.808105 Iteration 8Q: 3 clusters Score -120101.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -120119.125000 Penalty: 2347.808105 Iteration 9Q: 3 clusters Score -120119.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -120135.703125 Penalty: 2347.808105 Iteration 10Q: 3 clusters Score -120135.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -120150.648438 Penalty: 2347.808105 Iteration 11Q: 3 clusters Score -120150.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -120162.500000 Penalty: 2347.808105 Iteration 12Q: 3 clusters Score -120162.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -120171.531250 Penalty: 2347.808105 Iteration 13Q: 3 clusters Score -120171.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -120180.789062 Penalty: 2347.808105 Iteration 14Q: 3 clusters Score -120180.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -120188.078125 Penalty: 2347.808105 Iteration 15Q: 3 clusters Score -120188.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -120203.710938 Penalty: 2347.808105 Iteration 16Q: 3 clusters Score -120203.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -120215.070312 Penalty: 2347.808105 Iteration 17Q: 3 clusters Score -120215.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -120217.750000 Penalty: 2347.808105 Iteration 18Q: 3 clusters Score -120217.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -120218.539062 Penalty: 2347.808105 Iteration 19Q: 3 clusters Score -120218.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -120219.140625 Penalty: 2347.808105 Iteration 20F: 3 clusters Score -120219.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -120219.937500 Penalty: 2347.808105 Iteration 21Q: 3 clusters Score -120219.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -120220.546875 Penalty: 2347.808105 Iteration 22Q: 3 clusters Score -120220.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -120221.953125 Penalty: 2347.808105 Iteration 23Q: 3 clusters Score -120222 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -120223.007812 Penalty: 2347.808105 Iteration 24Q: 3 clusters Score -120223 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -120223.710938 Penalty: 2347.808105 Iteration 25Q: 3 clusters Score -120223.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -120223.710938 Penalty: 2347.808105 Iteration 26F: 3 clusters Score -120223.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Entering Unmasked Estep Score: -285053.937500 Penalty: 1303.774048 Iteration 0F: 2 clusters Score -285053.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -282329.437500 Penalty: 2607.548096 Iteration 0F: 3 clusters Score -282329.4 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -283554.656250 Penalty: 2607.548096 Iteration 1F: 3 clusters Score -283554.7 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -284694.437500 Penalty: 2607.548096 Iteration 2F: 3 clusters Score -284694.4 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -285559.000000 Penalty: 2607.548096 Iteration 3F: 3 clusters Score -285559 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -285894.062500 Penalty: 2607.548096 Iteration 4F: 3 clusters Score -285894.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -286025.593750 Penalty: 2607.548096 Iteration 5Q: 3 clusters Score -286025.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -286085.812500 Penalty: 2607.548096 Iteration 6Q: 3 clusters Score -286085.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -286108.875000 Penalty: 2607.548096 Iteration 7Q: 3 clusters Score -286108.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -286126.875000 Penalty: 2607.548096 Iteration 8Q: 3 clusters Score -286126.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -286149.250000 Penalty: 2607.548096 Iteration 9Q: 3 clusters Score -286149.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -286168.218750 Penalty: 2607.548096 Iteration 10Q: 3 clusters Score -286168.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -286174.062500 Penalty: 2607.548096 Iteration 11Q: 3 clusters Score -286174.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -286181.187500 Penalty: 2607.548096 Iteration 12Q: 3 clusters Score -286181.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -286185.156250 Penalty: 2607.548096 Iteration 13Q: 3 clusters Score -286185.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -286195.125000 Penalty: 2607.548096 Iteration 14Q: 3 clusters Score -286195.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -286204.125000 Penalty: 2607.548096 Iteration 15Q: 3 clusters Score -286204.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -286208.812500 Penalty: 2607.548096 Iteration 16Q: 3 clusters Score -286208.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -286217.093750 Penalty: 2607.548096 Iteration 17Q: 3 clusters Score -286217.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -286223.031250 Penalty: 2607.548096 Iteration 18Q: 3 clusters Score -286223 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -286227.093750 Penalty: 2607.548096 Iteration 19Q: 3 clusters Score -286227.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -286229.968750 Penalty: 2607.548096 Iteration 20F: 3 clusters Score -286230 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -286233.250000 Penalty: 2607.548096 Iteration 21Q: 3 clusters Score -286233.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -286256.218750 Penalty: 2607.548096 Iteration 22Q: 3 clusters Score -286256.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -286257.218750 Penalty: 2607.548096 Iteration 23Q: 3 clusters Score -286257.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -286257.218750 Penalty: 2607.548096 Iteration 24F: 3 clusters Score -286257.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 486 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15888 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 3030 members Mstep: Class 8 contains 1289 members Mstep: Class 9 contains 1408 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1372 members Mstep: Class 13 contains 450 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 18481 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 3132 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2601 members Entering Unmasked Estep Score: -8399968.000000 Penalty: 40856.808594 Splitting cluster 13 changes total score from -8399312.000000 to -8399968.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 14 (1758 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Entering Unmasked Estep Score: -162017.578125 Penalty: 1214.188965 Iteration 0F: 2 clusters Score -162017.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -160088.109375 Penalty: 2428.377930 Iteration 0F: 3 clusters Score -160088.1 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -160551.828125 Penalty: 2428.377930 Iteration 1F: 3 clusters Score -160551.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -160732.765625 Penalty: 2428.377930 Iteration 2F: 3 clusters Score -160732.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -160958.484375 Penalty: 2428.377930 Iteration 3F: 3 clusters Score -160958.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -161176.750000 Penalty: 2428.377930 Iteration 4F: 3 clusters Score -161176.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -161381.828125 Penalty: 2428.377930 Iteration 5F: 3 clusters Score -161381.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -161490.906250 Penalty: 2428.377930 Iteration 6Q: 3 clusters Score -161490.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -161556.562500 Penalty: 2428.377930 Iteration 7Q: 3 clusters Score -161556.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -161595.500000 Penalty: 2428.377930 Iteration 8Q: 3 clusters Score -161595.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -161613.187500 Penalty: 2428.377930 Iteration 9Q: 3 clusters Score -161613.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -161621.390625 Penalty: 2428.377930 Iteration 10Q: 3 clusters Score -161621.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -161628.640625 Penalty: 2428.377930 Iteration 11Q: 3 clusters Score -161628.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -161630.421875 Penalty: 2428.377930 Iteration 12Q: 3 clusters Score -161630.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -161633.453125 Penalty: 2428.377930 Iteration 13Q: 3 clusters Score -161633.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -161634.296875 Penalty: 2428.377930 Iteration 14Q: 3 clusters Score -161634.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -161635.593750 Penalty: 2428.377930 Iteration 15Q: 3 clusters Score -161635.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -161635.593750 Penalty: 2428.377930 Iteration 16F: 3 clusters Score -161635.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (18481 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18481 members Entering Unmasked Estep Score: -1790488.125000 Penalty: 1596.480957 Iteration 0F: 2 clusters Score -1790488 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9242 members Mstep: Class 2 contains 9239 members Entering Unmasked Estep Score: -1777900.125000 Penalty: 3192.961914 Iteration 0F: 3 clusters Score -1777900 nChanged 8214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9616 members Mstep: Class 2 contains 8865 members Entering Unmasked Estep Score: -1782439.875000 Penalty: 3192.961914 Iteration 1F: 3 clusters Score -1782440 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9821 members Mstep: Class 2 contains 8660 members Entering Unmasked Estep Score: -1782863.625000 Penalty: 3192.961914 Iteration 2F: 3 clusters Score -1782864 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10099 members Mstep: Class 2 contains 8382 members Entering Unmasked Estep Score: -1783379.875000 Penalty: 3192.961914 Iteration 3F: 3 clusters Score -1783380 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10474 members Mstep: Class 2 contains 8007 members Entering Unmasked Estep Score: -1784060.125000 Penalty: 3192.961914 Iteration 4F: 3 clusters Score -1784060 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10925 members Mstep: Class 2 contains 7556 members Entering Unmasked Estep Score: -1784952.375000 Penalty: 3192.961914 Iteration 5F: 3 clusters Score -1784952 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11478 members Mstep: Class 2 contains 7003 members Entering Unmasked Estep Score: -1785891.625000 Penalty: 3192.961914 Iteration 6F: 3 clusters Score -1785892 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12038 members Mstep: Class 2 contains 6443 members Entering Unmasked Estep Score: -1786648.125000 Penalty: 3192.961914 Iteration 7F: 3 clusters Score -1786648 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12557 members Mstep: Class 2 contains 5924 members Entering Unmasked Estep Score: -1787352.125000 Penalty: 3192.961914 Iteration 8F: 3 clusters Score -1787352 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13061 members Mstep: Class 2 contains 5420 members Entering Unmasked Estep Score: -1787993.750000 Penalty: 3192.961914 Iteration 9Q: 3 clusters Score -1787994 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13449 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -1788437.875000 Penalty: 3192.961914 Iteration 10Q: 3 clusters Score -1788438 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13752 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -1788697.250000 Penalty: 3192.961914 Iteration 11Q: 3 clusters Score -1788697 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13979 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -1788836.250000 Penalty: 3192.961914 Iteration 12Q: 3 clusters Score -1788836 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14186 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -1788927.750000 Penalty: 3192.961914 Iteration 13Q: 3 clusters Score -1788928 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14389 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -1789016.500000 Penalty: 3192.961914 Iteration 14Q: 3 clusters Score -1789016 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14594 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -1789089.375000 Penalty: 3192.961914 Iteration 15Q: 3 clusters Score -1789089 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14776 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -1789147.750000 Penalty: 3192.961914 Iteration 16Q: 3 clusters Score -1789148 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14945 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -1789208.625000 Penalty: 3192.961914 Iteration 17Q: 3 clusters Score -1789209 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15108 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -1789260.875000 Penalty: 3192.961914 Iteration 18Q: 3 clusters Score -1789261 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15265 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -1789312.000000 Penalty: 3192.961914 Iteration 19Q: 3 clusters Score -1789312 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15428 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -1789361.500000 Penalty: 3192.961914 Iteration 20F: 3 clusters Score -1789362 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15573 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -1789423.500000 Penalty: 3192.961914 Iteration 21Q: 3 clusters Score -1789424 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15706 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -1789470.375000 Penalty: 3192.961914 Iteration 22Q: 3 clusters Score -1789470 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15825 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -1789513.000000 Penalty: 3192.961914 Iteration 23Q: 3 clusters Score -1789513 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15923 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -1789545.625000 Penalty: 3192.961914 Iteration 24Q: 3 clusters Score -1789546 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16015 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -1789596.625000 Penalty: 3192.961914 Iteration 25Q: 3 clusters Score -1789597 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16109 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -1789642.750000 Penalty: 3192.961914 Iteration 26Q: 3 clusters Score -1789643 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16213 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -1789734.875000 Penalty: 3192.961914 Iteration 27Q: 3 clusters Score -1789735 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16335 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -1789885.375000 Penalty: 3192.961914 Iteration 28Q: 3 clusters Score -1789885 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16446 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -1790018.375000 Penalty: 3192.961914 Iteration 29Q: 3 clusters Score -1790018 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16532 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -1790094.625000 Penalty: 3192.961914 Iteration 30Q: 3 clusters Score -1790095 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16613 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -1790146.250000 Penalty: 3192.961914 Iteration 31Q: 3 clusters Score -1790146 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16658 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -1790162.375000 Penalty: 3192.961914 Iteration 32Q: 3 clusters Score -1790162 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16701 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -1790176.625000 Penalty: 3192.961914 Iteration 33Q: 3 clusters Score -1790177 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16727 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -1790184.375000 Penalty: 3192.961914 Iteration 34Q: 3 clusters Score -1790184 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16745 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -1790190.125000 Penalty: 3192.961914 Iteration 35Q: 3 clusters Score -1790190 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16759 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -1790192.625000 Penalty: 3192.961914 Iteration 36Q: 3 clusters Score -1790193 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16770 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -1790194.125000 Penalty: 3192.961914 Iteration 37Q: 3 clusters Score -1790194 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16777 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -1790193.875000 Penalty: 3192.961914 Iteration 38Q: 3 clusters Score -1790194 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16788 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -1790201.250000 Penalty: 3192.961914 Iteration 39Q: 3 clusters Score -1790201 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16799 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -1790208.000000 Penalty: 3192.961914 Iteration 40F: 3 clusters Score -1790208 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16805 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -1790210.250000 Penalty: 3192.961914 Iteration 41Q: 3 clusters Score -1790210 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16812 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -1790211.625000 Penalty: 3192.961914 Iteration 42Q: 3 clusters Score -1790212 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16818 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -1790211.125000 Penalty: 3192.961914 Iteration 43Q: 3 clusters Score -1790211 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16821 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -1790209.125000 Penalty: 3192.961914 Iteration 44Q: 3 clusters Score -1790209 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16824 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -1790213.750000 Penalty: 3192.961914 Iteration 45Q: 3 clusters Score -1790214 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16827 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -1790212.875000 Penalty: 3192.961914 Iteration 46Q: 3 clusters Score -1790213 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16827 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -1790212.875000 Penalty: 3192.961914 Iteration 47F: 3 clusters Score -1790213 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (15913 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15913 members Entering Unmasked Estep Score: -1524935.375000 Penalty: 1572.169922 Iteration 0F: 2 clusters Score -1524935 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7992 members Mstep: Class 2 contains 7921 members Entering Unmasked Estep Score: -1513984.000000 Penalty: 3144.339844 Iteration 0F: 3 clusters Score -1513984 nChanged 7093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8381 members Mstep: Class 2 contains 7532 members Entering Unmasked Estep Score: -1517711.875000 Penalty: 3144.339844 Iteration 1F: 3 clusters Score -1517712 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8706 members Mstep: Class 2 contains 7207 members Entering Unmasked Estep Score: -1518035.625000 Penalty: 3144.339844 Iteration 2F: 3 clusters Score -1518036 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9152 members Mstep: Class 2 contains 6761 members Entering Unmasked Estep Score: -1518353.750000 Penalty: 3144.339844 Iteration 3F: 3 clusters Score -1518354 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9720 members Mstep: Class 2 contains 6193 members Entering Unmasked Estep Score: -1518721.250000 Penalty: 3144.339844 Iteration 4F: 3 clusters Score -1518721 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10429 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -1519178.125000 Penalty: 3144.339844 Iteration 5F: 3 clusters Score -1519178 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11297 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -1519795.750000 Penalty: 3144.339844 Iteration 6F: 3 clusters Score -1519796 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12260 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -1520572.750000 Penalty: 3144.339844 Iteration 7F: 3 clusters Score -1520573 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13248 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -1521468.625000 Penalty: 3144.339844 Iteration 8F: 3 clusters Score -1521469 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14064 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -1522289.500000 Penalty: 3144.339844 Iteration 9F: 3 clusters Score -1522290 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14659 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -1522877.750000 Penalty: 3144.339844 Iteration 10Q: 3 clusters Score -1522878 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15002 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -1523261.875000 Penalty: 3144.339844 Iteration 11Q: 3 clusters Score -1523262 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15194 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -1523514.750000 Penalty: 3144.339844 Iteration 12Q: 3 clusters Score -1523515 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15290 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -1523651.500000 Penalty: 3144.339844 Iteration 13Q: 3 clusters Score -1523652 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15328 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -1523728.500000 Penalty: 3144.339844 Iteration 14Q: 3 clusters Score -1523728 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15350 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -1523781.750000 Penalty: 3144.339844 Iteration 15Q: 3 clusters Score -1523782 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15363 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -1523830.125000 Penalty: 3144.339844 Iteration 16Q: 3 clusters Score -1523830 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15375 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -1523873.750000 Penalty: 3144.339844 Iteration 17Q: 3 clusters Score -1523874 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15383 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -1523899.500000 Penalty: 3144.339844 Iteration 18Q: 3 clusters Score -1523900 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15380 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -1523915.750000 Penalty: 3144.339844 Iteration 19Q: 3 clusters Score -1523916 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15383 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -1523941.250000 Penalty: 3144.339844 Iteration 20F: 3 clusters Score -1523941 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15386 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -1523957.500000 Penalty: 3144.339844 Iteration 21Q: 3 clusters Score -1523958 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15391 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -1523977.500000 Penalty: 3144.339844 Iteration 22Q: 3 clusters Score -1523978 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15393 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -1523989.125000 Penalty: 3144.339844 Iteration 23Q: 3 clusters Score -1523989 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15404 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -1524004.250000 Penalty: 3144.339844 Iteration 24Q: 3 clusters Score -1524004 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15404 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -1524015.375000 Penalty: 3144.339844 Iteration 25Q: 3 clusters Score -1524015 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15403 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -1524023.875000 Penalty: 3144.339844 Iteration 26Q: 3 clusters Score -1524024 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15399 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -1524025.750000 Penalty: 3144.339844 Iteration 27Q: 3 clusters Score -1524026 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15396 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -1524029.750000 Penalty: 3144.339844 Iteration 28Q: 3 clusters Score -1524030 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15390 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -1524032.500000 Penalty: 3144.339844 Iteration 29Q: 3 clusters Score -1524032 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15388 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -1524034.500000 Penalty: 3144.339844 Iteration 30Q: 3 clusters Score -1524034 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15385 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -1524037.125000 Penalty: 3144.339844 Iteration 31Q: 3 clusters Score -1524037 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15382 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -1524040.125000 Penalty: 3144.339844 Iteration 32Q: 3 clusters Score -1524040 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15385 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -1524043.875000 Penalty: 3144.339844 Iteration 33Q: 3 clusters Score -1524044 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15388 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -1524051.375000 Penalty: 3144.339844 Iteration 34Q: 3 clusters Score -1524051 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15391 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -1524050.750000 Penalty: 3144.339844 Iteration 35Q: 3 clusters Score -1524051 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15391 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -1524052.250000 Penalty: 3144.339844 Iteration 36Q: 3 clusters Score -1524052 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15389 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -1524054.500000 Penalty: 3144.339844 Iteration 37Q: 3 clusters Score -1524054 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15389 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -1524054.500000 Penalty: 3144.339844 Iteration 38F: 3 clusters Score -1524054 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2845 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Entering Unmasked Estep Score: -270871.906250 Penalty: 1292.414307 Iteration 0F: 2 clusters Score -270871.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -268249.125000 Penalty: 2584.828613 Iteration 0F: 3 clusters Score -268249.1 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -268933.250000 Penalty: 2584.828613 Iteration 1F: 3 clusters Score -268933.2 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -269065.562500 Penalty: 2584.828613 Iteration 2F: 3 clusters Score -269065.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -269151.375000 Penalty: 2584.828613 Iteration 3F: 3 clusters Score -269151.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -269227.812500 Penalty: 2584.828613 Iteration 4Q: 3 clusters Score -269227.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -269298.812500 Penalty: 2584.828613 Iteration 5Q: 3 clusters Score -269298.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -269366.062500 Penalty: 2584.828613 Iteration 6Q: 3 clusters Score -269366.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -269411.562500 Penalty: 2584.828613 Iteration 7Q: 3 clusters Score -269411.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -269454.062500 Penalty: 2584.828613 Iteration 8Q: 3 clusters Score -269454.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -269495.781250 Penalty: 2584.828613 Iteration 9Q: 3 clusters Score -269495.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -269547.812500 Penalty: 2584.828613 Iteration 10Q: 3 clusters Score -269547.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -269600.437500 Penalty: 2584.828613 Iteration 11Q: 3 clusters Score -269600.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -269644.187500 Penalty: 2584.828613 Iteration 12Q: 3 clusters Score -269644.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -269686.812500 Penalty: 2584.828613 Iteration 13Q: 3 clusters Score -269686.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -269736.968750 Penalty: 2584.828613 Iteration 14Q: 3 clusters Score -269737 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -269776.531250 Penalty: 2584.828613 Iteration 15Q: 3 clusters Score -269776.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -269800.062500 Penalty: 2584.828613 Iteration 16Q: 3 clusters Score -269800.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -269818.875000 Penalty: 2584.828613 Iteration 17Q: 3 clusters Score -269818.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -269833.656250 Penalty: 2584.828613 Iteration 18Q: 3 clusters Score -269833.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -269848.031250 Penalty: 2584.828613 Iteration 19Q: 3 clusters Score -269848 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -269858.375000 Penalty: 2584.828613 Iteration 20F: 3 clusters Score -269858.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -269868.968750 Penalty: 2584.828613 Iteration 21Q: 3 clusters Score -269869 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -269876.906250 Penalty: 2584.828613 Iteration 22Q: 3 clusters Score -269876.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -269882.781250 Penalty: 2584.828613 Iteration 23Q: 3 clusters Score -269882.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -269884.968750 Penalty: 2584.828613 Iteration 24Q: 3 clusters Score -269885 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -269889.593750 Penalty: 2584.828613 Iteration 25Q: 3 clusters Score -269889.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -269893.343750 Penalty: 2584.828613 Iteration 26Q: 3 clusters Score -269893.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -269897.656250 Penalty: 2584.828613 Iteration 27Q: 3 clusters Score -269897.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -269903.343750 Penalty: 2584.828613 Iteration 28Q: 3 clusters Score -269903.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -269909.218750 Penalty: 2584.828613 Iteration 29Q: 3 clusters Score -269909.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -269915.656250 Penalty: 2584.828613 Iteration 30Q: 3 clusters Score -269915.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -269923.937500 Penalty: 2584.828613 Iteration 31Q: 3 clusters Score -269923.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -269929.718750 Penalty: 2584.828613 Iteration 32Q: 3 clusters Score -269929.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -269936.031250 Penalty: 2584.828613 Iteration 33Q: 3 clusters Score -269936 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -269940.437500 Penalty: 2584.828613 Iteration 34Q: 3 clusters Score -269940.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -269945.750000 Penalty: 2584.828613 Iteration 35Q: 3 clusters Score -269945.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -269953.062500 Penalty: 2584.828613 Iteration 36Q: 3 clusters Score -269953.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -269961.312500 Penalty: 2584.828613 Iteration 37Q: 3 clusters Score -269961.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -269972.343750 Penalty: 2584.828613 Iteration 38Q: 3 clusters Score -269972.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -269981.906250 Penalty: 2584.828613 Iteration 39Q: 3 clusters Score -269981.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -269987.406250 Penalty: 2584.828613 Iteration 40F: 3 clusters Score -269987.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -269994.406250 Penalty: 2584.828613 Iteration 41Q: 3 clusters Score -269994.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -270002.531250 Penalty: 2584.828613 Iteration 42Q: 3 clusters Score -270002.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -270007.531250 Penalty: 2584.828613 Iteration 43Q: 3 clusters Score -270007.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -270011.906250 Penalty: 2584.828613 Iteration 44Q: 3 clusters Score -270011.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -270014.281250 Penalty: 2584.828613 Iteration 45Q: 3 clusters Score -270014.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -270014.281250 Penalty: 2584.828613 Iteration 46Q: 3 clusters Score -270014.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -270014.562500 Penalty: 2584.828613 Iteration 47Q: 3 clusters Score -270014.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -270015.343750 Penalty: 2584.828613 Iteration 48Q: 3 clusters Score -270015.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -270015.343750 Penalty: 2584.828613 Iteration 49F: 3 clusters Score -270015.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5658 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Entering Unmasked Estep Score: -537435.187500 Penalty: 1404.134155 Iteration 0F: 2 clusters Score -537435.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -533052.750000 Penalty: 2808.268311 Iteration 0F: 3 clusters Score -533052.8 nChanged 2283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -534315.062500 Penalty: 2808.268311 Iteration 1F: 3 clusters Score -534315.1 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -534543.562500 Penalty: 2808.268311 Iteration 2F: 3 clusters Score -534543.6 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -534701.062500 Penalty: 2808.268311 Iteration 3F: 3 clusters Score -534701.1 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -534836.562500 Penalty: 2808.268311 Iteration 4Q: 3 clusters Score -534836.6 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -534937.187500 Penalty: 2808.268311 Iteration 5Q: 3 clusters Score -534937.2 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -535068.437500 Penalty: 2808.268311 Iteration 6Q: 3 clusters Score -535068.4 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -535234.812500 Penalty: 2808.268311 Iteration 7Q: 3 clusters Score -535234.8 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -535499.187500 Penalty: 2808.268311 Iteration 8F: 3 clusters Score -535499.2 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -535772.250000 Penalty: 2808.268311 Iteration 9F: 3 clusters Score -535772.2 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -536094.062500 Penalty: 2808.268311 Iteration 10F: 3 clusters Score -536094.1 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -536382.437500 Penalty: 2808.268311 Iteration 11F: 3 clusters Score -536382.4 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -536566.437500 Penalty: 2808.268311 Iteration 12Q: 3 clusters Score -536566.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -536666.750000 Penalty: 2808.268311 Iteration 13Q: 3 clusters Score -536666.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -536742.187500 Penalty: 2808.268311 Iteration 14Q: 3 clusters Score -536742.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -536799.375000 Penalty: 2808.268311 Iteration 15Q: 3 clusters Score -536799.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -536842.812500 Penalty: 2808.268311 Iteration 16Q: 3 clusters Score -536842.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -536877.000000 Penalty: 2808.268311 Iteration 17Q: 3 clusters Score -536877 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -536904.687500 Penalty: 2808.268311 Iteration 18Q: 3 clusters Score -536904.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -536929.625000 Penalty: 2808.268311 Iteration 19Q: 3 clusters Score -536929.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -536950.937500 Penalty: 2808.268311 Iteration 20F: 3 clusters Score -536950.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -536971.062500 Penalty: 2808.268311 Iteration 21Q: 3 clusters Score -536971.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -536986.750000 Penalty: 2808.268311 Iteration 22Q: 3 clusters Score -536986.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -537002.062500 Penalty: 2808.268311 Iteration 23Q: 3 clusters Score -537002.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -537015.000000 Penalty: 2808.268311 Iteration 24Q: 3 clusters Score -537015 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -537032.250000 Penalty: 2808.268311 Iteration 25Q: 3 clusters Score -537032.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -537043.687500 Penalty: 2808.268311 Iteration 26Q: 3 clusters Score -537043.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -537054.875000 Penalty: 2808.268311 Iteration 27Q: 3 clusters Score -537054.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -537062.875000 Penalty: 2808.268311 Iteration 28Q: 3 clusters Score -537062.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -537067.750000 Penalty: 2808.268311 Iteration 29Q: 3 clusters Score -537067.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -537072.625000 Penalty: 2808.268311 Iteration 30Q: 3 clusters Score -537072.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -537077.312500 Penalty: 2808.268311 Iteration 31Q: 3 clusters Score -537077.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -537081.250000 Penalty: 2808.268311 Iteration 32Q: 3 clusters Score -537081.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -537084.000000 Penalty: 2808.268311 Iteration 33Q: 3 clusters Score -537084 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -537086.562500 Penalty: 2808.268311 Iteration 34Q: 3 clusters Score -537086.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -537089.312500 Penalty: 2808.268311 Iteration 35Q: 3 clusters Score -537089.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -537093.125000 Penalty: 2808.268311 Iteration 36Q: 3 clusters Score -537093.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -537096.500000 Penalty: 2808.268311 Iteration 37Q: 3 clusters Score -537096.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -537101.500000 Penalty: 2808.268311 Iteration 38Q: 3 clusters Score -537101.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -537101.625000 Penalty: 2808.268311 Iteration 39Q: 3 clusters Score -537101.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -537106.437500 Penalty: 2808.268311 Iteration 40F: 3 clusters Score -537106.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -537108.875000 Penalty: 2808.268311 Iteration 41Q: 3 clusters Score -537108.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -537110.437500 Penalty: 2808.268311 Iteration 42Q: 3 clusters Score -537110.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -537112.937500 Penalty: 2808.268311 Iteration 43Q: 3 clusters Score -537112.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -537114.062500 Penalty: 2808.268311 Iteration 44Q: 3 clusters Score -537114.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -537116.250000 Penalty: 2808.268311 Iteration 45Q: 3 clusters Score -537116.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -537117.125000 Penalty: 2808.268311 Iteration 46Q: 3 clusters Score -537117.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -537117.937500 Penalty: 2808.268311 Iteration 47Q: 3 clusters Score -537117.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -537117.187500 Penalty: 2808.268311 Iteration 48Q: 3 clusters Score -537117.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -537117.500000 Penalty: 2808.268311 Iteration 49Q: 3 clusters Score -537117.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -537117.500000 Penalty: 2808.268311 Iteration 50F: 3 clusters Score -537117.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3132 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Entering Unmasked Estep Score: -291075.968750 Penalty: 1308.031860 Iteration 0F: 2 clusters Score -291076 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -288282.750000 Penalty: 2616.063721 Iteration 0F: 3 clusters Score -288282.8 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -288943.843750 Penalty: 2616.063721 Iteration 1F: 3 clusters Score -288943.8 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -289158.000000 Penalty: 2616.063721 Iteration 2F: 3 clusters Score -289158 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -289429.531250 Penalty: 2616.063721 Iteration 3F: 3 clusters Score -289429.5 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -289886.343750 Penalty: 2616.063721 Iteration 4F: 3 clusters Score -289886.3 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -290448.218750 Penalty: 2616.063721 Iteration 5F: 3 clusters Score -290448.2 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -290795.125000 Penalty: 2616.063721 Iteration 6F: 3 clusters Score -290795.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -290948.500000 Penalty: 2616.063721 Iteration 7Q: 3 clusters Score -290948.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -291045.812500 Penalty: 2616.063721 Iteration 8Q: 3 clusters Score -291045.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -291120.781250 Penalty: 2616.063721 Iteration 9Q: 3 clusters Score -291120.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -291176.187500 Penalty: 2616.063721 Iteration 10Q: 3 clusters Score -291176.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -291229.750000 Penalty: 2616.063721 Iteration 11Q: 3 clusters Score -291229.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -291289.187500 Penalty: 2616.063721 Iteration 12Q: 3 clusters Score -291289.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -291344.218750 Penalty: 2616.063721 Iteration 13Q: 3 clusters Score -291344.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -291376.562500 Penalty: 2616.063721 Iteration 14Q: 3 clusters Score -291376.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -291397.500000 Penalty: 2616.063721 Iteration 15Q: 3 clusters Score -291397.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -291417.625000 Penalty: 2616.063721 Iteration 16Q: 3 clusters Score -291417.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -291437.843750 Penalty: 2616.063721 Iteration 17Q: 3 clusters Score -291437.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -291446.781250 Penalty: 2616.063721 Iteration 18Q: 3 clusters Score -291446.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -291451.812500 Penalty: 2616.063721 Iteration 19Q: 3 clusters Score -291451.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -291455.843750 Penalty: 2616.063721 Iteration 20F: 3 clusters Score -291455.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -291462.343750 Penalty: 2616.063721 Iteration 21Q: 3 clusters Score -291462.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -291467.437500 Penalty: 2616.063721 Iteration 22Q: 3 clusters Score -291467.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -291470.218750 Penalty: 2616.063721 Iteration 23Q: 3 clusters Score -291470.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -291470.218750 Penalty: 2616.063721 Iteration 24F: 3 clusters Score -291470.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 486 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15888 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 3030 members Mstep: Class 8 contains 1289 members Mstep: Class 9 contains 1408 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1372 members Mstep: Class 13 contains 450 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 18481 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 630 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2601 members Mstep: Class 23 contains 2502 members Entering Unmasked Estep Score: -8399826.000000 Penalty: 42713.937500 Splitting cluster 19 changes total score from -8399312.000000 to -8399826.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 20 (838 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Entering Unmasked Estep Score: -79379.398438 Penalty: 1093.790405 Iteration 0F: 2 clusters Score -79379.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -78050.117188 Penalty: 2187.580811 Iteration 0F: 3 clusters Score -78050.12 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -78292.593750 Penalty: 2187.580811 Iteration 1F: 3 clusters Score -78292.59 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -78363.687500 Penalty: 2187.580811 Iteration 2F: 3 clusters Score -78363.69 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -78397.945312 Penalty: 2187.580811 Iteration 3Q: 3 clusters Score -78397.95 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -78410.375000 Penalty: 2187.580811 Iteration 4Q: 3 clusters Score -78410.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -78420.156250 Penalty: 2187.580811 Iteration 5Q: 3 clusters Score -78420.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -78422.976562 Penalty: 2187.580811 Iteration 6Q: 3 clusters Score -78422.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -78423.531250 Penalty: 2187.580811 Iteration 7Q: 3 clusters Score -78423.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -78424.679688 Penalty: 2187.580811 Iteration 8Q: 3 clusters Score -78424.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -78425.789062 Penalty: 2187.580811 Iteration 9Q: 3 clusters Score -78425.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -78425.789062 Penalty: 2187.580811 Iteration 10F: 3 clusters Score -78425.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (988 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Entering Unmasked Estep Score: -90824.179688 Penalty: 1120.548462 Iteration 0F: 2 clusters Score -90824.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -89360.585938 Penalty: 2241.096924 Iteration 0F: 3 clusters Score -89360.59 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -89608.375000 Penalty: 2241.096924 Iteration 1F: 3 clusters Score -89608.38 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -89685.632812 Penalty: 2241.096924 Iteration 2F: 3 clusters Score -89685.63 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -89722.054688 Penalty: 2241.096924 Iteration 3Q: 3 clusters Score -89722.05 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -89746.687500 Penalty: 2241.096924 Iteration 4Q: 3 clusters Score -89746.69 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -89762.164062 Penalty: 2241.096924 Iteration 5Q: 3 clusters Score -89762.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -89770.953125 Penalty: 2241.096924 Iteration 6Q: 3 clusters Score -89770.95 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -89778.234375 Penalty: 2241.096924 Iteration 7Q: 3 clusters Score -89778.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -89783.328125 Penalty: 2241.096924 Iteration 8Q: 3 clusters Score -89783.33 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -89787.335938 Penalty: 2241.096924 Iteration 9Q: 3 clusters Score -89787.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -89792.476562 Penalty: 2241.096924 Iteration 10Q: 3 clusters Score -89792.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -89793.109375 Penalty: 2241.096924 Iteration 11Q: 3 clusters Score -89793.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -89793.640625 Penalty: 2241.096924 Iteration 12Q: 3 clusters Score -89793.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -89795.054688 Penalty: 2241.096924 Iteration 13Q: 3 clusters Score -89795.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -89795.054688 Penalty: 2241.096924 Iteration 14F: 3 clusters Score -89795.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 486 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15888 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 3030 members Mstep: Class 8 contains 1289 members Mstep: Class 9 contains 1408 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1372 members Mstep: Class 13 contains 450 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 18481 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 630 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -8400200.000000 Penalty: 42713.937500 Iteration 75F: 24 clusters Score -8400200 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 484 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15888 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 3003 members Mstep: Class 8 contains 1289 members Mstep: Class 9 contains 1408 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1356 members Mstep: Class 13 contains 493 members Mstep: Class 14 contains 1746 members Mstep: Class 15 contains 18453 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 613 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2563 members Mstep: Class 23 contains 2595 members Entering Unmasked Estep ConsiderDeletion Score: -8400513.000000 Penalty: 42713.937500 Iteration 76Q: 24 clusters Score -8400513 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 485 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2827 members Mstep: Class 5 contains 15888 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2970 members Mstep: Class 8 contains 1289 members Mstep: Class 9 contains 1409 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1357 members Mstep: Class 13 contains 513 members Mstep: Class 14 contains 1742 members Mstep: Class 15 contains 18427 members Mstep: Class 16 contains 15913 members Mstep: Class 17 contains 2844 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 603 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2542 members Mstep: Class 23 contains 2666 members Entering Unmasked Estep ConsiderDeletion Score: -8400641.000000 Penalty: 42713.937500 Iteration 77Q: 24 clusters Score -8400641 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 486 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2826 members Mstep: Class 5 contains 15889 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2950 members Mstep: Class 8 contains 1288 members Mstep: Class 9 contains 1407 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1365 members Mstep: Class 13 contains 526 members Mstep: Class 14 contains 1736 members Mstep: Class 15 contains 18413 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2844 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2522 members Mstep: Class 23 contains 2710 members Entering Unmasked Estep ConsiderDeletion Score: -8400739.000000 Penalty: 42713.937500 Iteration 78Q: 24 clusters Score -8400739 nChanged 95 Entering ConstructFrom: Score: -8400739.000000 Penalty: 42713.937500 Entering ConstructFrom: Trying to split cluster 1 (4155 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Entering Unmasked Estep Score: -387757.031250 Penalty: 1353.960938 Iteration 0F: 2 clusters Score -387757 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -384329.406250 Penalty: 2707.921875 Iteration 0F: 3 clusters Score -384329.4 nChanged 1599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -385260.531250 Penalty: 2707.921875 Iteration 1F: 3 clusters Score -385260.5 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -385430.031250 Penalty: 2707.921875 Iteration 2F: 3 clusters Score -385430 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -385543.000000 Penalty: 2707.921875 Iteration 3Q: 3 clusters Score -385543 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -385639.500000 Penalty: 2707.921875 Iteration 4Q: 3 clusters Score -385639.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -385717.406250 Penalty: 2707.921875 Iteration 5Q: 3 clusters Score -385717.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -385803.593750 Penalty: 2707.921875 Iteration 6Q: 3 clusters Score -385803.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -385885.312500 Penalty: 2707.921875 Iteration 7Q: 3 clusters Score -385885.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -385983.250000 Penalty: 2707.921875 Iteration 8Q: 3 clusters Score -385983.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -386080.125000 Penalty: 2707.921875 Iteration 9Q: 3 clusters Score -386080.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -386196.531250 Penalty: 2707.921875 Iteration 10Q: 3 clusters Score -386196.5 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -386309.437500 Penalty: 2707.921875 Iteration 11Q: 3 clusters Score -386309.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -386426.343750 Penalty: 2707.921875 Iteration 12Q: 3 clusters Score -386426.3 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -386541.375000 Penalty: 2707.921875 Iteration 13Q: 3 clusters Score -386541.4 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -386654.625000 Penalty: 2707.921875 Iteration 14Q: 3 clusters Score -386654.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -386740.718750 Penalty: 2707.921875 Iteration 15Q: 3 clusters Score -386740.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -386831.593750 Penalty: 2707.921875 Iteration 16Q: 3 clusters Score -386831.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -386904.000000 Penalty: 2707.921875 Iteration 17Q: 3 clusters Score -386904 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -386936.312500 Penalty: 2707.921875 Iteration 18Q: 3 clusters Score -386936.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -386952.781250 Penalty: 2707.921875 Iteration 19Q: 3 clusters Score -386952.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -386964.687500 Penalty: 2707.921875 Iteration 20F: 3 clusters Score -386964.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -386971.218750 Penalty: 2707.921875 Iteration 21Q: 3 clusters Score -386971.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -386975.156250 Penalty: 2707.921875 Iteration 22Q: 3 clusters Score -386975.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -386979.250000 Penalty: 2707.921875 Iteration 23Q: 3 clusters Score -386979.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -386981.812500 Penalty: 2707.921875 Iteration 24Q: 3 clusters Score -386981.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -386984.187500 Penalty: 2707.921875 Iteration 25Q: 3 clusters Score -386984.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -386986.250000 Penalty: 2707.921875 Iteration 26Q: 3 clusters Score -386986.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -386986.906250 Penalty: 2707.921875 Iteration 27Q: 3 clusters Score -386986.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -386987.562500 Penalty: 2707.921875 Iteration 28Q: 3 clusters Score -386987.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -386987.843750 Penalty: 2707.921875 Iteration 29Q: 3 clusters Score -386987.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -386988.375000 Penalty: 2707.921875 Iteration 30Q: 3 clusters Score -386988.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -386988.375000 Penalty: 2707.921875 Iteration 31F: 3 clusters Score -386988.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (484 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Entering Unmasked Estep Score: -35511.968750 Penalty: 1004.588806 Iteration 0F: 2 clusters Score -35511.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -34536.058594 Penalty: 2009.177612 Iteration 0F: 3 clusters Score -34536.06 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -34825.886719 Penalty: 2009.177612 Iteration 1F: 3 clusters Score -34825.89 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -34988.042969 Penalty: 2009.177612 Iteration 2F: 3 clusters Score -34988.04 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -35098.269531 Penalty: 2009.177612 Iteration 3F: 3 clusters Score -35098.27 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -35135.167969 Penalty: 2009.177612 Iteration 4Q: 3 clusters Score -35135.17 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -35147.941406 Penalty: 2009.177612 Iteration 5Q: 3 clusters Score -35147.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -35149.128906 Penalty: 2009.177612 Iteration 6Q: 3 clusters Score -35149.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -35149.992188 Penalty: 2009.177612 Iteration 7Q: 3 clusters Score -35149.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -35152.554688 Penalty: 2009.177612 Iteration 8Q: 3 clusters Score -35152.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -35154.160156 Penalty: 2009.177612 Iteration 9Q: 3 clusters Score -35154.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -35154.160156 Penalty: 2009.177612 Iteration 10F: 3 clusters Score -35154.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (538 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Entering Unmasked Estep Score: -47478.957031 Penalty: 1021.776978 Iteration 0F: 2 clusters Score -47478.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -46419.941406 Penalty: 2043.553955 Iteration 0F: 3 clusters Score -46419.94 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -46563.800781 Penalty: 2043.553955 Iteration 1F: 3 clusters Score -46563.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -46599.734375 Penalty: 2043.553955 Iteration 2F: 3 clusters Score -46599.73 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -46624.800781 Penalty: 2043.553955 Iteration 3Q: 3 clusters Score -46624.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -46652.074219 Penalty: 2043.553955 Iteration 4Q: 3 clusters Score -46652.07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -46727.648438 Penalty: 2043.553955 Iteration 5Q: 3 clusters Score -46727.65 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -46833.781250 Penalty: 2043.553955 Iteration 6F: 3 clusters Score -46833.78 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -47031.277344 Penalty: 2043.553955 Iteration 7F: 3 clusters Score -47031.28 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -47175.218750 Penalty: 2043.553955 Iteration 8F: 3 clusters Score -47175.22 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -47296.769531 Penalty: 2043.553955 Iteration 9Q: 3 clusters Score -47296.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -47324.914062 Penalty: 2043.553955 Iteration 10Q: 3 clusters Score -47324.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -47333.480469 Penalty: 2043.553955 Iteration 11Q: 3 clusters Score -47333.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -47333.480469 Penalty: 2043.553955 Iteration 12F: 3 clusters Score -47333.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2826 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Entering Unmasked Estep Score: -251162.453125 Penalty: 1291.325317 Iteration 0F: 2 clusters Score -251162.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -248585.984375 Penalty: 2582.650635 Iteration 0F: 3 clusters Score -248586 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -249215.109375 Penalty: 2582.650635 Iteration 1F: 3 clusters Score -249215.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -249340.750000 Penalty: 2582.650635 Iteration 2F: 3 clusters Score -249340.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -249420.218750 Penalty: 2582.650635 Iteration 3F: 3 clusters Score -249420.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -249482.718750 Penalty: 2582.650635 Iteration 4Q: 3 clusters Score -249482.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -249555.656250 Penalty: 2582.650635 Iteration 5Q: 3 clusters Score -249555.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -249629.375000 Penalty: 2582.650635 Iteration 6Q: 3 clusters Score -249629.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -249730.406250 Penalty: 2582.650635 Iteration 7Q: 3 clusters Score -249730.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -249846.578125 Penalty: 2582.650635 Iteration 8Q: 3 clusters Score -249846.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -249953.812500 Penalty: 2582.650635 Iteration 9Q: 3 clusters Score -249953.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -250064.171875 Penalty: 2582.650635 Iteration 10Q: 3 clusters Score -250064.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -250149.000000 Penalty: 2582.650635 Iteration 11Q: 3 clusters Score -250149 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -250216.609375 Penalty: 2582.650635 Iteration 12Q: 3 clusters Score -250216.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -250284.281250 Penalty: 2582.650635 Iteration 13Q: 3 clusters Score -250284.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -250336.187500 Penalty: 2582.650635 Iteration 14Q: 3 clusters Score -250336.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -250372.562500 Penalty: 2582.650635 Iteration 15Q: 3 clusters Score -250372.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -250403.765625 Penalty: 2582.650635 Iteration 16Q: 3 clusters Score -250403.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -250427.250000 Penalty: 2582.650635 Iteration 17Q: 3 clusters Score -250427.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -250445.000000 Penalty: 2582.650635 Iteration 18Q: 3 clusters Score -250445 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -250459.046875 Penalty: 2582.650635 Iteration 19Q: 3 clusters Score -250459 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -250464.031250 Penalty: 2582.650635 Iteration 20F: 3 clusters Score -250464 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -250467.718750 Penalty: 2582.650635 Iteration 21Q: 3 clusters Score -250467.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -250473.328125 Penalty: 2582.650635 Iteration 22Q: 3 clusters Score -250473.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -250475.750000 Penalty: 2582.650635 Iteration 23Q: 3 clusters Score -250475.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -250477.218750 Penalty: 2582.650635 Iteration 24Q: 3 clusters Score -250477.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -250477.687500 Penalty: 2582.650635 Iteration 25Q: 3 clusters Score -250477.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -250477.687500 Penalty: 2582.650635 Iteration 26F: 3 clusters Score -250477.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (15888 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15888 members Entering Unmasked Estep Score: -1467025.125000 Penalty: 1571.914429 Iteration 0F: 2 clusters Score -1467025 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7923 members Mstep: Class 2 contains 7965 members Entering Unmasked Estep Score: -1456039.125000 Penalty: 3143.828857 Iteration 0F: 3 clusters Score -1456039 nChanged 7122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7803 members Mstep: Class 2 contains 8085 members Entering Unmasked Estep Score: -1460100.500000 Penalty: 3143.828857 Iteration 1F: 3 clusters Score -1460100 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7688 members Mstep: Class 2 contains 8200 members Entering Unmasked Estep Score: -1460598.250000 Penalty: 3143.828857 Iteration 2F: 3 clusters Score -1460598 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7510 members Mstep: Class 2 contains 8378 members Entering Unmasked Estep Score: -1461049.625000 Penalty: 3143.828857 Iteration 3F: 3 clusters Score -1461050 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7336 members Mstep: Class 2 contains 8552 members Entering Unmasked Estep Score: -1461508.250000 Penalty: 3143.828857 Iteration 4F: 3 clusters Score -1461508 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7156 members Mstep: Class 2 contains 8732 members Entering Unmasked Estep Score: -1461943.625000 Penalty: 3143.828857 Iteration 5F: 3 clusters Score -1461944 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6983 members Mstep: Class 2 contains 8905 members Entering Unmasked Estep Score: -1462315.875000 Penalty: 3143.828857 Iteration 6Q: 3 clusters Score -1462316 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6786 members Mstep: Class 2 contains 9102 members Entering Unmasked Estep Score: -1462696.500000 Penalty: 3143.828857 Iteration 7Q: 3 clusters Score -1462696 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 9317 members Entering Unmasked Estep Score: -1463051.750000 Penalty: 3143.828857 Iteration 8Q: 3 clusters Score -1463052 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6330 members Mstep: Class 2 contains 9558 members Entering Unmasked Estep Score: -1463381.500000 Penalty: 3143.828857 Iteration 9Q: 3 clusters Score -1463382 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6075 members Mstep: Class 2 contains 9813 members Entering Unmasked Estep Score: -1463682.000000 Penalty: 3143.828857 Iteration 10Q: 3 clusters Score -1463682 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5840 members Mstep: Class 2 contains 10048 members Entering Unmasked Estep Score: -1463875.625000 Penalty: 3143.828857 Iteration 11Q: 3 clusters Score -1463876 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5607 members Mstep: Class 2 contains 10281 members Entering Unmasked Estep Score: -1464035.500000 Penalty: 3143.828857 Iteration 12Q: 3 clusters Score -1464036 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5369 members Mstep: Class 2 contains 10519 members Entering Unmasked Estep Score: -1464171.500000 Penalty: 3143.828857 Iteration 13Q: 3 clusters Score -1464172 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 10749 members Entering Unmasked Estep Score: -1464281.750000 Penalty: 3143.828857 Iteration 14Q: 3 clusters Score -1464282 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 10957 members Entering Unmasked Estep Score: -1464363.250000 Penalty: 3143.828857 Iteration 15Q: 3 clusters Score -1464363 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 11161 members Entering Unmasked Estep Score: -1464444.250000 Penalty: 3143.828857 Iteration 16Q: 3 clusters Score -1464444 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 11374 members Entering Unmasked Estep Score: -1464527.500000 Penalty: 3143.828857 Iteration 17Q: 3 clusters Score -1464528 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 11581 members Entering Unmasked Estep Score: -1464611.125000 Penalty: 3143.828857 Iteration 18Q: 3 clusters Score -1464611 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 11796 members Entering Unmasked Estep Score: -1464707.750000 Penalty: 3143.828857 Iteration 19Q: 3 clusters Score -1464708 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 11998 members Entering Unmasked Estep Score: -1464790.750000 Penalty: 3143.828857 Iteration 20F: 3 clusters Score -1464791 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 12186 members Entering Unmasked Estep Score: -1464855.750000 Penalty: 3143.828857 Iteration 21Q: 3 clusters Score -1464856 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 12337 members Entering Unmasked Estep Score: -1464909.000000 Penalty: 3143.828857 Iteration 22Q: 3 clusters Score -1464909 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 12477 members Entering Unmasked Estep Score: -1464957.875000 Penalty: 3143.828857 Iteration 23Q: 3 clusters Score -1464958 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 12622 members Entering Unmasked Estep Score: -1465013.875000 Penalty: 3143.828857 Iteration 24Q: 3 clusters Score -1465014 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 12742 members Entering Unmasked Estep Score: -1465054.250000 Penalty: 3143.828857 Iteration 25Q: 3 clusters Score -1465054 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 12865 members Entering Unmasked Estep Score: -1465099.750000 Penalty: 3143.828857 Iteration 26Q: 3 clusters Score -1465100 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 12976 members Entering Unmasked Estep Score: -1465135.625000 Penalty: 3143.828857 Iteration 27Q: 3 clusters Score -1465136 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 13080 members Entering Unmasked Estep Score: -1465166.125000 Penalty: 3143.828857 Iteration 28Q: 3 clusters Score -1465166 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 13186 members Entering Unmasked Estep Score: -1465201.000000 Penalty: 3143.828857 Iteration 29Q: 3 clusters Score -1465201 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 13287 members Entering Unmasked Estep Score: -1465229.875000 Penalty: 3143.828857 Iteration 30Q: 3 clusters Score -1465230 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 13381 members Entering Unmasked Estep Score: -1465252.625000 Penalty: 3143.828857 Iteration 31Q: 3 clusters Score -1465253 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 13465 members Entering Unmasked Estep Score: -1465281.750000 Penalty: 3143.828857 Iteration 32Q: 3 clusters Score -1465282 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 13551 members Entering Unmasked Estep Score: -1465309.125000 Penalty: 3143.828857 Iteration 33Q: 3 clusters Score -1465309 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 13621 members Entering Unmasked Estep Score: -1465323.375000 Penalty: 3143.828857 Iteration 34Q: 3 clusters Score -1465323 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 13692 members Entering Unmasked Estep Score: -1465345.250000 Penalty: 3143.828857 Iteration 35Q: 3 clusters Score -1465345 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 13763 members Entering Unmasked Estep Score: -1465358.750000 Penalty: 3143.828857 Iteration 36Q: 3 clusters Score -1465359 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 13822 members Entering Unmasked Estep Score: -1465376.125000 Penalty: 3143.828857 Iteration 37Q: 3 clusters Score -1465376 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 13887 members Entering Unmasked Estep Score: -1465392.000000 Penalty: 3143.828857 Iteration 38Q: 3 clusters Score -1465392 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 13940 members Entering Unmasked Estep Score: -1465409.125000 Penalty: 3143.828857 Iteration 39Q: 3 clusters Score -1465409 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 13987 members Entering Unmasked Estep Score: -1465421.125000 Penalty: 3143.828857 Iteration 40F: 3 clusters Score -1465421 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 14026 members Entering Unmasked Estep Score: -1465425.500000 Penalty: 3143.828857 Iteration 41Q: 3 clusters Score -1465426 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 14078 members Entering Unmasked Estep Score: -1465437.250000 Penalty: 3143.828857 Iteration 42Q: 3 clusters Score -1465437 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 14134 members Entering Unmasked Estep Score: -1465456.875000 Penalty: 3143.828857 Iteration 43Q: 3 clusters Score -1465457 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 14191 members Entering Unmasked Estep Score: -1465475.375000 Penalty: 3143.828857 Iteration 44Q: 3 clusters Score -1465475 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 14257 members Entering Unmasked Estep Score: -1465496.375000 Penalty: 3143.828857 Iteration 45Q: 3 clusters Score -1465496 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 14314 members Entering Unmasked Estep Score: -1465505.500000 Penalty: 3143.828857 Iteration 46Q: 3 clusters Score -1465506 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 14358 members Entering Unmasked Estep Score: -1465523.625000 Penalty: 3143.828857 Iteration 47Q: 3 clusters Score -1465524 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 14408 members Entering Unmasked Estep Score: -1465537.750000 Penalty: 3143.828857 Iteration 48Q: 3 clusters Score -1465538 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 14460 members Entering Unmasked Estep Score: -1465548.000000 Penalty: 3143.828857 Iteration 49Q: 3 clusters Score -1465548 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 14511 members Entering Unmasked Estep Score: -1465563.875000 Penalty: 3143.828857 Iteration 50Q: 3 clusters Score -1465564 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 14559 members Entering Unmasked Estep Score: -1465582.250000 Penalty: 3143.828857 Iteration 51Q: 3 clusters Score -1465582 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 14605 members Entering Unmasked Estep Score: -1465600.000000 Penalty: 3143.828857 Iteration 52Q: 3 clusters Score -1465600 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 14645 members Entering Unmasked Estep Score: -1465612.250000 Penalty: 3143.828857 Iteration 53Q: 3 clusters Score -1465612 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 14682 members Entering Unmasked Estep Score: -1465632.500000 Penalty: 3143.828857 Iteration 54Q: 3 clusters Score -1465632 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 14719 members Entering Unmasked Estep Score: -1465645.375000 Penalty: 3143.828857 Iteration 55Q: 3 clusters Score -1465645 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 14755 members Entering Unmasked Estep Score: -1465659.625000 Penalty: 3143.828857 Iteration 56Q: 3 clusters Score -1465660 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 14785 members Entering Unmasked Estep Score: -1465673.125000 Penalty: 3143.828857 Iteration 57Q: 3 clusters Score -1465673 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 14809 members Entering Unmasked Estep Score: -1465679.500000 Penalty: 3143.828857 Iteration 58Q: 3 clusters Score -1465680 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 14837 members Entering Unmasked Estep Score: -1465687.750000 Penalty: 3143.828857 Iteration 59Q: 3 clusters Score -1465688 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 14861 members Entering Unmasked Estep Score: -1465695.250000 Penalty: 3143.828857 Iteration 60F: 3 clusters Score -1465695 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 14881 members Entering Unmasked Estep Score: -1465702.250000 Penalty: 3143.828857 Iteration 61Q: 3 clusters Score -1465702 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 14899 members Entering Unmasked Estep Score: -1465717.250000 Penalty: 3143.828857 Iteration 62Q: 3 clusters Score -1465717 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 14919 members Entering Unmasked Estep Score: -1465724.125000 Penalty: 3143.828857 Iteration 63Q: 3 clusters Score -1465724 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 14934 members Entering Unmasked Estep Score: -1465738.875000 Penalty: 3143.828857 Iteration 64Q: 3 clusters Score -1465739 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 14952 members Entering Unmasked Estep Score: -1465746.500000 Penalty: 3143.828857 Iteration 65Q: 3 clusters Score -1465746 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 14963 members Entering Unmasked Estep Score: -1465752.375000 Penalty: 3143.828857 Iteration 66Q: 3 clusters Score -1465752 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 14977 members Entering Unmasked Estep Score: -1465760.000000 Penalty: 3143.828857 Iteration 67Q: 3 clusters Score -1465760 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 14994 members Entering Unmasked Estep Score: -1465774.625000 Penalty: 3143.828857 Iteration 68Q: 3 clusters Score -1465775 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 15008 members Entering Unmasked Estep Score: -1465788.250000 Penalty: 3143.828857 Iteration 69Q: 3 clusters Score -1465788 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 15022 members Entering Unmasked Estep Score: -1465792.500000 Penalty: 3143.828857 Iteration 70Q: 3 clusters Score -1465792 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 15029 members Entering Unmasked Estep Score: -1465798.250000 Penalty: 3143.828857 Iteration 71Q: 3 clusters Score -1465798 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 15034 members Entering Unmasked Estep Score: -1465801.875000 Penalty: 3143.828857 Iteration 72Q: 3 clusters Score -1465802 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 15041 members Entering Unmasked Estep Score: -1465805.250000 Penalty: 3143.828857 Iteration 73Q: 3 clusters Score -1465805 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 15048 members Entering Unmasked Estep Score: -1465812.500000 Penalty: 3143.828857 Iteration 74Q: 3 clusters Score -1465812 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 15060 members Entering Unmasked Estep Score: -1465815.375000 Penalty: 3143.828857 Iteration 75Q: 3 clusters Score -1465815 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 15067 members Entering Unmasked Estep Score: -1465816.500000 Penalty: 3143.828857 Iteration 76Q: 3 clusters Score -1465816 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 15069 members Entering Unmasked Estep Score: -1465819.875000 Penalty: 3143.828857 Iteration 77Q: 3 clusters Score -1465820 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 15075 members Entering Unmasked Estep Score: -1465822.750000 Penalty: 3143.828857 Iteration 78Q: 3 clusters Score -1465823 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 15079 members Entering Unmasked Estep Score: -1465822.625000 Penalty: 3143.828857 Iteration 79Q: 3 clusters Score -1465823 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 15086 members Entering Unmasked Estep Score: -1465826.500000 Penalty: 3143.828857 Iteration 80F: 3 clusters Score -1465826 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 15090 members Entering Unmasked Estep Score: -1465828.875000 Penalty: 3143.828857 Iteration 81Q: 3 clusters Score -1465829 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 15096 members Entering Unmasked Estep Score: -1465831.625000 Penalty: 3143.828857 Iteration 82Q: 3 clusters Score -1465832 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 15102 members Entering Unmasked Estep Score: -1465837.500000 Penalty: 3143.828857 Iteration 83Q: 3 clusters Score -1465838 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 15111 members Entering Unmasked Estep Score: -1465842.000000 Penalty: 3143.828857 Iteration 84Q: 3 clusters Score -1465842 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 15118 members Entering Unmasked Estep Score: -1465842.250000 Penalty: 3143.828857 Iteration 85Q: 3 clusters Score -1465842 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 15122 members Entering Unmasked Estep Score: -1465844.000000 Penalty: 3143.828857 Iteration 86Q: 3 clusters Score -1465844 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 15127 members Entering Unmasked Estep Score: -1465846.375000 Penalty: 3143.828857 Iteration 87Q: 3 clusters Score -1465846 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 15131 members Entering Unmasked Estep Score: -1465847.500000 Penalty: 3143.828857 Iteration 88Q: 3 clusters Score -1465848 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 15135 members Entering Unmasked Estep Score: -1465847.125000 Penalty: 3143.828857 Iteration 89Q: 3 clusters Score -1465847 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 15137 members Entering Unmasked Estep Score: -1465848.250000 Penalty: 3143.828857 Iteration 90Q: 3 clusters Score -1465848 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 15139 members Entering Unmasked Estep Score: -1465850.000000 Penalty: 3143.828857 Iteration 91Q: 3 clusters Score -1465850 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 15140 members Entering Unmasked Estep Score: -1465850.500000 Penalty: 3143.828857 Iteration 92Q: 3 clusters Score -1465850 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 15144 members Entering Unmasked Estep Score: -1465852.375000 Penalty: 3143.828857 Iteration 93Q: 3 clusters Score -1465852 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 15148 members Entering Unmasked Estep Score: -1465857.000000 Penalty: 3143.828857 Iteration 94Q: 3 clusters Score -1465857 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 15154 members Entering Unmasked Estep Score: -1465859.125000 Penalty: 3143.828857 Iteration 95Q: 3 clusters Score -1465859 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 15157 members Entering Unmasked Estep Score: -1465864.125000 Penalty: 3143.828857 Iteration 96Q: 3 clusters Score -1465864 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 15163 members Entering Unmasked Estep Score: -1465872.000000 Penalty: 3143.828857 Iteration 97Q: 3 clusters Score -1465872 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 15173 members Entering Unmasked Estep Score: -1465880.250000 Penalty: 3143.828857 Iteration 98Q: 3 clusters Score -1465880 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 15180 members Entering Unmasked Estep Score: -1465883.250000 Penalty: 3143.828857 Iteration 99Q: 3 clusters Score -1465883 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 15184 members Entering Unmasked Estep Score: -1465886.625000 Penalty: 3143.828857 Iteration 100F: 3 clusters Score -1465887 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 15188 members Entering Unmasked Estep Score: -1465888.625000 Penalty: 3143.828857 Iteration 101Q: 3 clusters Score -1465889 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 15192 members Entering Unmasked Estep Score: -1465888.750000 Penalty: 3143.828857 Iteration 102Q: 3 clusters Score -1465889 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 15192 members Entering Unmasked Estep Score: -1465888.750000 Penalty: 3143.828857 Iteration 103F: 3 clusters Score -1465889 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (770 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Entering Unmasked Estep Score: -71870.343750 Penalty: 1080.038452 Iteration 0F: 2 clusters Score -71870.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -70647.468750 Penalty: 2160.076904 Iteration 0F: 3 clusters Score -70647.47 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -70840.140625 Penalty: 2160.076904 Iteration 1F: 3 clusters Score -70840.14 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -70885.601562 Penalty: 2160.076904 Iteration 2F: 3 clusters Score -70885.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -70919.195312 Penalty: 2160.076904 Iteration 3Q: 3 clusters Score -70919.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -70945.132812 Penalty: 2160.076904 Iteration 4Q: 3 clusters Score -70945.13 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -70964.007812 Penalty: 2160.076904 Iteration 5Q: 3 clusters Score -70964.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -70969.132812 Penalty: 2160.076904 Iteration 6Q: 3 clusters Score -70969.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -70973.015625 Penalty: 2160.076904 Iteration 7Q: 3 clusters Score -70973.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -70975.585938 Penalty: 2160.076904 Iteration 8Q: 3 clusters Score -70975.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -70983.953125 Penalty: 2160.076904 Iteration 9Q: 3 clusters Score -70983.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -70988.234375 Penalty: 2160.076904 Iteration 10Q: 3 clusters Score -70988.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -70990.718750 Penalty: 2160.076904 Iteration 11Q: 3 clusters Score -70990.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -70993.859375 Penalty: 2160.076904 Iteration 12Q: 3 clusters Score -70993.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -70994.023438 Penalty: 2160.076904 Iteration 13Q: 3 clusters Score -70994.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -70994.023438 Penalty: 2160.076904 Iteration 14F: 3 clusters Score -70994.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2937 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Entering Unmasked Estep Score: -283615.562500 Penalty: 1297.585938 Iteration 0F: 2 clusters Score -283615.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -280970.906250 Penalty: 2595.171875 Iteration 0F: 3 clusters Score -280970.9 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -281609.343750 Penalty: 2595.171875 Iteration 1F: 3 clusters Score -281609.3 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -281739.562500 Penalty: 2595.171875 Iteration 2F: 3 clusters Score -281739.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -281820.312500 Penalty: 2595.171875 Iteration 3Q: 3 clusters Score -281820.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -281886.281250 Penalty: 2595.171875 Iteration 4Q: 3 clusters Score -281886.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -281927.812500 Penalty: 2595.171875 Iteration 5Q: 3 clusters Score -281927.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -281964.468750 Penalty: 2595.171875 Iteration 6Q: 3 clusters Score -281964.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -281992.000000 Penalty: 2595.171875 Iteration 7Q: 3 clusters Score -281992 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -282020.093750 Penalty: 2595.171875 Iteration 8Q: 3 clusters Score -282020.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -282054.250000 Penalty: 2595.171875 Iteration 9Q: 3 clusters Score -282054.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -282078.781250 Penalty: 2595.171875 Iteration 10Q: 3 clusters Score -282078.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -282101.875000 Penalty: 2595.171875 Iteration 11Q: 3 clusters Score -282101.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -282119.375000 Penalty: 2595.171875 Iteration 12Q: 3 clusters Score -282119.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -282136.250000 Penalty: 2595.171875 Iteration 13Q: 3 clusters Score -282136.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -282150.500000 Penalty: 2595.171875 Iteration 14Q: 3 clusters Score -282150.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -282162.281250 Penalty: 2595.171875 Iteration 15Q: 3 clusters Score -282162.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -282177.187500 Penalty: 2595.171875 Iteration 16Q: 3 clusters Score -282177.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -282196.687500 Penalty: 2595.171875 Iteration 17Q: 3 clusters Score -282196.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -282219.187500 Penalty: 2595.171875 Iteration 18Q: 3 clusters Score -282219.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -282237.093750 Penalty: 2595.171875 Iteration 19Q: 3 clusters Score -282237.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -282256.406250 Penalty: 2595.171875 Iteration 20F: 3 clusters Score -282256.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -282275.875000 Penalty: 2595.171875 Iteration 21Q: 3 clusters Score -282275.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -282297.500000 Penalty: 2595.171875 Iteration 22Q: 3 clusters Score -282297.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -282315.437500 Penalty: 2595.171875 Iteration 23Q: 3 clusters Score -282315.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -282324.687500 Penalty: 2595.171875 Iteration 24Q: 3 clusters Score -282324.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -282340.468750 Penalty: 2595.171875 Iteration 25Q: 3 clusters Score -282340.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -282354.937500 Penalty: 2595.171875 Iteration 26Q: 3 clusters Score -282354.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -282362.562500 Penalty: 2595.171875 Iteration 27Q: 3 clusters Score -282362.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -282373.625000 Penalty: 2595.171875 Iteration 28Q: 3 clusters Score -282373.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -282383.062500 Penalty: 2595.171875 Iteration 29Q: 3 clusters Score -282383.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -282391.000000 Penalty: 2595.171875 Iteration 30Q: 3 clusters Score -282391 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -282397.593750 Penalty: 2595.171875 Iteration 31Q: 3 clusters Score -282397.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -282403.343750 Penalty: 2595.171875 Iteration 32Q: 3 clusters Score -282403.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -282406.187500 Penalty: 2595.171875 Iteration 33Q: 3 clusters Score -282406.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -282410.031250 Penalty: 2595.171875 Iteration 34Q: 3 clusters Score -282410 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -282414.562500 Penalty: 2595.171875 Iteration 35Q: 3 clusters Score -282414.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -282417.687500 Penalty: 2595.171875 Iteration 36Q: 3 clusters Score -282417.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -282421.656250 Penalty: 2595.171875 Iteration 37Q: 3 clusters Score -282421.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -282425.656250 Penalty: 2595.171875 Iteration 38Q: 3 clusters Score -282425.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -282429.281250 Penalty: 2595.171875 Iteration 39Q: 3 clusters Score -282429.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -282431.187500 Penalty: 2595.171875 Iteration 40F: 3 clusters Score -282431.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -282431.906250 Penalty: 2595.171875 Iteration 41Q: 3 clusters Score -282431.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -282432.281250 Penalty: 2595.171875 Iteration 42Q: 3 clusters Score -282432.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -282433.750000 Penalty: 2595.171875 Iteration 43Q: 3 clusters Score -282433.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -282433.250000 Penalty: 2595.171875 Iteration 44Q: 3 clusters Score -282433.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -282433.250000 Penalty: 2595.171875 Iteration 45F: 3 clusters Score -282433.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Entering Unmasked Estep Score: -123189.234375 Penalty: 1163.637451 Iteration 0F: 2 clusters Score -123189.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -121563.382812 Penalty: 2327.274902 Iteration 0F: 3 clusters Score -121563.4 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -121877.164062 Penalty: 2327.274902 Iteration 1F: 3 clusters Score -121877.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -121974.710938 Penalty: 2327.274902 Iteration 2F: 3 clusters Score -121974.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -122022.515625 Penalty: 2327.274902 Iteration 3Q: 3 clusters Score -122022.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -122043.476562 Penalty: 2327.274902 Iteration 4Q: 3 clusters Score -122043.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -122062.187500 Penalty: 2327.274902 Iteration 5Q: 3 clusters Score -122062.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -122072.710938 Penalty: 2327.274902 Iteration 6Q: 3 clusters Score -122072.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -122082.421875 Penalty: 2327.274902 Iteration 7Q: 3 clusters Score -122082.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -122090.976562 Penalty: 2327.274902 Iteration 8Q: 3 clusters Score -122091 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -122095.640625 Penalty: 2327.274902 Iteration 9Q: 3 clusters Score -122095.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -122099.273438 Penalty: 2327.274902 Iteration 10Q: 3 clusters Score -122099.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -122103.640625 Penalty: 2327.274902 Iteration 11Q: 3 clusters Score -122103.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -122106.210938 Penalty: 2327.274902 Iteration 12Q: 3 clusters Score -122106.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -122107.562500 Penalty: 2327.274902 Iteration 13Q: 3 clusters Score -122107.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -122107.921875 Penalty: 2327.274902 Iteration 14Q: 3 clusters Score -122107.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -122108.453125 Penalty: 2327.274902 Iteration 15Q: 3 clusters Score -122108.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -122109.820312 Penalty: 2327.274902 Iteration 16Q: 3 clusters Score -122109.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -122109.820312 Penalty: 2327.274902 Iteration 17F: 3 clusters Score -122109.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1407 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Entering Unmasked Estep Score: -121930.476562 Penalty: 1177.997437 Iteration 0F: 2 clusters Score -121930.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -120191.562500 Penalty: 2355.994873 Iteration 0F: 3 clusters Score -120191.6 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -120543.460938 Penalty: 2355.994873 Iteration 1F: 3 clusters Score -120543.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -120666.953125 Penalty: 2355.994873 Iteration 2F: 3 clusters Score -120667 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -120722.343750 Penalty: 2355.994873 Iteration 3Q: 3 clusters Score -120722.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -120760.281250 Penalty: 2355.994873 Iteration 4Q: 3 clusters Score -120760.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -120785.531250 Penalty: 2355.994873 Iteration 5Q: 3 clusters Score -120785.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -120806.312500 Penalty: 2355.994873 Iteration 6Q: 3 clusters Score -120806.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -120831.921875 Penalty: 2355.994873 Iteration 7Q: 3 clusters Score -120831.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -120849.265625 Penalty: 2355.994873 Iteration 8Q: 3 clusters Score -120849.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -120865.039062 Penalty: 2355.994873 Iteration 9Q: 3 clusters Score -120865 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -120874.890625 Penalty: 2355.994873 Iteration 10Q: 3 clusters Score -120874.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -120882.257812 Penalty: 2355.994873 Iteration 11Q: 3 clusters Score -120882.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -120893.460938 Penalty: 2355.994873 Iteration 12Q: 3 clusters Score -120893.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -120910.578125 Penalty: 2355.994873 Iteration 13Q: 3 clusters Score -120910.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -120931.804688 Penalty: 2355.994873 Iteration 14Q: 3 clusters Score -120931.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -120950.125000 Penalty: 2355.994873 Iteration 15Q: 3 clusters Score -120950.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -120964.671875 Penalty: 2355.994873 Iteration 16Q: 3 clusters Score -120964.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -120981.468750 Penalty: 2355.994873 Iteration 17Q: 3 clusters Score -120981.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -121002.125000 Penalty: 2355.994873 Iteration 18Q: 3 clusters Score -121002.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -121016.281250 Penalty: 2355.994873 Iteration 19Q: 3 clusters Score -121016.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -121031.570312 Penalty: 2355.994873 Iteration 20F: 3 clusters Score -121031.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -121046.632812 Penalty: 2355.994873 Iteration 21Q: 3 clusters Score -121046.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -121058.593750 Penalty: 2355.994873 Iteration 22Q: 3 clusters Score -121058.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -121069.390625 Penalty: 2355.994873 Iteration 23Q: 3 clusters Score -121069.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -121080.007812 Penalty: 2355.994873 Iteration 24Q: 3 clusters Score -121080 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -121094.765625 Penalty: 2355.994873 Iteration 25Q: 3 clusters Score -121094.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -121100.140625 Penalty: 2355.994873 Iteration 26Q: 3 clusters Score -121100.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -121102.414062 Penalty: 2355.994873 Iteration 27Q: 3 clusters Score -121102.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -121102.414062 Penalty: 2355.994873 Iteration 28F: 3 clusters Score -121102.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (983 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Entering Unmasked Estep Score: -93476.734375 Penalty: 1119.723999 Iteration 0F: 2 clusters Score -93476.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -92044.000000 Penalty: 2239.447998 Iteration 0F: 3 clusters Score -92044 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -92358.039062 Penalty: 2239.447998 Iteration 1F: 3 clusters Score -92358.04 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -92455.531250 Penalty: 2239.447998 Iteration 2F: 3 clusters Score -92455.53 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -92511.273438 Penalty: 2239.447998 Iteration 3Q: 3 clusters Score -92511.27 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -92548.453125 Penalty: 2239.447998 Iteration 4Q: 3 clusters Score -92548.45 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -92573.812500 Penalty: 2239.447998 Iteration 5Q: 3 clusters Score -92573.81 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -92591.421875 Penalty: 2239.447998 Iteration 6Q: 3 clusters Score -92591.42 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -92619.437500 Penalty: 2239.447998 Iteration 7Q: 3 clusters Score -92619.44 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -92636.976562 Penalty: 2239.447998 Iteration 8Q: 3 clusters Score -92636.98 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -92657.218750 Penalty: 2239.447998 Iteration 9Q: 3 clusters Score -92657.22 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -92678.281250 Penalty: 2239.447998 Iteration 10Q: 3 clusters Score -92678.28 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -92699.515625 Penalty: 2239.447998 Iteration 11Q: 3 clusters Score -92699.52 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -92716.687500 Penalty: 2239.447998 Iteration 12Q: 3 clusters Score -92716.69 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -92744.273438 Penalty: 2239.447998 Iteration 13Q: 3 clusters Score -92744.27 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -92762.343750 Penalty: 2239.447998 Iteration 14Q: 3 clusters Score -92762.34 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -92778.250000 Penalty: 2239.447998 Iteration 15Q: 3 clusters Score -92778.25 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -92798.015625 Penalty: 2239.447998 Iteration 16Q: 3 clusters Score -92798.02 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -92816.328125 Penalty: 2239.447998 Iteration 17Q: 3 clusters Score -92816.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -92825.906250 Penalty: 2239.447998 Iteration 18Q: 3 clusters Score -92825.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -92829.734375 Penalty: 2239.447998 Iteration 19Q: 3 clusters Score -92829.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -92831.132812 Penalty: 2239.447998 Iteration 20F: 3 clusters Score -92831.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -92833.406250 Penalty: 2239.447998 Iteration 21Q: 3 clusters Score -92833.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -92835.546875 Penalty: 2239.447998 Iteration 22Q: 3 clusters Score -92835.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -92835.890625 Penalty: 2239.447998 Iteration 23Q: 3 clusters Score -92835.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -92835.890625 Penalty: 2239.447998 Iteration 24F: 3 clusters Score -92835.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (6486 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Entering Unmasked Estep Score: -594765.375000 Penalty: 1426.327637 Iteration 0F: 2 clusters Score -594765.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -589844.875000 Penalty: 2852.655273 Iteration 0F: 3 clusters Score -589844.9 nChanged 2727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -591519.625000 Penalty: 2852.655273 Iteration 1F: 3 clusters Score -591519.6 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -592066.062500 Penalty: 2852.655273 Iteration 2F: 3 clusters Score -592066.1 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -592576.187500 Penalty: 2852.655273 Iteration 3F: 3 clusters Score -592576.2 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -593037.562500 Penalty: 2852.655273 Iteration 4F: 3 clusters Score -593037.6 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -593381.937500 Penalty: 2852.655273 Iteration 5F: 3 clusters Score -593381.9 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -593601.437500 Penalty: 2852.655273 Iteration 6F: 3 clusters Score -593601.4 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -593733.375000 Penalty: 2852.655273 Iteration 7Q: 3 clusters Score -593733.4 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -593835.562500 Penalty: 2852.655273 Iteration 8Q: 3 clusters Score -593835.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -593927.375000 Penalty: 2852.655273 Iteration 9Q: 3 clusters Score -593927.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -594023.500000 Penalty: 2852.655273 Iteration 10Q: 3 clusters Score -594023.5 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4730 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -594109.562500 Penalty: 2852.655273 Iteration 11Q: 3 clusters Score -594109.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -594176.500000 Penalty: 2852.655273 Iteration 12Q: 3 clusters Score -594176.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4958 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -594232.250000 Penalty: 2852.655273 Iteration 13Q: 3 clusters Score -594232.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5053 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -594274.375000 Penalty: 2852.655273 Iteration 14Q: 3 clusters Score -594274.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -594312.812500 Penalty: 2852.655273 Iteration 15Q: 3 clusters Score -594312.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5212 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -594347.000000 Penalty: 2852.655273 Iteration 16Q: 3 clusters Score -594347 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5269 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -594373.687500 Penalty: 2852.655273 Iteration 17Q: 3 clusters Score -594373.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5320 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -594398.437500 Penalty: 2852.655273 Iteration 18Q: 3 clusters Score -594398.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -594420.687500 Penalty: 2852.655273 Iteration 19Q: 3 clusters Score -594420.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -594433.375000 Penalty: 2852.655273 Iteration 20F: 3 clusters Score -594433.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5424 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -594445.562500 Penalty: 2852.655273 Iteration 21Q: 3 clusters Score -594445.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5445 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -594452.875000 Penalty: 2852.655273 Iteration 22Q: 3 clusters Score -594452.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5465 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -594464.312500 Penalty: 2852.655273 Iteration 23Q: 3 clusters Score -594464.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5479 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -594471.562500 Penalty: 2852.655273 Iteration 24Q: 3 clusters Score -594471.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -594482.812500 Penalty: 2852.655273 Iteration 25Q: 3 clusters Score -594482.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -594499.875000 Penalty: 2852.655273 Iteration 26Q: 3 clusters Score -594499.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5519 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -594510.500000 Penalty: 2852.655273 Iteration 27Q: 3 clusters Score -594510.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5534 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -594518.937500 Penalty: 2852.655273 Iteration 28Q: 3 clusters Score -594518.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5548 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -594525.875000 Penalty: 2852.655273 Iteration 29Q: 3 clusters Score -594525.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5552 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -594529.250000 Penalty: 2852.655273 Iteration 30Q: 3 clusters Score -594529.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5556 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -594530.000000 Penalty: 2852.655273 Iteration 31Q: 3 clusters Score -594530 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5559 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -594531.187500 Penalty: 2852.655273 Iteration 32Q: 3 clusters Score -594531.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5562 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -594532.750000 Penalty: 2852.655273 Iteration 33Q: 3 clusters Score -594532.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -594532.937500 Penalty: 2852.655273 Iteration 34Q: 3 clusters Score -594532.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -594534.937500 Penalty: 2852.655273 Iteration 35Q: 3 clusters Score -594534.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5575 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -594539.500000 Penalty: 2852.655273 Iteration 36Q: 3 clusters Score -594539.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5581 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -594543.437500 Penalty: 2852.655273 Iteration 37Q: 3 clusters Score -594543.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -594544.937500 Penalty: 2852.655273 Iteration 38Q: 3 clusters Score -594544.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5590 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -594546.875000 Penalty: 2852.655273 Iteration 39Q: 3 clusters Score -594546.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5595 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -594550.750000 Penalty: 2852.655273 Iteration 40F: 3 clusters Score -594550.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5600 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -594551.000000 Penalty: 2852.655273 Iteration 41Q: 3 clusters Score -594551 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -594551.812500 Penalty: 2852.655273 Iteration 42Q: 3 clusters Score -594551.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -594551.562500 Penalty: 2852.655273 Iteration 43Q: 3 clusters Score -594551.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5604 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -594552.562500 Penalty: 2852.655273 Iteration 44Q: 3 clusters Score -594552.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5604 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -594552.562500 Penalty: 2852.655273 Iteration 45F: 3 clusters Score -594552.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1370 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Entering Unmasked Estep Score: -120850.648438 Penalty: 1173.666992 Iteration 0F: 2 clusters Score -120850.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -119182.484375 Penalty: 2347.333984 Iteration 0F: 3 clusters Score -119182.5 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -119458.992188 Penalty: 2347.333984 Iteration 1F: 3 clusters Score -119459 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -119542.132812 Penalty: 2347.333984 Iteration 2F: 3 clusters Score -119542.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -119596.148438 Penalty: 2347.333984 Iteration 3Q: 3 clusters Score -119596.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -119638.710938 Penalty: 2347.333984 Iteration 4Q: 3 clusters Score -119638.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -119659.343750 Penalty: 2347.333984 Iteration 5Q: 3 clusters Score -119659.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -119678.492188 Penalty: 2347.333984 Iteration 6Q: 3 clusters Score -119678.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -119697.476562 Penalty: 2347.333984 Iteration 7Q: 3 clusters Score -119697.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -119718.546875 Penalty: 2347.333984 Iteration 8Q: 3 clusters Score -119718.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -119738.570312 Penalty: 2347.333984 Iteration 9Q: 3 clusters Score -119738.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -119754.546875 Penalty: 2347.333984 Iteration 10Q: 3 clusters Score -119754.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -119771.617188 Penalty: 2347.333984 Iteration 11Q: 3 clusters Score -119771.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -119780.101562 Penalty: 2347.333984 Iteration 12Q: 3 clusters Score -119780.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -119785.921875 Penalty: 2347.333984 Iteration 13Q: 3 clusters Score -119785.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -119795.156250 Penalty: 2347.333984 Iteration 14Q: 3 clusters Score -119795.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -119804.742188 Penalty: 2347.333984 Iteration 15Q: 3 clusters Score -119804.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -119829.281250 Penalty: 2347.333984 Iteration 16Q: 3 clusters Score -119829.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -119841.937500 Penalty: 2347.333984 Iteration 17Q: 3 clusters Score -119841.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -119852.804688 Penalty: 2347.333984 Iteration 18Q: 3 clusters Score -119852.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -119862.789062 Penalty: 2347.333984 Iteration 19Q: 3 clusters Score -119862.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -119876.203125 Penalty: 2347.333984 Iteration 20F: 3 clusters Score -119876.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -119888.242188 Penalty: 2347.333984 Iteration 21Q: 3 clusters Score -119888.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -119903.843750 Penalty: 2347.333984 Iteration 22Q: 3 clusters Score -119903.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -119915.085938 Penalty: 2347.333984 Iteration 23Q: 3 clusters Score -119915.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -119927.804688 Penalty: 2347.333984 Iteration 24Q: 3 clusters Score -119927.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -119946.312500 Penalty: 2347.333984 Iteration 25Q: 3 clusters Score -119946.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -119969.179688 Penalty: 2347.333984 Iteration 26Q: 3 clusters Score -119969.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -119985.625000 Penalty: 2347.333984 Iteration 27Q: 3 clusters Score -119985.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -119992.000000 Penalty: 2347.333984 Iteration 28Q: 3 clusters Score -119992 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -119999.164062 Penalty: 2347.333984 Iteration 29Q: 3 clusters Score -119999.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -120005.359375 Penalty: 2347.333984 Iteration 30Q: 3 clusters Score -120005.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -120008.804688 Penalty: 2347.333984 Iteration 31Q: 3 clusters Score -120008.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -120013.718750 Penalty: 2347.333984 Iteration 32Q: 3 clusters Score -120013.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -120019.414062 Penalty: 2347.333984 Iteration 33Q: 3 clusters Score -120019.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -120027.273438 Penalty: 2347.333984 Iteration 34Q: 3 clusters Score -120027.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -120034.125000 Penalty: 2347.333984 Iteration 35Q: 3 clusters Score -120034.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -120036.375000 Penalty: 2347.333984 Iteration 36Q: 3 clusters Score -120036.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -120037.132812 Penalty: 2347.333984 Iteration 37Q: 3 clusters Score -120037.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -120037.554688 Penalty: 2347.333984 Iteration 38Q: 3 clusters Score -120037.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -120038.148438 Penalty: 2347.333984 Iteration 39Q: 3 clusters Score -120038.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -120039.351562 Penalty: 2347.333984 Iteration 40F: 3 clusters Score -120039.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -120042.210938 Penalty: 2347.333984 Iteration 41Q: 3 clusters Score -120042.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -120044.468750 Penalty: 2347.333984 Iteration 42Q: 3 clusters Score -120044.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -120045.320312 Penalty: 2347.333984 Iteration 43Q: 3 clusters Score -120045.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -120045.320312 Penalty: 2347.333984 Iteration 44F: 3 clusters Score -120045.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (545 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Entering Unmasked Estep Score: -50053.222656 Penalty: 1023.877747 Iteration 0F: 2 clusters Score -50053.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -48917.300781 Penalty: 2047.755493 Iteration 0F: 3 clusters Score -48917.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -49073.917969 Penalty: 2047.755493 Iteration 1F: 3 clusters Score -49073.92 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -49133.183594 Penalty: 2047.755493 Iteration 2F: 3 clusters Score -49133.18 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -49164.882812 Penalty: 2047.755493 Iteration 3Q: 3 clusters Score -49164.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -49177.691406 Penalty: 2047.755493 Iteration 4Q: 3 clusters Score -49177.69 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -49196.910156 Penalty: 2047.755493 Iteration 5Q: 3 clusters Score -49196.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -49210.859375 Penalty: 2047.755493 Iteration 6Q: 3 clusters Score -49210.86 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -49223.753906 Penalty: 2047.755493 Iteration 7Q: 3 clusters Score -49223.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -49232.734375 Penalty: 2047.755493 Iteration 8Q: 3 clusters Score -49232.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -49236.191406 Penalty: 2047.755493 Iteration 9Q: 3 clusters Score -49236.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -49237.011719 Penalty: 2047.755493 Iteration 10Q: 3 clusters Score -49237.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -49237.773438 Penalty: 2047.755493 Iteration 11Q: 3 clusters Score -49237.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -49237.773438 Penalty: 2047.755493 Iteration 12F: 3 clusters Score -49237.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1723 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Entering Unmasked Estep Score: -159042.359375 Penalty: 1210.921143 Iteration 0F: 2 clusters Score -159042.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -157130.718750 Penalty: 2421.842285 Iteration 0F: 3 clusters Score -157130.7 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -157606.171875 Penalty: 2421.842285 Iteration 1F: 3 clusters Score -157606.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -157797.531250 Penalty: 2421.842285 Iteration 2F: 3 clusters Score -157797.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -157914.640625 Penalty: 2421.842285 Iteration 3F: 3 clusters Score -157914.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -158045.796875 Penalty: 2421.842285 Iteration 4F: 3 clusters Score -158045.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -158185.890625 Penalty: 2421.842285 Iteration 5F: 3 clusters Score -158185.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -158302.718750 Penalty: 2421.842285 Iteration 6Q: 3 clusters Score -158302.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -158391.453125 Penalty: 2421.842285 Iteration 7Q: 3 clusters Score -158391.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -158457.046875 Penalty: 2421.842285 Iteration 8Q: 3 clusters Score -158457 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -158490.812500 Penalty: 2421.842285 Iteration 9Q: 3 clusters Score -158490.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -158514.703125 Penalty: 2421.842285 Iteration 10Q: 3 clusters Score -158514.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -158541.734375 Penalty: 2421.842285 Iteration 11Q: 3 clusters Score -158541.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -158565.671875 Penalty: 2421.842285 Iteration 12Q: 3 clusters Score -158565.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -158586.734375 Penalty: 2421.842285 Iteration 13Q: 3 clusters Score -158586.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -158596.531250 Penalty: 2421.842285 Iteration 14Q: 3 clusters Score -158596.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -158603.171875 Penalty: 2421.842285 Iteration 15Q: 3 clusters Score -158603.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -158604.843750 Penalty: 2421.842285 Iteration 16Q: 3 clusters Score -158604.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -158606.828125 Penalty: 2421.842285 Iteration 17Q: 3 clusters Score -158606.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -158608.828125 Penalty: 2421.842285 Iteration 18Q: 3 clusters Score -158608.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -158610.203125 Penalty: 2421.842285 Iteration 19Q: 3 clusters Score -158610.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -158610.203125 Penalty: 2421.842285 Iteration 20F: 3 clusters Score -158610.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (18401 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18401 members Entering Unmasked Estep Score: -1782943.125000 Penalty: 1595.776001 Iteration 0F: 2 clusters Score -1782943 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9324 members Mstep: Class 2 contains 9077 members Entering Unmasked Estep Score: -1770347.250000 Penalty: 3191.552002 Iteration 0F: 3 clusters Score -1770347 nChanged 8267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9889 members Mstep: Class 2 contains 8512 members Entering Unmasked Estep Score: -1774859.500000 Penalty: 3191.552002 Iteration 1F: 3 clusters Score -1774860 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10328 members Mstep: Class 2 contains 8073 members Entering Unmasked Estep Score: -1775315.875000 Penalty: 3191.552002 Iteration 2F: 3 clusters Score -1775316 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10925 members Mstep: Class 2 contains 7476 members Entering Unmasked Estep Score: -1775864.375000 Penalty: 3191.552002 Iteration 3F: 3 clusters Score -1775864 nChanged 1218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11759 members Mstep: Class 2 contains 6642 members Entering Unmasked Estep Score: -1776783.875000 Penalty: 3191.552002 Iteration 4F: 3 clusters Score -1776784 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12871 members Mstep: Class 2 contains 5530 members Entering Unmasked Estep Score: -1778105.875000 Penalty: 3191.552002 Iteration 5F: 3 clusters Score -1778106 nChanged 1576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14101 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -1779501.625000 Penalty: 3191.552002 Iteration 6F: 3 clusters Score -1779502 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15181 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -1780751.125000 Penalty: 3191.552002 Iteration 7F: 3 clusters Score -1780751 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15861 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -1781693.500000 Penalty: 3191.552002 Iteration 8Q: 3 clusters Score -1781694 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16171 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -1782279.750000 Penalty: 3191.552002 Iteration 9Q: 3 clusters Score -1782280 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16318 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -1782498.875000 Penalty: 3191.552002 Iteration 10Q: 3 clusters Score -1782499 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16422 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -1782573.875000 Penalty: 3191.552002 Iteration 11Q: 3 clusters Score -1782574 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16482 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -1782595.250000 Penalty: 3191.552002 Iteration 12Q: 3 clusters Score -1782595 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16530 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -1782615.250000 Penalty: 3191.552002 Iteration 13Q: 3 clusters Score -1782615 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16560 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -1782630.375000 Penalty: 3191.552002 Iteration 14Q: 3 clusters Score -1782630 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16595 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -1782632.625000 Penalty: 3191.552002 Iteration 15Q: 3 clusters Score -1782633 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16614 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -1782637.750000 Penalty: 3191.552002 Iteration 16Q: 3 clusters Score -1782638 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16629 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -1782639.375000 Penalty: 3191.552002 Iteration 17Q: 3 clusters Score -1782639 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16643 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -1782638.000000 Penalty: 3191.552002 Iteration 18Q: 3 clusters Score -1782638 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16653 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -1782639.125000 Penalty: 3191.552002 Iteration 19Q: 3 clusters Score -1782639 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16663 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -1782641.125000 Penalty: 3191.552002 Iteration 20F: 3 clusters Score -1782641 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16670 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -1782641.375000 Penalty: 3191.552002 Iteration 21Q: 3 clusters Score -1782641 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16677 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -1782646.000000 Penalty: 3191.552002 Iteration 22Q: 3 clusters Score -1782646 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16687 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -1782653.500000 Penalty: 3191.552002 Iteration 23Q: 3 clusters Score -1782654 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16702 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -1782657.125000 Penalty: 3191.552002 Iteration 24Q: 3 clusters Score -1782657 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16713 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -1782653.500000 Penalty: 3191.552002 Iteration 25Q: 3 clusters Score -1782654 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16718 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -1782653.125000 Penalty: 3191.552002 Iteration 26Q: 3 clusters Score -1782653 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16722 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -1782655.625000 Penalty: 3191.552002 Iteration 27Q: 3 clusters Score -1782656 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16724 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -1782655.500000 Penalty: 3191.552002 Iteration 28Q: 3 clusters Score -1782656 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16725 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -1782654.750000 Penalty: 3191.552002 Iteration 29Q: 3 clusters Score -1782655 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16725 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -1782654.750000 Penalty: 3191.552002 Iteration 30F: 3 clusters Score -1782655 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (15915 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15915 members Entering Unmasked Estep Score: -1525115.000000 Penalty: 1572.190308 Iteration 0F: 2 clusters Score -1525115 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7821 members Mstep: Class 2 contains 8094 members Entering Unmasked Estep Score: -1514095.750000 Penalty: 3144.380615 Iteration 0F: 3 clusters Score -1514096 nChanged 7037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7070 members Mstep: Class 2 contains 8845 members Entering Unmasked Estep Score: -1517987.500000 Penalty: 3144.380615 Iteration 1F: 3 clusters Score -1517988 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 9319 members Entering Unmasked Estep Score: -1518478.875000 Penalty: 3144.380615 Iteration 2F: 3 clusters Score -1518479 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5927 members Mstep: Class 2 contains 9988 members Entering Unmasked Estep Score: -1519031.750000 Penalty: 3144.380615 Iteration 3F: 3 clusters Score -1519032 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 10818 members Entering Unmasked Estep Score: -1519709.250000 Penalty: 3144.380615 Iteration 4F: 3 clusters Score -1519709 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 11803 members Entering Unmasked Estep Score: -1520556.250000 Penalty: 3144.380615 Iteration 5F: 3 clusters Score -1520556 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 12781 members Entering Unmasked Estep Score: -1521425.375000 Penalty: 3144.380615 Iteration 6F: 3 clusters Score -1521425 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 13609 members Entering Unmasked Estep Score: -1522200.875000 Penalty: 3144.380615 Iteration 7F: 3 clusters Score -1522201 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 14280 members Entering Unmasked Estep Score: -1522831.500000 Penalty: 3144.380615 Iteration 8Q: 3 clusters Score -1522832 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 14757 members Entering Unmasked Estep Score: -1523262.125000 Penalty: 3144.380615 Iteration 9Q: 3 clusters Score -1523262 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 15048 members Entering Unmasked Estep Score: -1523589.875000 Penalty: 3144.380615 Iteration 10Q: 3 clusters Score -1523590 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 15191 members Entering Unmasked Estep Score: -1523776.625000 Penalty: 3144.380615 Iteration 11Q: 3 clusters Score -1523777 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 15265 members Entering Unmasked Estep Score: -1523904.500000 Penalty: 3144.380615 Iteration 12Q: 3 clusters Score -1523904 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 15302 members Entering Unmasked Estep Score: -1523985.375000 Penalty: 3144.380615 Iteration 13Q: 3 clusters Score -1523985 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 15324 members Entering Unmasked Estep Score: -1524045.750000 Penalty: 3144.380615 Iteration 14Q: 3 clusters Score -1524046 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 15343 members Entering Unmasked Estep Score: -1524090.000000 Penalty: 3144.380615 Iteration 15Q: 3 clusters Score -1524090 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 15359 members Entering Unmasked Estep Score: -1524137.875000 Penalty: 3144.380615 Iteration 16Q: 3 clusters Score -1524138 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 15367 members Entering Unmasked Estep Score: -1524171.375000 Penalty: 3144.380615 Iteration 17Q: 3 clusters Score -1524171 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 15374 members Entering Unmasked Estep Score: -1524200.375000 Penalty: 3144.380615 Iteration 18Q: 3 clusters Score -1524200 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 15371 members Entering Unmasked Estep Score: -1524228.625000 Penalty: 3144.380615 Iteration 19Q: 3 clusters Score -1524229 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 15375 members Entering Unmasked Estep Score: -1524245.750000 Penalty: 3144.380615 Iteration 20F: 3 clusters Score -1524246 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 15375 members Entering Unmasked Estep Score: -1524259.625000 Penalty: 3144.380615 Iteration 21Q: 3 clusters Score -1524260 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 15368 members Entering Unmasked Estep Score: -1524263.875000 Penalty: 3144.380615 Iteration 22Q: 3 clusters Score -1524264 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 15366 members Entering Unmasked Estep Score: -1524264.250000 Penalty: 3144.380615 Iteration 23Q: 3 clusters Score -1524264 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 15364 members Entering Unmasked Estep Score: -1524264.000000 Penalty: 3144.380615 Iteration 24Q: 3 clusters Score -1524264 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 15365 members Entering Unmasked Estep Score: -1524271.250000 Penalty: 3144.380615 Iteration 25Q: 3 clusters Score -1524271 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 15366 members Entering Unmasked Estep Score: -1524269.875000 Penalty: 3144.380615 Iteration 26Q: 3 clusters Score -1524270 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 15367 members Entering Unmasked Estep Score: -1524273.875000 Penalty: 3144.380615 Iteration 27Q: 3 clusters Score -1524274 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 15369 members Entering Unmasked Estep Score: -1524273.250000 Penalty: 3144.380615 Iteration 28Q: 3 clusters Score -1524273 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 15368 members Entering Unmasked Estep Score: -1524274.625000 Penalty: 3144.380615 Iteration 29Q: 3 clusters Score -1524275 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 15368 members Entering Unmasked Estep Score: -1524274.625000 Penalty: 3144.380615 Iteration 30F: 3 clusters Score -1524275 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2844 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Entering Unmasked Estep Score: -270798.125000 Penalty: 1292.357056 Iteration 0F: 2 clusters Score -270798.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -268162.281250 Penalty: 2584.714111 Iteration 0F: 3 clusters Score -268162.3 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -268878.906250 Penalty: 2584.714111 Iteration 1F: 3 clusters Score -268878.9 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -269113.687500 Penalty: 2584.714111 Iteration 2F: 3 clusters Score -269113.7 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -269260.531250 Penalty: 2584.714111 Iteration 3F: 3 clusters Score -269260.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -269348.062500 Penalty: 2584.714111 Iteration 4Q: 3 clusters Score -269348.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -269430.093750 Penalty: 2584.714111 Iteration 5Q: 3 clusters Score -269430.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -269487.625000 Penalty: 2584.714111 Iteration 6Q: 3 clusters Score -269487.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -269528.062500 Penalty: 2584.714111 Iteration 7Q: 3 clusters Score -269528.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -269554.875000 Penalty: 2584.714111 Iteration 8Q: 3 clusters Score -269554.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -269580.968750 Penalty: 2584.714111 Iteration 9Q: 3 clusters Score -269581 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -269610.562500 Penalty: 2584.714111 Iteration 10Q: 3 clusters Score -269610.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -269637.093750 Penalty: 2584.714111 Iteration 11Q: 3 clusters Score -269637.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -269651.156250 Penalty: 2584.714111 Iteration 12Q: 3 clusters Score -269651.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -269660.218750 Penalty: 2584.714111 Iteration 13Q: 3 clusters Score -269660.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -269667.843750 Penalty: 2584.714111 Iteration 14Q: 3 clusters Score -269667.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -269674.906250 Penalty: 2584.714111 Iteration 15Q: 3 clusters Score -269674.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -269677.625000 Penalty: 2584.714111 Iteration 16Q: 3 clusters Score -269677.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -269679.218750 Penalty: 2584.714111 Iteration 17Q: 3 clusters Score -269679.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -269680.968750 Penalty: 2584.714111 Iteration 18Q: 3 clusters Score -269681 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -269682.125000 Penalty: 2584.714111 Iteration 19Q: 3 clusters Score -269682.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -269682.218750 Penalty: 2584.714111 Iteration 20F: 3 clusters Score -269682.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -269683.218750 Penalty: 2584.714111 Iteration 21Q: 3 clusters Score -269683.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -269684.500000 Penalty: 2584.714111 Iteration 22Q: 3 clusters Score -269684.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -269684.875000 Penalty: 2584.714111 Iteration 23Q: 3 clusters Score -269684.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -269686.562500 Penalty: 2584.714111 Iteration 24Q: 3 clusters Score -269686.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -269687.093750 Penalty: 2584.714111 Iteration 25Q: 3 clusters Score -269687.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -269687.656250 Penalty: 2584.714111 Iteration 26Q: 3 clusters Score -269687.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -269688.718750 Penalty: 2584.714111 Iteration 27Q: 3 clusters Score -269688.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -269688.718750 Penalty: 2584.714111 Iteration 28F: 3 clusters Score -269688.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5658 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Entering Unmasked Estep Score: -537435.187500 Penalty: 1404.134155 Iteration 0F: 2 clusters Score -537435.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -533018.750000 Penalty: 2808.268311 Iteration 0F: 3 clusters Score -533018.8 nChanged 2298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -534347.687500 Penalty: 2808.268311 Iteration 1F: 3 clusters Score -534347.7 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -534642.437500 Penalty: 2808.268311 Iteration 2F: 3 clusters Score -534642.4 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -535025.062500 Penalty: 2808.268311 Iteration 3F: 3 clusters Score -535025.1 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -535464.000000 Penalty: 2808.268311 Iteration 4F: 3 clusters Score -535464 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -535927.937500 Penalty: 2808.268311 Iteration 5F: 3 clusters Score -535927.9 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -536321.062500 Penalty: 2808.268311 Iteration 6F: 3 clusters Score -536321.1 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -536572.625000 Penalty: 2808.268311 Iteration 7F: 3 clusters Score -536572.6 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -536766.375000 Penalty: 2808.268311 Iteration 8Q: 3 clusters Score -536766.4 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -536883.250000 Penalty: 2808.268311 Iteration 9Q: 3 clusters Score -536883.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -536956.562500 Penalty: 2808.268311 Iteration 10Q: 3 clusters Score -536956.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -537009.312500 Penalty: 2808.268311 Iteration 11Q: 3 clusters Score -537009.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -537046.250000 Penalty: 2808.268311 Iteration 12Q: 3 clusters Score -537046.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -537070.625000 Penalty: 2808.268311 Iteration 13Q: 3 clusters Score -537070.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -537084.687500 Penalty: 2808.268311 Iteration 14Q: 3 clusters Score -537084.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -537095.625000 Penalty: 2808.268311 Iteration 15Q: 3 clusters Score -537095.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -537105.062500 Penalty: 2808.268311 Iteration 16Q: 3 clusters Score -537105.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -537110.000000 Penalty: 2808.268311 Iteration 17Q: 3 clusters Score -537110 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -537117.125000 Penalty: 2808.268311 Iteration 18Q: 3 clusters Score -537117.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -537120.750000 Penalty: 2808.268311 Iteration 19Q: 3 clusters Score -537120.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -537123.750000 Penalty: 2808.268311 Iteration 20F: 3 clusters Score -537123.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -537124.750000 Penalty: 2808.268311 Iteration 21Q: 3 clusters Score -537124.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -537125.625000 Penalty: 2808.268311 Iteration 22Q: 3 clusters Score -537125.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -537127.375000 Penalty: 2808.268311 Iteration 23Q: 3 clusters Score -537127.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -537127.875000 Penalty: 2808.268311 Iteration 24Q: 3 clusters Score -537127.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -537127.250000 Penalty: 2808.268311 Iteration 25Q: 3 clusters Score -537127.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -537127.812500 Penalty: 2808.268311 Iteration 26Q: 3 clusters Score -537127.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -537127.812500 Penalty: 2808.268311 Iteration 27F: 3 clusters Score -537127.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (593 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Entering Unmasked Estep Score: -54967.347656 Penalty: 1037.594116 Iteration 0F: 2 clusters Score -54967.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -53845.429688 Penalty: 2075.188232 Iteration 0F: 3 clusters Score -53845.43 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -54015.722656 Penalty: 2075.188232 Iteration 1F: 3 clusters Score -54015.72 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -54057.914062 Penalty: 2075.188232 Iteration 2Q: 3 clusters Score -54057.91 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -54072.003906 Penalty: 2075.188232 Iteration 3Q: 3 clusters Score -54072 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -54077.199219 Penalty: 2075.188232 Iteration 4Q: 3 clusters Score -54077.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -54078.542969 Penalty: 2075.188232 Iteration 5Q: 3 clusters Score -54078.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -54080.511719 Penalty: 2075.188232 Iteration 6Q: 3 clusters Score -54080.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -54081.933594 Penalty: 2075.188232 Iteration 7Q: 3 clusters Score -54081.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -54083.609375 Penalty: 2075.188232 Iteration 8Q: 3 clusters Score -54083.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -54085.304688 Penalty: 2075.188232 Iteration 9Q: 3 clusters Score -54085.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -54085.558594 Penalty: 2075.188232 Iteration 10Q: 3 clusters Score -54085.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -54085.558594 Penalty: 2075.188232 Iteration 11F: 3 clusters Score -54085.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (838 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Entering Unmasked Estep Score: -79379.398438 Penalty: 1093.790405 Iteration 0F: 2 clusters Score -79379.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -78070.460938 Penalty: 2187.580811 Iteration 0F: 3 clusters Score -78070.46 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -78291.671875 Penalty: 2187.580811 Iteration 1F: 3 clusters Score -78291.67 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -78350.460938 Penalty: 2187.580811 Iteration 2F: 3 clusters Score -78350.46 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -78385.734375 Penalty: 2187.580811 Iteration 3Q: 3 clusters Score -78385.73 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -78398.906250 Penalty: 2187.580811 Iteration 4Q: 3 clusters Score -78398.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -78412.367188 Penalty: 2187.580811 Iteration 5Q: 3 clusters Score -78412.37 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -78421.570312 Penalty: 2187.580811 Iteration 6Q: 3 clusters Score -78421.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -78422.484375 Penalty: 2187.580811 Iteration 7Q: 3 clusters Score -78422.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -78423.671875 Penalty: 2187.580811 Iteration 8Q: 3 clusters Score -78423.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -78425.585938 Penalty: 2187.580811 Iteration 9Q: 3 clusters Score -78425.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -78426.000000 Penalty: 2187.580811 Iteration 10Q: 3 clusters Score -78426 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -78426.867188 Penalty: 2187.580811 Iteration 11Q: 3 clusters Score -78426.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -78429.148438 Penalty: 2187.580811 Iteration 12Q: 3 clusters Score -78429.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -78429.828125 Penalty: 2187.580811 Iteration 13Q: 3 clusters Score -78429.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -78429.828125 Penalty: 2187.580811 Iteration 14F: 3 clusters Score -78429.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (988 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Entering Unmasked Estep Score: -90824.179688 Penalty: 1120.548462 Iteration 0F: 2 clusters Score -90824.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -89361.390625 Penalty: 2241.096924 Iteration 0F: 3 clusters Score -89361.39 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -89626.789062 Penalty: 2241.096924 Iteration 1F: 3 clusters Score -89626.79 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -89699.867188 Penalty: 2241.096924 Iteration 2F: 3 clusters Score -89699.87 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -89747.593750 Penalty: 2241.096924 Iteration 3Q: 3 clusters Score -89747.59 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -89783.796875 Penalty: 2241.096924 Iteration 4Q: 3 clusters Score -89783.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -89816.757812 Penalty: 2241.096924 Iteration 5Q: 3 clusters Score -89816.76 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -89837.757812 Penalty: 2241.096924 Iteration 6Q: 3 clusters Score -89837.76 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -89855.226562 Penalty: 2241.096924 Iteration 7Q: 3 clusters Score -89855.23 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -89866.203125 Penalty: 2241.096924 Iteration 8Q: 3 clusters Score -89866.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -89873.140625 Penalty: 2241.096924 Iteration 9Q: 3 clusters Score -89873.14 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -89882.070312 Penalty: 2241.096924 Iteration 10Q: 3 clusters Score -89882.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -89886.812500 Penalty: 2241.096924 Iteration 11Q: 3 clusters Score -89886.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -89887.843750 Penalty: 2241.096924 Iteration 12Q: 3 clusters Score -89887.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -89888.585938 Penalty: 2241.096924 Iteration 13Q: 3 clusters Score -89888.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -89891.851562 Penalty: 2241.096924 Iteration 14Q: 3 clusters Score -89891.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -89891.851562 Penalty: 2241.096924 Iteration 15F: 3 clusters Score -89891.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2511 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Entering Unmasked Estep Score: -238420.828125 Penalty: 1272.120972 Iteration 0F: 2 clusters Score -238420.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -235993.765625 Penalty: 2544.241943 Iteration 0F: 3 clusters Score -235993.8 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -236595.265625 Penalty: 2544.241943 Iteration 1F: 3 clusters Score -236595.3 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -236738.125000 Penalty: 2544.241943 Iteration 2F: 3 clusters Score -236738.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -236810.968750 Penalty: 2544.241943 Iteration 3Q: 3 clusters Score -236811 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -236853.390625 Penalty: 2544.241943 Iteration 4Q: 3 clusters Score -236853.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -236887.375000 Penalty: 2544.241943 Iteration 5Q: 3 clusters Score -236887.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -236918.296875 Penalty: 2544.241943 Iteration 6Q: 3 clusters Score -236918.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -236936.234375 Penalty: 2544.241943 Iteration 7Q: 3 clusters Score -236936.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -236952.937500 Penalty: 2544.241943 Iteration 8Q: 3 clusters Score -236952.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -236969.640625 Penalty: 2544.241943 Iteration 9Q: 3 clusters Score -236969.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -236985.031250 Penalty: 2544.241943 Iteration 10Q: 3 clusters Score -236985 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -236998.406250 Penalty: 2544.241943 Iteration 11Q: 3 clusters Score -236998.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -237012.500000 Penalty: 2544.241943 Iteration 12Q: 3 clusters Score -237012.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -237026.203125 Penalty: 2544.241943 Iteration 13Q: 3 clusters Score -237026.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -237040.031250 Penalty: 2544.241943 Iteration 14Q: 3 clusters Score -237040 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -237050.421875 Penalty: 2544.241943 Iteration 15Q: 3 clusters Score -237050.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -237062.546875 Penalty: 2544.241943 Iteration 16Q: 3 clusters Score -237062.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -237072.296875 Penalty: 2544.241943 Iteration 17Q: 3 clusters Score -237072.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -237083.203125 Penalty: 2544.241943 Iteration 18Q: 3 clusters Score -237083.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -237096.109375 Penalty: 2544.241943 Iteration 19Q: 3 clusters Score -237096.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -237103.906250 Penalty: 2544.241943 Iteration 20F: 3 clusters Score -237103.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -237108.265625 Penalty: 2544.241943 Iteration 21Q: 3 clusters Score -237108.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -237109.640625 Penalty: 2544.241943 Iteration 22Q: 3 clusters Score -237109.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -237112.250000 Penalty: 2544.241943 Iteration 23Q: 3 clusters Score -237112.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -237117.937500 Penalty: 2544.241943 Iteration 24Q: 3 clusters Score -237117.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -237125.609375 Penalty: 2544.241943 Iteration 25Q: 3 clusters Score -237125.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -237130.234375 Penalty: 2544.241943 Iteration 26Q: 3 clusters Score -237130.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -237134.000000 Penalty: 2544.241943 Iteration 27Q: 3 clusters Score -237134 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -237136.765625 Penalty: 2544.241943 Iteration 28Q: 3 clusters Score -237136.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -237139.968750 Penalty: 2544.241943 Iteration 29Q: 3 clusters Score -237140 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -237142.281250 Penalty: 2544.241943 Iteration 30Q: 3 clusters Score -237142.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -237144.328125 Penalty: 2544.241943 Iteration 31Q: 3 clusters Score -237144.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -237146.890625 Penalty: 2544.241943 Iteration 32Q: 3 clusters Score -237146.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -237147.734375 Penalty: 2544.241943 Iteration 33Q: 3 clusters Score -237147.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -237147.734375 Penalty: 2544.241943 Iteration 34F: 3 clusters Score -237147.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2743 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Entering Unmasked Estep Score: -258757.265625 Penalty: 1286.481201 Iteration 0F: 2 clusters Score -258757.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -256234.843750 Penalty: 2572.962402 Iteration 0F: 3 clusters Score -256234.8 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -256838.750000 Penalty: 2572.962402 Iteration 1F: 3 clusters Score -256838.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -256967.359375 Penalty: 2572.962402 Iteration 2F: 3 clusters Score -256967.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -257037.125000 Penalty: 2572.962402 Iteration 3Q: 3 clusters Score -257037.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -257104.218750 Penalty: 2572.962402 Iteration 4Q: 3 clusters Score -257104.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -257144.093750 Penalty: 2572.962402 Iteration 5Q: 3 clusters Score -257144.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -257181.343750 Penalty: 2572.962402 Iteration 6Q: 3 clusters Score -257181.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -257206.984375 Penalty: 2572.962402 Iteration 7Q: 3 clusters Score -257207 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -257236.515625 Penalty: 2572.962402 Iteration 8Q: 3 clusters Score -257236.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -257269.031250 Penalty: 2572.962402 Iteration 9Q: 3 clusters Score -257269 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -257307.750000 Penalty: 2572.962402 Iteration 10Q: 3 clusters Score -257307.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -257345.671875 Penalty: 2572.962402 Iteration 11Q: 3 clusters Score -257345.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -257383.078125 Penalty: 2572.962402 Iteration 12Q: 3 clusters Score -257383.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -257417.703125 Penalty: 2572.962402 Iteration 13Q: 3 clusters Score -257417.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -257455.343750 Penalty: 2572.962402 Iteration 14Q: 3 clusters Score -257455.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -257495.046875 Penalty: 2572.962402 Iteration 15Q: 3 clusters Score -257495 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -257531.078125 Penalty: 2572.962402 Iteration 16Q: 3 clusters Score -257531.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -257566.218750 Penalty: 2572.962402 Iteration 17Q: 3 clusters Score -257566.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -257596.187500 Penalty: 2572.962402 Iteration 18Q: 3 clusters Score -257596.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -257628.031250 Penalty: 2572.962402 Iteration 19Q: 3 clusters Score -257628 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -257663.015625 Penalty: 2572.962402 Iteration 20F: 3 clusters Score -257663 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -257698.109375 Penalty: 2572.962402 Iteration 21Q: 3 clusters Score -257698.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -257731.171875 Penalty: 2572.962402 Iteration 22Q: 3 clusters Score -257731.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -257756.609375 Penalty: 2572.962402 Iteration 23Q: 3 clusters Score -257756.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -257785.625000 Penalty: 2572.962402 Iteration 24Q: 3 clusters Score -257785.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -257820.640625 Penalty: 2572.962402 Iteration 25Q: 3 clusters Score -257820.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -257855.671875 Penalty: 2572.962402 Iteration 26Q: 3 clusters Score -257855.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -257883.531250 Penalty: 2572.962402 Iteration 27Q: 3 clusters Score -257883.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -257914.750000 Penalty: 2572.962402 Iteration 28Q: 3 clusters Score -257914.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -257947.265625 Penalty: 2572.962402 Iteration 29Q: 3 clusters Score -257947.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -257972.921875 Penalty: 2572.962402 Iteration 30Q: 3 clusters Score -257972.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -258003.609375 Penalty: 2572.962402 Iteration 31Q: 3 clusters Score -258003.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -258023.437500 Penalty: 2572.962402 Iteration 32Q: 3 clusters Score -258023.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -258031.328125 Penalty: 2572.962402 Iteration 33Q: 3 clusters Score -258031.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -258033.625000 Penalty: 2572.962402 Iteration 34Q: 3 clusters Score -258033.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -258035.062500 Penalty: 2572.962402 Iteration 35Q: 3 clusters Score -258035.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -258036.671875 Penalty: 2572.962402 Iteration 36Q: 3 clusters Score -258036.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -258038.250000 Penalty: 2572.962402 Iteration 37Q: 3 clusters Score -258038.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -258039.765625 Penalty: 2572.962402 Iteration 38Q: 3 clusters Score -258039.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -258043.000000 Penalty: 2572.962402 Iteration 39Q: 3 clusters Score -258043 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -258043.843750 Penalty: 2572.962402 Iteration 40F: 3 clusters Score -258043.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -258045.468750 Penalty: 2572.962402 Iteration 41Q: 3 clusters Score -258045.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -258046.750000 Penalty: 2572.962402 Iteration 42Q: 3 clusters Score -258046.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -258047.265625 Penalty: 2572.962402 Iteration 43Q: 3 clusters Score -258047.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -258047.984375 Penalty: 2572.962402 Iteration 44Q: 3 clusters Score -258048 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -258048.546875 Penalty: 2572.962402 Iteration 45Q: 3 clusters Score -258048.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -258051.000000 Penalty: 2572.962402 Iteration 46Q: 3 clusters Score -258051 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -258052.375000 Penalty: 2572.962402 Iteration 47Q: 3 clusters Score -258052.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -258052.375000 Penalty: 2572.962402 Iteration 48F: 3 clusters Score -258052.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 484 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2826 members Mstep: Class 5 contains 15888 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2937 members Mstep: Class 8 contains 1288 members Mstep: Class 9 contains 1407 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1370 members Mstep: Class 13 contains 545 members Mstep: Class 14 contains 1723 members Mstep: Class 15 contains 18401 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2844 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 593 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2511 members Mstep: Class 23 contains 2743 members Entering Unmasked Estep ConsiderDeletion Score: -8400828.000000 Penalty: 42713.937500 Iteration 79Q: 24 clusters Score -8400828 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 486 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2826 members Mstep: Class 5 contains 15888 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2927 members Mstep: Class 8 contains 1288 members Mstep: Class 9 contains 1409 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1369 members Mstep: Class 13 contains 551 members Mstep: Class 14 contains 1716 members Mstep: Class 15 contains 18395 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 588 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2503 members Mstep: Class 23 contains 2768 members Entering Unmasked Estep ConsiderDeletion Score: -8400877.000000 Penalty: 42713.937500 Iteration 80F: 24 clusters Score -8400877 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 485 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2826 members Mstep: Class 5 contains 15887 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2917 members Mstep: Class 8 contains 1289 members Mstep: Class 9 contains 1409 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1369 members Mstep: Class 13 contains 561 members Mstep: Class 14 contains 1705 members Mstep: Class 15 contains 18394 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5659 members Mstep: Class 19 contains 588 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2490 members Mstep: Class 23 contains 2793 members Entering Unmasked Estep ConsiderDeletion Score: -8400919.000000 Penalty: 42713.937500 Iteration 81Q: 24 clusters Score -8400919 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 485 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2826 members Mstep: Class 5 contains 15886 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2909 members Mstep: Class 8 contains 1290 members Mstep: Class 9 contains 1409 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1369 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 1696 members Mstep: Class 15 contains 18393 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5659 members Mstep: Class 19 contains 588 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2482 members Mstep: Class 23 contains 2811 members Entering Unmasked Estep ConsiderDeletion Score: -8400955.000000 Penalty: 42713.937500 Iteration 82Q: 24 clusters Score -8400955 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 486 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2826 members Mstep: Class 5 contains 15885 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2899 members Mstep: Class 8 contains 1290 members Mstep: Class 9 contains 1409 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1370 members Mstep: Class 13 contains 572 members Mstep: Class 14 contains 1692 members Mstep: Class 15 contains 18395 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5659 members Mstep: Class 19 contains 589 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2478 members Mstep: Class 23 contains 2823 members Entering Unmasked Estep ConsiderDeletion Score: -8400972.000000 Penalty: 42713.937500 Iteration 83Q: 24 clusters Score -8400972 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 483 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2827 members Mstep: Class 5 contains 15884 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2894 members Mstep: Class 8 contains 1289 members Mstep: Class 9 contains 1409 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1373 members Mstep: Class 13 contains 576 members Mstep: Class 14 contains 1693 members Mstep: Class 15 contains 18394 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5659 members Mstep: Class 19 contains 589 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2476 members Mstep: Class 23 contains 2825 members Entering Unmasked Estep ConsiderDeletion Score: -8400966.000000 Penalty: 42713.937500 Iteration 84Q: 24 clusters Score -8400966 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 483 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2827 members Mstep: Class 5 contains 15885 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2889 members Mstep: Class 8 contains 1290 members Mstep: Class 9 contains 1409 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 576 members Mstep: Class 14 contains 1692 members Mstep: Class 15 contains 18393 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 589 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2473 members Mstep: Class 23 contains 2831 members Entering Unmasked Estep ConsiderDeletion Score: -8400989.000000 Penalty: 42713.937500 Iteration 85Q: 24 clusters Score -8400989 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 483 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15885 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2884 members Mstep: Class 8 contains 1290 members Mstep: Class 9 contains 1409 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 575 members Mstep: Class 14 contains 1692 members Mstep: Class 15 contains 18393 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 589 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2469 members Mstep: Class 23 contains 2837 members Entering Unmasked Estep ConsiderDeletion Score: -8401004.000000 Penalty: 42713.937500 Iteration 86Q: 24 clusters Score -8401004 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 483 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15885 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2882 members Mstep: Class 8 contains 1290 members Mstep: Class 9 contains 1409 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1377 members Mstep: Class 13 contains 578 members Mstep: Class 14 contains 1692 members Mstep: Class 15 contains 18392 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 589 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2469 members Mstep: Class 23 contains 2838 members Entering Unmasked Estep ConsiderDeletion Score: -8401005.000000 Penalty: 42713.937500 Iteration 87Q: 24 clusters Score -8401005 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 481 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15885 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2880 members Mstep: Class 8 contains 1290 members Mstep: Class 9 contains 1409 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1382 members Mstep: Class 13 contains 580 members Mstep: Class 14 contains 1691 members Mstep: Class 15 contains 18390 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 589 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2468 members Mstep: Class 23 contains 2838 members Entering Unmasked Estep ConsiderDeletion Score: -8400997.000000 Penalty: 42713.937500 Iteration 88Q: 24 clusters Score -8400997 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 480 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15884 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2878 members Mstep: Class 8 contains 1291 members Mstep: Class 9 contains 1409 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1385 members Mstep: Class 13 contains 584 members Mstep: Class 14 contains 1688 members Mstep: Class 15 contains 18389 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 589 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2468 members Mstep: Class 23 contains 2838 members Entering Unmasked Estep ConsiderDeletion Score: -8401005.000000 Penalty: 42713.937500 Iteration 89Q: 24 clusters Score -8401005 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 480 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15883 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2878 members Mstep: Class 8 contains 1291 members Mstep: Class 9 contains 1409 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1385 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 1687 members Mstep: Class 15 contains 18389 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 589 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2467 members Mstep: Class 23 contains 2837 members Entering Unmasked Estep ConsiderDeletion Score: -8401013.000000 Penalty: 42713.937500 Iteration 90Q: 24 clusters Score -8401013 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 479 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15883 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2878 members Mstep: Class 8 contains 1291 members Mstep: Class 9 contains 1409 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1386 members Mstep: Class 13 contains 591 members Mstep: Class 14 contains 1687 members Mstep: Class 15 contains 18389 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 589 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2466 members Mstep: Class 23 contains 2835 members Entering Unmasked Estep ConsiderDeletion Score: -8401021.000000 Penalty: 42713.937500 Iteration 91Q: 24 clusters Score -8401021 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 479 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15882 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2877 members Mstep: Class 8 contains 1291 members Mstep: Class 9 contains 1409 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1388 members Mstep: Class 13 contains 593 members Mstep: Class 14 contains 1687 members Mstep: Class 15 contains 18388 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 589 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2467 members Mstep: Class 23 contains 2833 members Entering Unmasked Estep ConsiderDeletion Score: -8401017.000000 Penalty: 42713.937500 Iteration 92Q: 24 clusters Score -8401017 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 478 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15881 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2878 members Mstep: Class 8 contains 1291 members Mstep: Class 9 contains 1409 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1389 members Mstep: Class 13 contains 594 members Mstep: Class 14 contains 1687 members Mstep: Class 15 contains 18389 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 589 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2466 members Mstep: Class 23 contains 2832 members Entering Unmasked Estep ConsiderDeletion Score: -8401015.000000 Penalty: 42713.937500 Iteration 93Q: 24 clusters Score -8401015 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 478 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15880 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2877 members Mstep: Class 8 contains 1291 members Mstep: Class 9 contains 1409 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1391 members Mstep: Class 13 contains 594 members Mstep: Class 14 contains 1688 members Mstep: Class 15 contains 18388 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 589 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2464 members Mstep: Class 23 contains 2834 members Entering Unmasked Estep ConsiderDeletion Score: -8401011.000000 Penalty: 42713.937500 Iteration 94Q: 24 clusters Score -8401011 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 478 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15880 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2877 members Mstep: Class 8 contains 1291 members Mstep: Class 9 contains 1409 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1393 members Mstep: Class 13 contains 595 members Mstep: Class 14 contains 1688 members Mstep: Class 15 contains 18389 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 589 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2463 members Mstep: Class 23 contains 2831 members Entering Unmasked Estep ConsiderDeletion Score: -8401016.000000 Penalty: 42713.937500 Iteration 95Q: 24 clusters Score -8401016 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 478 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15881 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2877 members Mstep: Class 8 contains 1291 members Mstep: Class 9 contains 1409 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1394 members Mstep: Class 13 contains 595 members Mstep: Class 14 contains 1688 members Mstep: Class 15 contains 18389 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 589 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2460 members Mstep: Class 23 contains 2832 members Entering Unmasked Estep ConsiderDeletion Score: -8401010.000000 Penalty: 42713.937500 Iteration 96Q: 24 clusters Score -8401010 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 478 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15882 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2877 members Mstep: Class 8 contains 1291 members Mstep: Class 9 contains 1409 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1393 members Mstep: Class 13 contains 595 members Mstep: Class 14 contains 1688 members Mstep: Class 15 contains 18389 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 589 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2457 members Mstep: Class 23 contains 2835 members Entering Unmasked Estep ConsiderDeletion Score: -8401005.000000 Penalty: 42713.937500 Iteration 97Q: 24 clusters Score -8401005 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 478 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15882 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2876 members Mstep: Class 8 contains 1291 members Mstep: Class 9 contains 1410 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1391 members Mstep: Class 13 contains 595 members Mstep: Class 14 contains 1689 members Mstep: Class 15 contains 18390 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 589 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2457 members Mstep: Class 23 contains 2835 members Entering Unmasked Estep ConsiderDeletion Score: -8401004.000000 Penalty: 42713.937500 Iteration 98Q: 24 clusters Score -8401004 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 478 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15882 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2876 members Mstep: Class 8 contains 1291 members Mstep: Class 9 contains 1410 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1390 members Mstep: Class 13 contains 596 members Mstep: Class 14 contains 1689 members Mstep: Class 15 contains 18390 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 589 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2457 members Mstep: Class 23 contains 2835 members Entering Unmasked Estep ConsiderDeletion Score: -8401011.000000 Penalty: 42713.937500 Iteration 99Q: 24 clusters Score -8401011 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 478 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15882 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2876 members Mstep: Class 8 contains 1291 members Mstep: Class 9 contains 1410 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1390 members Mstep: Class 13 contains 597 members Mstep: Class 14 contains 1689 members Mstep: Class 15 contains 18390 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 589 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2457 members Mstep: Class 23 contains 2834 members Entering Unmasked Estep ConsiderDeletion Score: -8401014.000000 Penalty: 42713.937500 Iteration 100F: 24 clusters Score -8401014 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 478 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15882 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2876 members Mstep: Class 8 contains 1291 members Mstep: Class 9 contains 1410 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1390 members Mstep: Class 13 contains 598 members Mstep: Class 14 contains 1689 members Mstep: Class 15 contains 18390 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 589 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2457 members Mstep: Class 23 contains 2833 members Entering Unmasked Estep ConsiderDeletion Score: -8401019.000000 Penalty: 42713.937500 Iteration 101Q: 24 clusters Score -8401019 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 478 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15882 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2876 members Mstep: Class 8 contains 1291 members Mstep: Class 9 contains 1410 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1390 members Mstep: Class 13 contains 599 members Mstep: Class 14 contains 1689 members Mstep: Class 15 contains 18390 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 589 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2457 members Mstep: Class 23 contains 2832 members Entering Unmasked Estep ConsiderDeletion Score: -8401016.000000 Penalty: 42713.937500 Iteration 102Q: 24 clusters Score -8401016 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 478 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 15882 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 2876 members Mstep: Class 8 contains 1291 members Mstep: Class 9 contains 1410 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 6486 members Mstep: Class 12 contains 1390 members Mstep: Class 13 contains 599 members Mstep: Class 14 contains 1689 members Mstep: Class 15 contains 18390 members Mstep: Class 16 contains 15915 members Mstep: Class 17 contains 2845 members Mstep: Class 18 contains 5658 members Mstep: Class 19 contains 589 members Mstep: Class 20 contains 838 members Mstep: Class 21 contains 988 members Mstep: Class 22 contains 2457 members Mstep: Class 23 contains 2832 members Entering Unmasked Estep ConsiderDeletion Score: -8401016.000000 Penalty: 42713.937500 Iteration 103F: 24 clusters Score -8401016 nChanged 0 Entering ConstructFrom: Score: -8401016.000000 Penalty: 42713.937500 Entering ConstructFrom: Trying to split cluster 1 (4159 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Entering Unmasked Estep Score: -388136.062500 Penalty: 1354.117310 Iteration 0F: 2 clusters Score -388136.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -384738.156250 Penalty: 2708.234619 Iteration 0F: 3 clusters Score -384738.2 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -385640.781250 Penalty: 2708.234619 Iteration 1F: 3 clusters Score -385640.8 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -385811.687500 Penalty: 2708.234619 Iteration 2F: 3 clusters Score -385811.7 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -385939.093750 Penalty: 2708.234619 Iteration 3F: 3 clusters Score -385939.1 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -386042.687500 Penalty: 2708.234619 Iteration 4Q: 3 clusters Score -386042.7 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -386118.343750 Penalty: 2708.234619 Iteration 5Q: 3 clusters Score -386118.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -386191.062500 Penalty: 2708.234619 Iteration 6Q: 3 clusters Score -386191.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -386278.312500 Penalty: 2708.234619 Iteration 7Q: 3 clusters Score -386278.3 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -386355.968750 Penalty: 2708.234619 Iteration 8Q: 3 clusters Score -386356 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -386441.937500 Penalty: 2708.234619 Iteration 9Q: 3 clusters Score -386441.9 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -386538.187500 Penalty: 2708.234619 Iteration 10Q: 3 clusters Score -386538.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -386632.187500 Penalty: 2708.234619 Iteration 11Q: 3 clusters Score -386632.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -386738.968750 Penalty: 2708.234619 Iteration 12Q: 3 clusters Score -386739 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -386838.031250 Penalty: 2708.234619 Iteration 13Q: 3 clusters Score -386838 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -386913.250000 Penalty: 2708.234619 Iteration 14Q: 3 clusters Score -386913.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -386974.375000 Penalty: 2708.234619 Iteration 15Q: 3 clusters Score -386974.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -387014.531250 Penalty: 2708.234619 Iteration 16Q: 3 clusters Score -387014.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -387067.156250 Penalty: 2708.234619 Iteration 17Q: 3 clusters Score -387067.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -387125.281250 Penalty: 2708.234619 Iteration 18Q: 3 clusters Score -387125.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -387171.156250 Penalty: 2708.234619 Iteration 19Q: 3 clusters Score -387171.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -387206.125000 Penalty: 2708.234619 Iteration 20F: 3 clusters Score -387206.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -387233.000000 Penalty: 2708.234619 Iteration 21Q: 3 clusters Score -387233 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -387258.281250 Penalty: 2708.234619 Iteration 22Q: 3 clusters Score -387258.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -387279.875000 Penalty: 2708.234619 Iteration 23Q: 3 clusters Score -387279.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -387291.062500 Penalty: 2708.234619 Iteration 24Q: 3 clusters Score -387291.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -387297.781250 Penalty: 2708.234619 Iteration 25Q: 3 clusters Score -387297.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -387301.562500 Penalty: 2708.234619 Iteration 26Q: 3 clusters Score -387301.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -387303.093750 Penalty: 2708.234619 Iteration 27Q: 3 clusters Score -387303.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -387305.281250 Penalty: 2708.234619 Iteration 28Q: 3 clusters Score -387305.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -387307.062500 Penalty: 2708.234619 Iteration 29Q: 3 clusters Score -387307.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -387308.312500 Penalty: 2708.234619 Iteration 30Q: 3 clusters Score -387308.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -387311.593750 Penalty: 2708.234619 Iteration 31Q: 3 clusters Score -387311.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -387314.250000 Penalty: 2708.234619 Iteration 32Q: 3 clusters Score -387314.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -387320.031250 Penalty: 2708.234619 Iteration 33Q: 3 clusters Score -387320 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -387323.218750 Penalty: 2708.234619 Iteration 34Q: 3 clusters Score -387323.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -387326.187500 Penalty: 2708.234619 Iteration 35Q: 3 clusters Score -387326.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -387329.406250 Penalty: 2708.234619 Iteration 36Q: 3 clusters Score -387329.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -387333.687500 Penalty: 2708.234619 Iteration 37Q: 3 clusters Score -387333.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -387337.750000 Penalty: 2708.234619 Iteration 38Q: 3 clusters Score -387337.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -387340.437500 Penalty: 2708.234619 Iteration 39Q: 3 clusters Score -387340.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -387341.875000 Penalty: 2708.234619 Iteration 40F: 3 clusters Score -387341.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -387344.062500 Penalty: 2708.234619 Iteration 41Q: 3 clusters Score -387344.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -387345.375000 Penalty: 2708.234619 Iteration 42Q: 3 clusters Score -387345.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -387347.093750 Penalty: 2708.234619 Iteration 43Q: 3 clusters Score -387347.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -387349.093750 Penalty: 2708.234619 Iteration 44Q: 3 clusters Score -387349.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -387351.312500 Penalty: 2708.234619 Iteration 45Q: 3 clusters Score -387351.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -387351.656250 Penalty: 2708.234619 Iteration 46Q: 3 clusters Score -387351.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -387352.187500 Penalty: 2708.234619 Iteration 47Q: 3 clusters Score -387352.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -387353.093750 Penalty: 2708.234619 Iteration 48Q: 3 clusters Score -387353.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -387353.062500 Penalty: 2708.234619 Iteration 49Q: 3 clusters Score -387353.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -387352.281250 Penalty: 2708.234619 Iteration 50Q: 3 clusters Score -387352.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -387352.281250 Penalty: 2708.234619 Iteration 51F: 3 clusters Score -387352.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (478 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Entering Unmasked Estep Score: -35033.285156 Penalty: 1002.561707 Iteration 0F: 2 clusters Score -35033.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -34053.472656 Penalty: 2005.123413 Iteration 0F: 3 clusters Score -34053.47 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -34328.367188 Penalty: 2005.123413 Iteration 1F: 3 clusters Score -34328.37 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -34404.417969 Penalty: 2005.123413 Iteration 2F: 3 clusters Score -34404.42 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -34429.007812 Penalty: 2005.123413 Iteration 3Q: 3 clusters Score -34429.01 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -34459.539062 Penalty: 2005.123413 Iteration 4Q: 3 clusters Score -34459.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -34493.550781 Penalty: 2005.123413 Iteration 5Q: 3 clusters Score -34493.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -34523.636719 Penalty: 2005.123413 Iteration 6Q: 3 clusters Score -34523.64 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -34564.378906 Penalty: 2005.123413 Iteration 7Q: 3 clusters Score -34564.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -34606.625000 Penalty: 2005.123413 Iteration 8Q: 3 clusters Score -34606.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -34627.742188 Penalty: 2005.123413 Iteration 9Q: 3 clusters Score -34627.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -34634.750000 Penalty: 2005.123413 Iteration 10Q: 3 clusters Score -34634.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -34648.964844 Penalty: 2005.123413 Iteration 11Q: 3 clusters Score -34648.96 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -34669.144531 Penalty: 2005.123413 Iteration 12Q: 3 clusters Score -34669.14 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -34694.984375 Penalty: 2005.123413 Iteration 13Q: 3 clusters Score -34694.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -34711.785156 Penalty: 2005.123413 Iteration 14Q: 3 clusters Score -34711.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -34724.320312 Penalty: 2005.123413 Iteration 15Q: 3 clusters Score -34724.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -34737.050781 Penalty: 2005.123413 Iteration 16Q: 3 clusters Score -34737.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -34746.675781 Penalty: 2005.123413 Iteration 17Q: 3 clusters Score -34746.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -34751.585938 Penalty: 2005.123413 Iteration 18Q: 3 clusters Score -34751.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -34757.042969 Penalty: 2005.123413 Iteration 19Q: 3 clusters Score -34757.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -34759.351562 Penalty: 2005.123413 Iteration 20F: 3 clusters Score -34759.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -34761.812500 Penalty: 2005.123413 Iteration 21Q: 3 clusters Score -34761.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -34761.812500 Penalty: 2005.123413 Iteration 22F: 3 clusters Score -34761.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (538 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Entering Unmasked Estep Score: -47478.957031 Penalty: 1021.776978 Iteration 0F: 2 clusters Score -47478.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -46479.593750 Penalty: 2043.553955 Iteration 0F: 3 clusters Score -46479.59 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -46701.257812 Penalty: 2043.553955 Iteration 1F: 3 clusters Score -46701.26 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -46804.695312 Penalty: 2043.553955 Iteration 2F: 3 clusters Score -46804.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -46879.730469 Penalty: 2043.553955 Iteration 3F: 3 clusters Score -46879.73 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -46937.144531 Penalty: 2043.553955 Iteration 4Q: 3 clusters Score -46937.14 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -47016.226562 Penalty: 2043.553955 Iteration 5Q: 3 clusters Score -47016.23 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -47090.640625 Penalty: 2043.553955 Iteration 6Q: 3 clusters Score -47090.64 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -47195.753906 Penalty: 2043.553955 Iteration 7Q: 3 clusters Score -47195.75 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -47295.945312 Penalty: 2043.553955 Iteration 8Q: 3 clusters Score -47295.95 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -47342.648438 Penalty: 2043.553955 Iteration 9Q: 3 clusters Score -47342.65 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -47368.183594 Penalty: 2043.553955 Iteration 10Q: 3 clusters Score -47368.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -47385.054688 Penalty: 2043.553955 Iteration 11Q: 3 clusters Score -47385.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -47388.964844 Penalty: 2043.553955 Iteration 12Q: 3 clusters Score -47388.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -47394.894531 Penalty: 2043.553955 Iteration 13Q: 3 clusters Score -47394.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -47394.894531 Penalty: 2043.553955 Iteration 14F: 3 clusters Score -47394.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2828 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Entering Unmasked Estep Score: -251342.312500 Penalty: 1291.440308 Iteration 0F: 2 clusters Score -251342.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -248703.765625 Penalty: 2582.880615 Iteration 0F: 3 clusters Score -248703.8 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -249338.968750 Penalty: 2582.880615 Iteration 1F: 3 clusters Score -249339 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -249464.031250 Penalty: 2582.880615 Iteration 2F: 3 clusters Score -249464 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -249534.000000 Penalty: 2582.880615 Iteration 3Q: 3 clusters Score -249534 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -249578.937500 Penalty: 2582.880615 Iteration 4Q: 3 clusters Score -249578.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -249614.718750 Penalty: 2582.880615 Iteration 5Q: 3 clusters Score -249614.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -249663.406250 Penalty: 2582.880615 Iteration 6Q: 3 clusters Score -249663.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -249722.671875 Penalty: 2582.880615 Iteration 7Q: 3 clusters Score -249722.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -249775.156250 Penalty: 2582.880615 Iteration 8Q: 3 clusters Score -249775.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -249842.578125 Penalty: 2582.880615 Iteration 9Q: 3 clusters Score -249842.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -249930.765625 Penalty: 2582.880615 Iteration 10Q: 3 clusters Score -249930.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -250021.906250 Penalty: 2582.880615 Iteration 11Q: 3 clusters Score -250021.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -250118.359375 Penalty: 2582.880615 Iteration 12Q: 3 clusters Score -250118.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -250241.265625 Penalty: 2582.880615 Iteration 13Q: 3 clusters Score -250241.3 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -250351.390625 Penalty: 2582.880615 Iteration 14Q: 3 clusters Score -250351.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -250433.296875 Penalty: 2582.880615 Iteration 15Q: 3 clusters Score -250433.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -250509.828125 Penalty: 2582.880615 Iteration 16Q: 3 clusters Score -250509.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -250565.734375 Penalty: 2582.880615 Iteration 17Q: 3 clusters Score -250565.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -250603.375000 Penalty: 2582.880615 Iteration 18Q: 3 clusters Score -250603.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -250629.921875 Penalty: 2582.880615 Iteration 19Q: 3 clusters Score -250629.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -250646.609375 Penalty: 2582.880615 Iteration 20F: 3 clusters Score -250646.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -250655.218750 Penalty: 2582.880615 Iteration 21Q: 3 clusters Score -250655.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -250659.046875 Penalty: 2582.880615 Iteration 22Q: 3 clusters Score -250659 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -250661.093750 Penalty: 2582.880615 Iteration 23Q: 3 clusters Score -250661.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -250663.250000 Penalty: 2582.880615 Iteration 24Q: 3 clusters Score -250663.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -250665.109375 Penalty: 2582.880615 Iteration 25Q: 3 clusters Score -250665.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -250666.671875 Penalty: 2582.880615 Iteration 26Q: 3 clusters Score -250666.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -250668.171875 Penalty: 2582.880615 Iteration 27Q: 3 clusters Score -250668.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -250668.734375 Penalty: 2582.880615 Iteration 28Q: 3 clusters Score -250668.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -250668.734375 Penalty: 2582.880615 Iteration 29F: 3 clusters Score -250668.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (15882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15882 members Entering Unmasked Estep Score: -1466512.500000 Penalty: 1571.852905 Iteration 0F: 2 clusters Score -1466512 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7922 members Mstep: Class 2 contains 7960 members Entering Unmasked Estep Score: -1455597.625000 Penalty: 3143.705811 Iteration 0F: 3 clusters Score -1455598 nChanged 7074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7462 members Mstep: Class 2 contains 8420 members Entering Unmasked Estep Score: -1459455.250000 Penalty: 3143.705811 Iteration 1F: 3 clusters Score -1459455 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7125 members Mstep: Class 2 contains 8757 members Entering Unmasked Estep Score: -1459859.250000 Penalty: 3143.705811 Iteration 2F: 3 clusters Score -1459859 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6760 members Mstep: Class 2 contains 9122 members Entering Unmasked Estep Score: -1460245.750000 Penalty: 3143.705811 Iteration 3F: 3 clusters Score -1460246 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6333 members Mstep: Class 2 contains 9549 members Entering Unmasked Estep Score: -1460677.500000 Penalty: 3143.705811 Iteration 4F: 3 clusters Score -1460678 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Mstep: Class 2 contains 10096 members Entering Unmasked Estep Score: -1461187.875000 Penalty: 3143.705811 Iteration 5F: 3 clusters Score -1461188 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5211 members Mstep: Class 2 contains 10671 members Entering Unmasked Estep Score: -1461776.500000 Penalty: 3143.705811 Iteration 6F: 3 clusters Score -1461776 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4563 members Mstep: Class 2 contains 11319 members Entering Unmasked Estep Score: -1462445.750000 Penalty: 3143.705811 Iteration 7F: 3 clusters Score -1462446 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 11932 members Entering Unmasked Estep Score: -1463158.250000 Penalty: 3143.705811 Iteration 8F: 3 clusters Score -1463158 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 12433 members Entering Unmasked Estep Score: -1463768.375000 Penalty: 3143.705811 Iteration 9Q: 3 clusters Score -1463768 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 12764 members Entering Unmasked Estep Score: -1464180.000000 Penalty: 3143.705811 Iteration 10Q: 3 clusters Score -1464180 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 13035 members Entering Unmasked Estep Score: -1464463.000000 Penalty: 3143.705811 Iteration 11Q: 3 clusters Score -1464463 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 13239 members Entering Unmasked Estep Score: -1464641.750000 Penalty: 3143.705811 Iteration 12Q: 3 clusters Score -1464642 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 13401 members Entering Unmasked Estep Score: -1464734.875000 Penalty: 3143.705811 Iteration 13Q: 3 clusters Score -1464735 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 13507 members Entering Unmasked Estep Score: -1464794.375000 Penalty: 3143.705811 Iteration 14Q: 3 clusters Score -1464794 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 13599 members Entering Unmasked Estep Score: -1464828.500000 Penalty: 3143.705811 Iteration 15Q: 3 clusters Score -1464828 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 13686 members Entering Unmasked Estep Score: -1464853.250000 Penalty: 3143.705811 Iteration 16Q: 3 clusters Score -1464853 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 13775 members Entering Unmasked Estep Score: -1464881.750000 Penalty: 3143.705811 Iteration 17Q: 3 clusters Score -1464882 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 13839 members Entering Unmasked Estep Score: -1464899.500000 Penalty: 3143.705811 Iteration 18Q: 3 clusters Score -1464900 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 13899 members Entering Unmasked Estep Score: -1464911.125000 Penalty: 3143.705811 Iteration 19Q: 3 clusters Score -1464911 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 13952 members Entering Unmasked Estep Score: -1464930.250000 Penalty: 3143.705811 Iteration 20F: 3 clusters Score -1464930 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 14003 members Entering Unmasked Estep Score: -1464947.250000 Penalty: 3143.705811 Iteration 21Q: 3 clusters Score -1464947 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 14064 members Entering Unmasked Estep Score: -1464967.875000 Penalty: 3143.705811 Iteration 22Q: 3 clusters Score -1464968 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 14118 members Entering Unmasked Estep Score: -1464988.750000 Penalty: 3143.705811 Iteration 23Q: 3 clusters Score -1464989 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 14168 members Entering Unmasked Estep Score: -1465004.000000 Penalty: 3143.705811 Iteration 24Q: 3 clusters Score -1465004 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 14217 members Entering Unmasked Estep Score: -1465019.625000 Penalty: 3143.705811 Iteration 25Q: 3 clusters Score -1465020 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 14267 members Entering Unmasked Estep Score: -1465043.000000 Penalty: 3143.705811 Iteration 26Q: 3 clusters Score -1465043 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 14315 members Entering Unmasked Estep Score: -1465063.000000 Penalty: 3143.705811 Iteration 27Q: 3 clusters Score -1465063 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 14357 members Entering Unmasked Estep Score: -1465075.250000 Penalty: 3143.705811 Iteration 28Q: 3 clusters Score -1465075 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 14399 members Entering Unmasked Estep Score: -1465096.375000 Penalty: 3143.705811 Iteration 29Q: 3 clusters Score -1465096 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 14435 members Entering Unmasked Estep Score: -1465111.500000 Penalty: 3143.705811 Iteration 30Q: 3 clusters Score -1465112 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 14469 members Entering Unmasked Estep Score: -1465122.250000 Penalty: 3143.705811 Iteration 31Q: 3 clusters Score -1465122 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 14495 members Entering Unmasked Estep Score: -1465138.875000 Penalty: 3143.705811 Iteration 32Q: 3 clusters Score -1465139 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 14531 members Entering Unmasked Estep Score: -1465160.250000 Penalty: 3143.705811 Iteration 33Q: 3 clusters Score -1465160 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 14566 members Entering Unmasked Estep Score: -1465175.500000 Penalty: 3143.705811 Iteration 34Q: 3 clusters Score -1465176 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 14592 members Entering Unmasked Estep Score: -1465185.250000 Penalty: 3143.705811 Iteration 35Q: 3 clusters Score -1465185 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 14613 members Entering Unmasked Estep Score: -1465188.625000 Penalty: 3143.705811 Iteration 36Q: 3 clusters Score -1465189 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 14631 members Entering Unmasked Estep Score: -1465201.500000 Penalty: 3143.705811 Iteration 37Q: 3 clusters Score -1465202 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 14646 members Entering Unmasked Estep Score: -1465205.750000 Penalty: 3143.705811 Iteration 38Q: 3 clusters Score -1465206 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 14658 members Entering Unmasked Estep Score: -1465205.750000 Penalty: 3143.705811 Iteration 39Q: 3 clusters Score -1465206 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 14665 members Entering Unmasked Estep Score: -1465206.875000 Penalty: 3143.705811 Iteration 40F: 3 clusters Score -1465207 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 14670 members Entering Unmasked Estep Score: -1465209.875000 Penalty: 3143.705811 Iteration 41Q: 3 clusters Score -1465210 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 14674 members Entering Unmasked Estep Score: -1465210.875000 Penalty: 3143.705811 Iteration 42Q: 3 clusters Score -1465211 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 14679 members Entering Unmasked Estep Score: -1465210.750000 Penalty: 3143.705811 Iteration 43Q: 3 clusters Score -1465211 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 14683 members Entering Unmasked Estep Score: -1465210.250000 Penalty: 3143.705811 Iteration 44Q: 3 clusters Score -1465210 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 14685 members Entering Unmasked Estep Score: -1465210.750000 Penalty: 3143.705811 Iteration 45Q: 3 clusters Score -1465211 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 14685 members Entering Unmasked Estep Score: -1465210.750000 Penalty: 3143.705811 Iteration 46F: 3 clusters Score -1465211 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (770 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Entering Unmasked Estep Score: -71870.343750 Penalty: 1080.038452 Iteration 0F: 2 clusters Score -71870.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -70550.351562 Penalty: 2160.076904 Iteration 0F: 3 clusters Score -70550.35 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -70815.250000 Penalty: 2160.076904 Iteration 1F: 3 clusters Score -70815.25 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -70913.375000 Penalty: 2160.076904 Iteration 2F: 3 clusters Score -70913.38 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -70985.078125 Penalty: 2160.076904 Iteration 3F: 3 clusters Score -70985.08 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -71025.109375 Penalty: 2160.076904 Iteration 4Q: 3 clusters Score -71025.11 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -71094.406250 Penalty: 2160.076904 Iteration 5Q: 3 clusters Score -71094.41 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -71209.031250 Penalty: 2160.076904 Iteration 6Q: 3 clusters Score -71209.03 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -71321.578125 Penalty: 2160.076904 Iteration 7Q: 3 clusters Score -71321.58 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -71431.875000 Penalty: 2160.076904 Iteration 8F: 3 clusters Score -71431.88 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -71516.562500 Penalty: 2160.076904 Iteration 9Q: 3 clusters Score -71516.56 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -71606.867188 Penalty: 2160.076904 Iteration 10Q: 3 clusters Score -71606.87 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -71655.335938 Penalty: 2160.076904 Iteration 11Q: 3 clusters Score -71655.34 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -71670.578125 Penalty: 2160.076904 Iteration 12Q: 3 clusters Score -71670.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -71680.406250 Penalty: 2160.076904 Iteration 13Q: 3 clusters Score -71680.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -71707.164062 Penalty: 2160.076904 Iteration 14Q: 3 clusters Score -71707.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -71719.476562 Penalty: 2160.076904 Iteration 15Q: 3 clusters Score -71719.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -71737.625000 Penalty: 2160.076904 Iteration 16Q: 3 clusters Score -71737.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -71757.890625 Penalty: 2160.076904 Iteration 17Q: 3 clusters Score -71757.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -71777.546875 Penalty: 2160.076904 Iteration 18Q: 3 clusters Score -71777.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -71785.820312 Penalty: 2160.076904 Iteration 19Q: 3 clusters Score -71785.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -71789.859375 Penalty: 2160.076904 Iteration 20F: 3 clusters Score -71789.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -71801.320312 Penalty: 2160.076904 Iteration 21Q: 3 clusters Score -71801.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -71806.343750 Penalty: 2160.076904 Iteration 22Q: 3 clusters Score -71806.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -71813.406250 Penalty: 2160.076904 Iteration 23Q: 3 clusters Score -71813.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -71817.203125 Penalty: 2160.076904 Iteration 24Q: 3 clusters Score -71817.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -71819.742188 Penalty: 2160.076904 Iteration 25Q: 3 clusters Score -71819.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -71821.968750 Penalty: 2160.076904 Iteration 26Q: 3 clusters Score -71821.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -71821.968750 Penalty: 2160.076904 Iteration 27F: 3 clusters Score -71821.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2876 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Entering Unmasked Estep Score: -277891.906250 Penalty: 1294.175293 Iteration 0F: 2 clusters Score -277891.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -275250.375000 Penalty: 2588.350586 Iteration 0F: 3 clusters Score -275250.4 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -275849.656250 Penalty: 2588.350586 Iteration 1F: 3 clusters Score -275849.7 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -275984.781250 Penalty: 2588.350586 Iteration 2F: 3 clusters Score -275984.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -276077.718750 Penalty: 2588.350586 Iteration 3F: 3 clusters Score -276077.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -276137.093750 Penalty: 2588.350586 Iteration 4Q: 3 clusters Score -276137.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -276181.937500 Penalty: 2588.350586 Iteration 5Q: 3 clusters Score -276181.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -276212.437500 Penalty: 2588.350586 Iteration 6Q: 3 clusters Score -276212.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -276241.281250 Penalty: 2588.350586 Iteration 7Q: 3 clusters Score -276241.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -276260.062500 Penalty: 2588.350586 Iteration 8Q: 3 clusters Score -276260.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -276275.156250 Penalty: 2588.350586 Iteration 9Q: 3 clusters Score -276275.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -276288.843750 Penalty: 2588.350586 Iteration 10Q: 3 clusters Score -276288.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -276302.906250 Penalty: 2588.350586 Iteration 11Q: 3 clusters Score -276302.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -276316.562500 Penalty: 2588.350586 Iteration 12Q: 3 clusters Score -276316.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -276330.781250 Penalty: 2588.350586 Iteration 13Q: 3 clusters Score -276330.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -276348.281250 Penalty: 2588.350586 Iteration 14Q: 3 clusters Score -276348.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -276365.062500 Penalty: 2588.350586 Iteration 15Q: 3 clusters Score -276365.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -276384.468750 Penalty: 2588.350586 Iteration 16Q: 3 clusters Score -276384.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -276407.812500 Penalty: 2588.350586 Iteration 17Q: 3 clusters Score -276407.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -276424.062500 Penalty: 2588.350586 Iteration 18Q: 3 clusters Score -276424.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -276440.656250 Penalty: 2588.350586 Iteration 19Q: 3 clusters Score -276440.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -276455.375000 Penalty: 2588.350586 Iteration 20F: 3 clusters Score -276455.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -276473.875000 Penalty: 2588.350586 Iteration 21Q: 3 clusters Score -276473.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -276495.562500 Penalty: 2588.350586 Iteration 22Q: 3 clusters Score -276495.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -276518.343750 Penalty: 2588.350586 Iteration 23Q: 3 clusters Score -276518.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -276539.937500 Penalty: 2588.350586 Iteration 24Q: 3 clusters Score -276539.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -276559.437500 Penalty: 2588.350586 Iteration 25Q: 3 clusters Score -276559.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -276583.156250 Penalty: 2588.350586 Iteration 26Q: 3 clusters Score -276583.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -276606.000000 Penalty: 2588.350586 Iteration 27Q: 3 clusters Score -276606 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -276622.000000 Penalty: 2588.350586 Iteration 28Q: 3 clusters Score -276622 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -276635.281250 Penalty: 2588.350586 Iteration 29Q: 3 clusters Score -276635.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -276650.937500 Penalty: 2588.350586 Iteration 30Q: 3 clusters Score -276650.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -276667.375000 Penalty: 2588.350586 Iteration 31Q: 3 clusters Score -276667.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -276681.843750 Penalty: 2588.350586 Iteration 32Q: 3 clusters Score -276681.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -276697.187500 Penalty: 2588.350586 Iteration 33Q: 3 clusters Score -276697.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -276714.218750 Penalty: 2588.350586 Iteration 34Q: 3 clusters Score -276714.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -276730.281250 Penalty: 2588.350586 Iteration 35Q: 3 clusters Score -276730.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -276742.437500 Penalty: 2588.350586 Iteration 36Q: 3 clusters Score -276742.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -276757.968750 Penalty: 2588.350586 Iteration 37Q: 3 clusters Score -276758 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -276772.218750 Penalty: 2588.350586 Iteration 38Q: 3 clusters Score -276772.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -276783.500000 Penalty: 2588.350586 Iteration 39Q: 3 clusters Score -276783.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -276789.187500 Penalty: 2588.350586 Iteration 40F: 3 clusters Score -276789.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -276794.062500 Penalty: 2588.350586 Iteration 41Q: 3 clusters Score -276794.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -276801.968750 Penalty: 2588.350586 Iteration 42Q: 3 clusters Score -276802 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -276810.593750 Penalty: 2588.350586 Iteration 43Q: 3 clusters Score -276810.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -276814.906250 Penalty: 2588.350586 Iteration 44Q: 3 clusters Score -276814.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -276817.593750 Penalty: 2588.350586 Iteration 45Q: 3 clusters Score -276817.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -276818.531250 Penalty: 2588.350586 Iteration 46Q: 3 clusters Score -276818.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -276818.781250 Penalty: 2588.350586 Iteration 47Q: 3 clusters Score -276818.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -276818.781250 Penalty: 2588.350586 Iteration 48F: 3 clusters Score -276818.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Entering Unmasked Estep Score: -123456.484375 Penalty: 1164.015503 Iteration 0F: 2 clusters Score -123456.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -121809.242188 Penalty: 2328.031006 Iteration 0F: 3 clusters Score -121809.2 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -122125.117188 Penalty: 2328.031006 Iteration 1F: 3 clusters Score -122125.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -122244.304688 Penalty: 2328.031006 Iteration 2F: 3 clusters Score -122244.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -122300.664062 Penalty: 2328.031006 Iteration 3F: 3 clusters Score -122300.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -122328.304688 Penalty: 2328.031006 Iteration 4Q: 3 clusters Score -122328.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -122352.148438 Penalty: 2328.031006 Iteration 5Q: 3 clusters Score -122352.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -122373.046875 Penalty: 2328.031006 Iteration 6Q: 3 clusters Score -122373 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -122389.742188 Penalty: 2328.031006 Iteration 7Q: 3 clusters Score -122389.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -122401.070312 Penalty: 2328.031006 Iteration 8Q: 3 clusters Score -122401.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -122413.148438 Penalty: 2328.031006 Iteration 9Q: 3 clusters Score -122413.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -122420.960938 Penalty: 2328.031006 Iteration 10Q: 3 clusters Score -122421 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -122423.906250 Penalty: 2328.031006 Iteration 11Q: 3 clusters Score -122423.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -122425.375000 Penalty: 2328.031006 Iteration 12Q: 3 clusters Score -122425.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -122426.226562 Penalty: 2328.031006 Iteration 13Q: 3 clusters Score -122426.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -122426.226562 Penalty: 2328.031006 Iteration 14F: 3 clusters Score -122426.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1410 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Entering Unmasked Estep Score: -122190.710938 Penalty: 1178.343628 Iteration 0F: 2 clusters Score -122190.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -120475.632812 Penalty: 2356.687256 Iteration 0F: 3 clusters Score -120475.6 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -120832.007812 Penalty: 2356.687256 Iteration 1F: 3 clusters Score -120832 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -120927.523438 Penalty: 2356.687256 Iteration 2F: 3 clusters Score -120927.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -120984.945312 Penalty: 2356.687256 Iteration 3Q: 3 clusters Score -120984.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -121031.148438 Penalty: 2356.687256 Iteration 4Q: 3 clusters Score -121031.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -121069.781250 Penalty: 2356.687256 Iteration 5Q: 3 clusters Score -121069.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -121114.132812 Penalty: 2356.687256 Iteration 6Q: 3 clusters Score -121114.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -121157.000000 Penalty: 2356.687256 Iteration 7Q: 3 clusters Score -121157 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -121184.468750 Penalty: 2356.687256 Iteration 8Q: 3 clusters Score -121184.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -121225.671875 Penalty: 2356.687256 Iteration 9Q: 3 clusters Score -121225.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -121258.640625 Penalty: 2356.687256 Iteration 10Q: 3 clusters Score -121258.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -121277.507812 Penalty: 2356.687256 Iteration 11Q: 3 clusters Score -121277.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -121287.921875 Penalty: 2356.687256 Iteration 12Q: 3 clusters Score -121287.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -121301.421875 Penalty: 2356.687256 Iteration 13Q: 3 clusters Score -121301.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -121310.757812 Penalty: 2356.687256 Iteration 14Q: 3 clusters Score -121310.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -121313.023438 Penalty: 2356.687256 Iteration 15Q: 3 clusters Score -121313 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -121314.968750 Penalty: 2356.687256 Iteration 16Q: 3 clusters Score -121315 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -121317.445312 Penalty: 2356.687256 Iteration 17Q: 3 clusters Score -121317.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -121319.789062 Penalty: 2356.687256 Iteration 18Q: 3 clusters Score -121319.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -121321.023438 Penalty: 2356.687256 Iteration 19Q: 3 clusters Score -121321 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -121322.320312 Penalty: 2356.687256 Iteration 20F: 3 clusters Score -121322.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -121326.101562 Penalty: 2356.687256 Iteration 21Q: 3 clusters Score -121326.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -121336.375000 Penalty: 2356.687256 Iteration 22Q: 3 clusters Score -121336.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -121348.335938 Penalty: 2356.687256 Iteration 23Q: 3 clusters Score -121348.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -121355.460938 Penalty: 2356.687256 Iteration 24Q: 3 clusters Score -121355.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -121359.976562 Penalty: 2356.687256 Iteration 25Q: 3 clusters Score -121360 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -121361.664062 Penalty: 2356.687256 Iteration 26Q: 3 clusters Score -121361.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -121363.109375 Penalty: 2356.687256 Iteration 27Q: 3 clusters Score -121363.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -121363.109375 Penalty: 2356.687256 Iteration 28F: 3 clusters Score -121363.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (983 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Entering Unmasked Estep Score: -93476.734375 Penalty: 1119.723999 Iteration 0F: 2 clusters Score -93476.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -92072.742188 Penalty: 2239.447998 Iteration 0F: 3 clusters Score -92072.74 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -92325.421875 Penalty: 2239.447998 Iteration 1F: 3 clusters Score -92325.42 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -92383.484375 Penalty: 2239.447998 Iteration 2F: 3 clusters Score -92383.48 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -92408.031250 Penalty: 2239.447998 Iteration 3Q: 3 clusters Score -92408.03 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -92425.976562 Penalty: 2239.447998 Iteration 4Q: 3 clusters Score -92425.98 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -92435.445312 Penalty: 2239.447998 Iteration 5Q: 3 clusters Score -92435.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -92437.617188 Penalty: 2239.447998 Iteration 6Q: 3 clusters Score -92437.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -92438.695312 Penalty: 2239.447998 Iteration 7Q: 3 clusters Score -92438.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -92438.695312 Penalty: 2239.447998 Iteration 8F: 3 clusters Score -92438.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (6486 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Entering Unmasked Estep Score: -594765.375000 Penalty: 1426.327637 Iteration 0F: 2 clusters Score -594765.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -589877.375000 Penalty: 2852.655273 Iteration 0F: 3 clusters Score -589877.4 nChanged 2676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -591818.812500 Penalty: 2852.655273 Iteration 1F: 3 clusters Score -591818.8 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -592516.125000 Penalty: 2852.655273 Iteration 2F: 3 clusters Score -592516.1 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -593059.312500 Penalty: 2852.655273 Iteration 3F: 3 clusters Score -593059.3 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -593487.500000 Penalty: 2852.655273 Iteration 4F: 3 clusters Score -593487.5 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -593832.187500 Penalty: 2852.655273 Iteration 5F: 3 clusters Score -593832.2 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -594054.312500 Penalty: 2852.655273 Iteration 6Q: 3 clusters Score -594054.3 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -594188.000000 Penalty: 2852.655273 Iteration 7Q: 3 clusters Score -594188 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 4838 members Entering Unmasked Estep Score: -594280.187500 Penalty: 2852.655273 Iteration 8Q: 3 clusters Score -594280.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -594328.187500 Penalty: 2852.655273 Iteration 9Q: 3 clusters Score -594328.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 5011 members Entering Unmasked Estep Score: -594365.000000 Penalty: 2852.655273 Iteration 10Q: 3 clusters Score -594365 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 5073 members Entering Unmasked Estep Score: -594390.375000 Penalty: 2852.655273 Iteration 11Q: 3 clusters Score -594390.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 5144 members Entering Unmasked Estep Score: -594417.875000 Penalty: 2852.655273 Iteration 12Q: 3 clusters Score -594417.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 5195 members Entering Unmasked Estep Score: -594435.937500 Penalty: 2852.655273 Iteration 13Q: 3 clusters Score -594435.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -594451.750000 Penalty: 2852.655273 Iteration 14Q: 3 clusters Score -594451.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 5289 members Entering Unmasked Estep Score: -594466.250000 Penalty: 2852.655273 Iteration 15Q: 3 clusters Score -594466.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 5323 members Entering Unmasked Estep Score: -594476.062500 Penalty: 2852.655273 Iteration 16Q: 3 clusters Score -594476.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 5356 members Entering Unmasked Estep Score: -594482.250000 Penalty: 2852.655273 Iteration 17Q: 3 clusters Score -594482.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 5376 members Entering Unmasked Estep Score: -594489.312500 Penalty: 2852.655273 Iteration 18Q: 3 clusters Score -594489.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 5393 members Entering Unmasked Estep Score: -594495.062500 Penalty: 2852.655273 Iteration 19Q: 3 clusters Score -594495.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 5409 members Entering Unmasked Estep Score: -594500.687500 Penalty: 2852.655273 Iteration 20F: 3 clusters Score -594500.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 5429 members Entering Unmasked Estep Score: -594510.062500 Penalty: 2852.655273 Iteration 21Q: 3 clusters Score -594510.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 5449 members Entering Unmasked Estep Score: -594517.125000 Penalty: 2852.655273 Iteration 22Q: 3 clusters Score -594517.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 5466 members Entering Unmasked Estep Score: -594522.312500 Penalty: 2852.655273 Iteration 23Q: 3 clusters Score -594522.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 5478 members Entering Unmasked Estep Score: -594527.375000 Penalty: 2852.655273 Iteration 24Q: 3 clusters Score -594527.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 5487 members Entering Unmasked Estep Score: -594527.812500 Penalty: 2852.655273 Iteration 25Q: 3 clusters Score -594527.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 5492 members Entering Unmasked Estep Score: -594528.875000 Penalty: 2852.655273 Iteration 26Q: 3 clusters Score -594528.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -594529.812500 Penalty: 2852.655273 Iteration 27Q: 3 clusters Score -594529.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -594531.875000 Penalty: 2852.655273 Iteration 28Q: 3 clusters Score -594531.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 5507 members Entering Unmasked Estep Score: -594534.750000 Penalty: 2852.655273 Iteration 29Q: 3 clusters Score -594534.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 5513 members Entering Unmasked Estep Score: -594535.562500 Penalty: 2852.655273 Iteration 30Q: 3 clusters Score -594535.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 5518 members Entering Unmasked Estep Score: -594537.375000 Penalty: 2852.655273 Iteration 31Q: 3 clusters Score -594537.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -594537.125000 Penalty: 2852.655273 Iteration 32Q: 3 clusters Score -594537.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -594538.062500 Penalty: 2852.655273 Iteration 33Q: 3 clusters Score -594538.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 5525 members Entering Unmasked Estep Score: -594538.187500 Penalty: 2852.655273 Iteration 34Q: 3 clusters Score -594538.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 5527 members Entering Unmasked Estep Score: -594539.500000 Penalty: 2852.655273 Iteration 35Q: 3 clusters Score -594539.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -594540.687500 Penalty: 2852.655273 Iteration 36Q: 3 clusters Score -594540.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 5538 members Entering Unmasked Estep Score: -594542.875000 Penalty: 2852.655273 Iteration 37Q: 3 clusters Score -594542.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -594545.687500 Penalty: 2852.655273 Iteration 38Q: 3 clusters Score -594545.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 5557 members Entering Unmasked Estep Score: -594549.062500 Penalty: 2852.655273 Iteration 39Q: 3 clusters Score -594549.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 5564 members Entering Unmasked Estep Score: -594551.375000 Penalty: 2852.655273 Iteration 40F: 3 clusters Score -594551.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -594555.875000 Penalty: 2852.655273 Iteration 41Q: 3 clusters Score -594555.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -594558.000000 Penalty: 2852.655273 Iteration 42Q: 3 clusters Score -594558 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -594558.562500 Penalty: 2852.655273 Iteration 43Q: 3 clusters Score -594558.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 5578 members Entering Unmasked Estep Score: -594559.000000 Penalty: 2852.655273 Iteration 44Q: 3 clusters Score -594559 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 5578 members Entering Unmasked Estep Score: -594559.000000 Penalty: 2852.655273 Iteration 45F: 3 clusters Score -594559 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1390 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Entering Unmasked Estep Score: -122583.617188 Penalty: 1176.022095 Iteration 0F: 2 clusters Score -122583.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -120893.781250 Penalty: 2352.044189 Iteration 0F: 3 clusters Score -120893.8 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -121208.218750 Penalty: 2352.044189 Iteration 1F: 3 clusters Score -121208.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -121314.187500 Penalty: 2352.044189 Iteration 2F: 3 clusters Score -121314.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -121376.898438 Penalty: 2352.044189 Iteration 3Q: 3 clusters Score -121376.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -121421.132812 Penalty: 2352.044189 Iteration 4Q: 3 clusters Score -121421.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -121457.539062 Penalty: 2352.044189 Iteration 5Q: 3 clusters Score -121457.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -121493.398438 Penalty: 2352.044189 Iteration 6Q: 3 clusters Score -121493.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -121522.820312 Penalty: 2352.044189 Iteration 7Q: 3 clusters Score -121522.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -121539.414062 Penalty: 2352.044189 Iteration 8Q: 3 clusters Score -121539.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -121555.875000 Penalty: 2352.044189 Iteration 9Q: 3 clusters Score -121555.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -121583.562500 Penalty: 2352.044189 Iteration 10Q: 3 clusters Score -121583.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -121616.054688 Penalty: 2352.044189 Iteration 11Q: 3 clusters Score -121616.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -121639.375000 Penalty: 2352.044189 Iteration 12Q: 3 clusters Score -121639.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -121660.296875 Penalty: 2352.044189 Iteration 13Q: 3 clusters Score -121660.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -121679.609375 Penalty: 2352.044189 Iteration 14Q: 3 clusters Score -121679.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -121699.710938 Penalty: 2352.044189 Iteration 15Q: 3 clusters Score -121699.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -121721.507812 Penalty: 2352.044189 Iteration 16Q: 3 clusters Score -121721.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -121748.867188 Penalty: 2352.044189 Iteration 17Q: 3 clusters Score -121748.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -121772.140625 Penalty: 2352.044189 Iteration 18Q: 3 clusters Score -121772.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -121789.921875 Penalty: 2352.044189 Iteration 19Q: 3 clusters Score -121789.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -121803.945312 Penalty: 2352.044189 Iteration 20F: 3 clusters Score -121803.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -121819.890625 Penalty: 2352.044189 Iteration 21Q: 3 clusters Score -121819.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -121831.109375 Penalty: 2352.044189 Iteration 22Q: 3 clusters Score -121831.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -121836.109375 Penalty: 2352.044189 Iteration 23Q: 3 clusters Score -121836.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -121838.953125 Penalty: 2352.044189 Iteration 24Q: 3 clusters Score -121839 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -121841.484375 Penalty: 2352.044189 Iteration 25Q: 3 clusters Score -121841.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -121842.859375 Penalty: 2352.044189 Iteration 26Q: 3 clusters Score -121842.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -121845.484375 Penalty: 2352.044189 Iteration 27Q: 3 clusters Score -121845.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -121846.843750 Penalty: 2352.044189 Iteration 28Q: 3 clusters Score -121846.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -121848.585938 Penalty: 2352.044189 Iteration 29Q: 3 clusters Score -121848.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -121849.726562 Penalty: 2352.044189 Iteration 30Q: 3 clusters Score -121849.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -121850.460938 Penalty: 2352.044189 Iteration 31Q: 3 clusters Score -121850.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -121851.078125 Penalty: 2352.044189 Iteration 32Q: 3 clusters Score -121851.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -121851.898438 Penalty: 2352.044189 Iteration 33Q: 3 clusters Score -121851.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -121852.882812 Penalty: 2352.044189 Iteration 34Q: 3 clusters Score -121852.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -121852.882812 Penalty: 2352.044189 Iteration 35F: 3 clusters Score -121852.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (599 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Entering Unmasked Estep Score: -54865.375000 Penalty: 1039.229980 Iteration 0F: 2 clusters Score -54865.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -53713.359375 Penalty: 2078.459961 Iteration 0F: 3 clusters Score -53713.36 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -53875.570312 Penalty: 2078.459961 Iteration 1F: 3 clusters Score -53875.57 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -53913.613281 Penalty: 2078.459961 Iteration 2Q: 3 clusters Score -53913.61 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -53935.449219 Penalty: 2078.459961 Iteration 3Q: 3 clusters Score -53935.45 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -53951.203125 Penalty: 2078.459961 Iteration 4Q: 3 clusters Score -53951.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -53967.839844 Penalty: 2078.459961 Iteration 5Q: 3 clusters Score -53967.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -53982.503906 Penalty: 2078.459961 Iteration 6Q: 3 clusters Score -53982.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -53988.128906 Penalty: 2078.459961 Iteration 7Q: 3 clusters Score -53988.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -53990.468750 Penalty: 2078.459961 Iteration 8Q: 3 clusters Score -53990.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -53991.628906 Penalty: 2078.459961 Iteration 9Q: 3 clusters Score -53991.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -53991.628906 Penalty: 2078.459961 Iteration 10F: 3 clusters Score -53991.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1689 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Entering Unmasked Estep Score: -156172.156250 Penalty: 1207.682495 Iteration 0F: 2 clusters Score -156172.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -154285.953125 Penalty: 2415.364990 Iteration 0F: 3 clusters Score -154286 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -154665.250000 Penalty: 2415.364990 Iteration 1F: 3 clusters Score -154665.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -154799.265625 Penalty: 2415.364990 Iteration 2F: 3 clusters Score -154799.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -154888.421875 Penalty: 2415.364990 Iteration 3Q: 3 clusters Score -154888.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -154955.812500 Penalty: 2415.364990 Iteration 4Q: 3 clusters Score -154955.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -155027.640625 Penalty: 2415.364990 Iteration 5Q: 3 clusters Score -155027.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -155101.500000 Penalty: 2415.364990 Iteration 6Q: 3 clusters Score -155101.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -155152.546875 Penalty: 2415.364990 Iteration 7Q: 3 clusters Score -155152.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -155200.812500 Penalty: 2415.364990 Iteration 8Q: 3 clusters Score -155200.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -155237.093750 Penalty: 2415.364990 Iteration 9Q: 3 clusters Score -155237.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -155269.234375 Penalty: 2415.364990 Iteration 10Q: 3 clusters Score -155269.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -155292.343750 Penalty: 2415.364990 Iteration 11Q: 3 clusters Score -155292.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -155320.046875 Penalty: 2415.364990 Iteration 12Q: 3 clusters Score -155320 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -155334.718750 Penalty: 2415.364990 Iteration 13Q: 3 clusters Score -155334.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -155341.406250 Penalty: 2415.364990 Iteration 14Q: 3 clusters Score -155341.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -155348.859375 Penalty: 2415.364990 Iteration 15Q: 3 clusters Score -155348.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -155356.187500 Penalty: 2415.364990 Iteration 16Q: 3 clusters Score -155356.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -155363.468750 Penalty: 2415.364990 Iteration 17Q: 3 clusters Score -155363.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -155370.937500 Penalty: 2415.364990 Iteration 18Q: 3 clusters Score -155370.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -155382.984375 Penalty: 2415.364990 Iteration 19Q: 3 clusters Score -155383 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -155396.031250 Penalty: 2415.364990 Iteration 20F: 3 clusters Score -155396 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -155420.000000 Penalty: 2415.364990 Iteration 21Q: 3 clusters Score -155420 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -155442.171875 Penalty: 2415.364990 Iteration 22Q: 3 clusters Score -155442.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -155468.281250 Penalty: 2415.364990 Iteration 23Q: 3 clusters Score -155468.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -155488.828125 Penalty: 2415.364990 Iteration 24Q: 3 clusters Score -155488.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -155513.453125 Penalty: 2415.364990 Iteration 25Q: 3 clusters Score -155513.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -155527.328125 Penalty: 2415.364990 Iteration 26Q: 3 clusters Score -155527.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -155540.390625 Penalty: 2415.364990 Iteration 27Q: 3 clusters Score -155540.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -155548.359375 Penalty: 2415.364990 Iteration 28Q: 3 clusters Score -155548.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -155556.250000 Penalty: 2415.364990 Iteration 29Q: 3 clusters Score -155556.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -155561.828125 Penalty: 2415.364990 Iteration 30Q: 3 clusters Score -155561.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -155561.828125 Penalty: 2415.364990 Iteration 31F: 3 clusters Score -155561.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (18390 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18390 members Entering Unmasked Estep Score: -1781911.750000 Penalty: 1595.678833 Iteration 0F: 2 clusters Score -1781912 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9224 members Mstep: Class 2 contains 9166 members Entering Unmasked Estep Score: -1769321.000000 Penalty: 3191.357666 Iteration 0F: 3 clusters Score -1769321 nChanged 8249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9427 members Mstep: Class 2 contains 8963 members Entering Unmasked Estep Score: -1774267.375000 Penalty: 3191.357666 Iteration 1F: 3 clusters Score -1774267 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9649 members Mstep: Class 2 contains 8741 members Entering Unmasked Estep Score: -1775114.750000 Penalty: 3191.357666 Iteration 2F: 3 clusters Score -1775115 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10057 members Mstep: Class 2 contains 8333 members Entering Unmasked Estep Score: -1775885.125000 Penalty: 3191.357666 Iteration 3F: 3 clusters Score -1775885 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10693 members Mstep: Class 2 contains 7697 members Entering Unmasked Estep Score: -1776609.875000 Penalty: 3191.357666 Iteration 4F: 3 clusters Score -1776610 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11588 members Mstep: Class 2 contains 6802 members Entering Unmasked Estep Score: -1777482.375000 Penalty: 3191.357666 Iteration 5F: 3 clusters Score -1777482 nChanged 1313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12661 members Mstep: Class 2 contains 5729 members Entering Unmasked Estep Score: -1778530.625000 Penalty: 3191.357666 Iteration 6F: 3 clusters Score -1778531 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13714 members Mstep: Class 2 contains 4676 members Entering Unmasked Estep Score: -1779659.375000 Penalty: 3191.357666 Iteration 7F: 3 clusters Score -1779659 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14491 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -1780500.000000 Penalty: 3191.357666 Iteration 8Q: 3 clusters Score -1780500 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14961 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -1780886.750000 Penalty: 3191.357666 Iteration 9Q: 3 clusters Score -1780887 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15290 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -1781092.625000 Penalty: 3191.357666 Iteration 10Q: 3 clusters Score -1781093 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15554 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -1781221.875000 Penalty: 3191.357666 Iteration 11Q: 3 clusters Score -1781222 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15751 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -1781308.750000 Penalty: 3191.357666 Iteration 12Q: 3 clusters Score -1781309 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15916 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -1781389.750000 Penalty: 3191.357666 Iteration 13Q: 3 clusters Score -1781390 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16059 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -1781446.250000 Penalty: 3191.357666 Iteration 14Q: 3 clusters Score -1781446 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16170 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -1781485.250000 Penalty: 3191.357666 Iteration 15Q: 3 clusters Score -1781485 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16261 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -1781520.875000 Penalty: 3191.357666 Iteration 16Q: 3 clusters Score -1781521 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16332 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -1781544.000000 Penalty: 3191.357666 Iteration 17Q: 3 clusters Score -1781544 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16388 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -1781557.375000 Penalty: 3191.357666 Iteration 18Q: 3 clusters Score -1781557 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16436 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -1781573.125000 Penalty: 3191.357666 Iteration 19Q: 3 clusters Score -1781573 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16482 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -1781586.875000 Penalty: 3191.357666 Iteration 20F: 3 clusters Score -1781587 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16525 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -1781598.875000 Penalty: 3191.357666 Iteration 21Q: 3 clusters Score -1781599 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16553 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -1781604.125000 Penalty: 3191.357666 Iteration 22Q: 3 clusters Score -1781604 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16574 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -1781608.875000 Penalty: 3191.357666 Iteration 23Q: 3 clusters Score -1781609 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16593 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -1781612.125000 Penalty: 3191.357666 Iteration 24Q: 3 clusters Score -1781612 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16617 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -1781620.375000 Penalty: 3191.357666 Iteration 25Q: 3 clusters Score -1781620 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16635 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -1781620.000000 Penalty: 3191.357666 Iteration 26Q: 3 clusters Score -1781620 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16649 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -1781620.375000 Penalty: 3191.357666 Iteration 27Q: 3 clusters Score -1781620 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16657 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -1781620.750000 Penalty: 3191.357666 Iteration 28Q: 3 clusters Score -1781621 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16661 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -1781618.500000 Penalty: 3191.357666 Iteration 29Q: 3 clusters Score -1781618 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16664 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -1781618.875000 Penalty: 3191.357666 Iteration 30Q: 3 clusters Score -1781619 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16665 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -1781617.500000 Penalty: 3191.357666 Iteration 31Q: 3 clusters Score -1781618 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16666 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -1781617.750000 Penalty: 3191.357666 Iteration 32Q: 3 clusters Score -1781618 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16666 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -1781617.750000 Penalty: 3191.357666 Iteration 33F: 3 clusters Score -1781618 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (15915 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15915 members Entering Unmasked Estep Score: -1525115.000000 Penalty: 1572.190308 Iteration 0F: 2 clusters Score -1525115 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7980 members Mstep: Class 2 contains 7935 members Entering Unmasked Estep Score: -1514077.500000 Penalty: 3144.380615 Iteration 0F: 3 clusters Score -1514078 nChanged 6989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8237 members Mstep: Class 2 contains 7678 members Entering Unmasked Estep Score: -1518055.500000 Penalty: 3144.380615 Iteration 1F: 3 clusters Score -1518056 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8497 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -1518428.125000 Penalty: 3144.380615 Iteration 2F: 3 clusters Score -1518428 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8864 members Mstep: Class 2 contains 7051 members Entering Unmasked Estep Score: -1518788.875000 Penalty: 3144.380615 Iteration 3F: 3 clusters Score -1518789 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9346 members Mstep: Class 2 contains 6569 members Entering Unmasked Estep Score: -1519213.625000 Penalty: 3144.380615 Iteration 4F: 3 clusters Score -1519214 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9950 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -1519706.000000 Penalty: 3144.380615 Iteration 5F: 3 clusters Score -1519706 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10645 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -1520273.250000 Penalty: 3144.380615 Iteration 6F: 3 clusters Score -1520273 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11380 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -1520861.000000 Penalty: 3144.380615 Iteration 7F: 3 clusters Score -1520861 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12100 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -1521500.375000 Penalty: 3144.380615 Iteration 8F: 3 clusters Score -1521500 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12770 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -1522135.500000 Penalty: 3144.380615 Iteration 9Q: 3 clusters Score -1522136 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13319 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -1522712.375000 Penalty: 3144.380615 Iteration 10Q: 3 clusters Score -1522712 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13694 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -1523173.750000 Penalty: 3144.380615 Iteration 11Q: 3 clusters Score -1523174 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13942 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -1523472.500000 Penalty: 3144.380615 Iteration 12Q: 3 clusters Score -1523472 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14099 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -1523637.125000 Penalty: 3144.380615 Iteration 13Q: 3 clusters Score -1523637 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14210 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -1523736.625000 Penalty: 3144.380615 Iteration 14Q: 3 clusters Score -1523737 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14304 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -1523795.250000 Penalty: 3144.380615 Iteration 15Q: 3 clusters Score -1523795 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14384 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -1523834.375000 Penalty: 3144.380615 Iteration 16Q: 3 clusters Score -1523834 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14424 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -1523853.000000 Penalty: 3144.380615 Iteration 17Q: 3 clusters Score -1523853 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14461 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -1523869.125000 Penalty: 3144.380615 Iteration 18Q: 3 clusters Score -1523869 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14490 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -1523880.125000 Penalty: 3144.380615 Iteration 19Q: 3 clusters Score -1523880 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14520 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -1523892.000000 Penalty: 3144.380615 Iteration 20F: 3 clusters Score -1523892 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14541 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -1523898.250000 Penalty: 3144.380615 Iteration 21Q: 3 clusters Score -1523898 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14563 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -1523904.250000 Penalty: 3144.380615 Iteration 22Q: 3 clusters Score -1523904 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14583 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -1523908.875000 Penalty: 3144.380615 Iteration 23Q: 3 clusters Score -1523909 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14602 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -1523918.875000 Penalty: 3144.380615 Iteration 24Q: 3 clusters Score -1523919 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14621 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -1523922.125000 Penalty: 3144.380615 Iteration 25Q: 3 clusters Score -1523922 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14638 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -1523929.125000 Penalty: 3144.380615 Iteration 26Q: 3 clusters Score -1523929 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14657 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -1523936.375000 Penalty: 3144.380615 Iteration 27Q: 3 clusters Score -1523936 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14674 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -1523943.750000 Penalty: 3144.380615 Iteration 28Q: 3 clusters Score -1523944 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14690 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -1523949.375000 Penalty: 3144.380615 Iteration 29Q: 3 clusters Score -1523949 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14697 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -1523953.875000 Penalty: 3144.380615 Iteration 30Q: 3 clusters Score -1523954 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14708 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -1523955.750000 Penalty: 3144.380615 Iteration 31Q: 3 clusters Score -1523956 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14721 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -1523959.250000 Penalty: 3144.380615 Iteration 32Q: 3 clusters Score -1523959 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14735 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -1523961.750000 Penalty: 3144.380615 Iteration 33Q: 3 clusters Score -1523962 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14753 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -1523968.250000 Penalty: 3144.380615 Iteration 34Q: 3 clusters Score -1523968 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14766 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -1523975.625000 Penalty: 3144.380615 Iteration 35Q: 3 clusters Score -1523976 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14783 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -1523985.625000 Penalty: 3144.380615 Iteration 36Q: 3 clusters Score -1523986 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14796 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -1523990.125000 Penalty: 3144.380615 Iteration 37Q: 3 clusters Score -1523990 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14800 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -1523993.375000 Penalty: 3144.380615 Iteration 38Q: 3 clusters Score -1523993 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14805 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -1523994.625000 Penalty: 3144.380615 Iteration 39Q: 3 clusters Score -1523995 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14807 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -1523994.375000 Penalty: 3144.380615 Iteration 40F: 3 clusters Score -1523994 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14808 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -1523997.125000 Penalty: 3144.380615 Iteration 41Q: 3 clusters Score -1523997 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14809 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -1523997.375000 Penalty: 3144.380615 Iteration 42Q: 3 clusters Score -1523997 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14810 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -1523995.875000 Penalty: 3144.380615 Iteration 43Q: 3 clusters Score -1523996 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14810 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -1523995.875000 Penalty: 3144.380615 Iteration 44F: 3 clusters Score -1523996 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2845 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Entering Unmasked Estep Score: -270888.593750 Penalty: 1292.414307 Iteration 0F: 2 clusters Score -270888.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -268292.875000 Penalty: 2584.828613 Iteration 0F: 3 clusters Score -268292.9 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -268912.218750 Penalty: 2584.828613 Iteration 1F: 3 clusters Score -268912.2 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -269039.531250 Penalty: 2584.828613 Iteration 2F: 3 clusters Score -269039.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -269114.531250 Penalty: 2584.828613 Iteration 3Q: 3 clusters Score -269114.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -269175.000000 Penalty: 2584.828613 Iteration 4Q: 3 clusters Score -269175 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -269222.343750 Penalty: 2584.828613 Iteration 5Q: 3 clusters Score -269222.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -269257.531250 Penalty: 2584.828613 Iteration 6Q: 3 clusters Score -269257.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -269293.531250 Penalty: 2584.828613 Iteration 7Q: 3 clusters Score -269293.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -269325.531250 Penalty: 2584.828613 Iteration 8Q: 3 clusters Score -269325.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -269351.437500 Penalty: 2584.828613 Iteration 9Q: 3 clusters Score -269351.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -269379.812500 Penalty: 2584.828613 Iteration 10Q: 3 clusters Score -269379.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -269400.218750 Penalty: 2584.828613 Iteration 11Q: 3 clusters Score -269400.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -269416.343750 Penalty: 2584.828613 Iteration 12Q: 3 clusters Score -269416.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -269433.562500 Penalty: 2584.828613 Iteration 13Q: 3 clusters Score -269433.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -269451.250000 Penalty: 2584.828613 Iteration 14Q: 3 clusters Score -269451.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -269467.406250 Penalty: 2584.828613 Iteration 15Q: 3 clusters Score -269467.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -269483.281250 Penalty: 2584.828613 Iteration 16Q: 3 clusters Score -269483.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -269495.687500 Penalty: 2584.828613 Iteration 17Q: 3 clusters Score -269495.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -269502.781250 Penalty: 2584.828613 Iteration 18Q: 3 clusters Score -269502.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -269507.750000 Penalty: 2584.828613 Iteration 19Q: 3 clusters Score -269507.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -269512.562500 Penalty: 2584.828613 Iteration 20F: 3 clusters Score -269512.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -269522.187500 Penalty: 2584.828613 Iteration 21Q: 3 clusters Score -269522.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -269528.000000 Penalty: 2584.828613 Iteration 22Q: 3 clusters Score -269528 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -269532.281250 Penalty: 2584.828613 Iteration 23Q: 3 clusters Score -269532.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -269535.312500 Penalty: 2584.828613 Iteration 24Q: 3 clusters Score -269535.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -269538.500000 Penalty: 2584.828613 Iteration 25Q: 3 clusters Score -269538.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -269542.000000 Penalty: 2584.828613 Iteration 26Q: 3 clusters Score -269542 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -269543.312500 Penalty: 2584.828613 Iteration 27Q: 3 clusters Score -269543.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -269545.312500 Penalty: 2584.828613 Iteration 28Q: 3 clusters Score -269545.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -269548.000000 Penalty: 2584.828613 Iteration 29Q: 3 clusters Score -269548 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -269550.125000 Penalty: 2584.828613 Iteration 30Q: 3 clusters Score -269550.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -269551.218750 Penalty: 2584.828613 Iteration 31Q: 3 clusters Score -269551.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -269552.000000 Penalty: 2584.828613 Iteration 32Q: 3 clusters Score -269552 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -269553.187500 Penalty: 2584.828613 Iteration 33Q: 3 clusters Score -269553.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -269554.000000 Penalty: 2584.828613 Iteration 34Q: 3 clusters Score -269554 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -269554.656250 Penalty: 2584.828613 Iteration 35Q: 3 clusters Score -269554.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -269555.375000 Penalty: 2584.828613 Iteration 36Q: 3 clusters Score -269555.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -269557.093750 Penalty: 2584.828613 Iteration 37Q: 3 clusters Score -269557.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -269561.312500 Penalty: 2584.828613 Iteration 38Q: 3 clusters Score -269561.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -269566.062500 Penalty: 2584.828613 Iteration 39Q: 3 clusters Score -269566.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -269571.343750 Penalty: 2584.828613 Iteration 40F: 3 clusters Score -269571.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -269576.062500 Penalty: 2584.828613 Iteration 41Q: 3 clusters Score -269576.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -269582.000000 Penalty: 2584.828613 Iteration 42Q: 3 clusters Score -269582 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -269585.500000 Penalty: 2584.828613 Iteration 43Q: 3 clusters Score -269585.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -269590.593750 Penalty: 2584.828613 Iteration 44Q: 3 clusters Score -269590.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -269600.031250 Penalty: 2584.828613 Iteration 45Q: 3 clusters Score -269600 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -269610.031250 Penalty: 2584.828613 Iteration 46Q: 3 clusters Score -269610 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -269620.031250 Penalty: 2584.828613 Iteration 47Q: 3 clusters Score -269620 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -269631.687500 Penalty: 2584.828613 Iteration 48Q: 3 clusters Score -269631.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -269643.812500 Penalty: 2584.828613 Iteration 49Q: 3 clusters Score -269643.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -269659.781250 Penalty: 2584.828613 Iteration 50Q: 3 clusters Score -269659.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -269678.093750 Penalty: 2584.828613 Iteration 51Q: 3 clusters Score -269678.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -269695.718750 Penalty: 2584.828613 Iteration 52Q: 3 clusters Score -269695.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -269710.687500 Penalty: 2584.828613 Iteration 53Q: 3 clusters Score -269710.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -269726.187500 Penalty: 2584.828613 Iteration 54Q: 3 clusters Score -269726.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -269748.343750 Penalty: 2584.828613 Iteration 55Q: 3 clusters Score -269748.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -269771.562500 Penalty: 2584.828613 Iteration 56Q: 3 clusters Score -269771.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -269792.218750 Penalty: 2584.828613 Iteration 57Q: 3 clusters Score -269792.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -269814.531250 Penalty: 2584.828613 Iteration 58Q: 3 clusters Score -269814.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -269833.906250 Penalty: 2584.828613 Iteration 59Q: 3 clusters Score -269833.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -269844.968750 Penalty: 2584.828613 Iteration 60F: 3 clusters Score -269845 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -269856.718750 Penalty: 2584.828613 Iteration 61Q: 3 clusters Score -269856.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -269867.812500 Penalty: 2584.828613 Iteration 62Q: 3 clusters Score -269867.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -269883.843750 Penalty: 2584.828613 Iteration 63Q: 3 clusters Score -269883.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -269894.375000 Penalty: 2584.828613 Iteration 64Q: 3 clusters Score -269894.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -269905.562500 Penalty: 2584.828613 Iteration 65Q: 3 clusters Score -269905.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -269919.750000 Penalty: 2584.828613 Iteration 66Q: 3 clusters Score -269919.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -269931.812500 Penalty: 2584.828613 Iteration 67Q: 3 clusters Score -269931.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -269944.718750 Penalty: 2584.828613 Iteration 68Q: 3 clusters Score -269944.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -269951.812500 Penalty: 2584.828613 Iteration 69Q: 3 clusters Score -269951.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -269962.125000 Penalty: 2584.828613 Iteration 70Q: 3 clusters Score -269962.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -269969.843750 Penalty: 2584.828613 Iteration 71Q: 3 clusters Score -269969.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -269978.750000 Penalty: 2584.828613 Iteration 72Q: 3 clusters Score -269978.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -269987.937500 Penalty: 2584.828613 Iteration 73Q: 3 clusters Score -269987.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -269997.281250 Penalty: 2584.828613 Iteration 74Q: 3 clusters Score -269997.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -270007.562500 Penalty: 2584.828613 Iteration 75Q: 3 clusters Score -270007.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -270015.468750 Penalty: 2584.828613 Iteration 76Q: 3 clusters Score -270015.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -270022.437500 Penalty: 2584.828613 Iteration 77Q: 3 clusters Score -270022.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -270024.062500 Penalty: 2584.828613 Iteration 78Q: 3 clusters Score -270024.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -270026.531250 Penalty: 2584.828613 Iteration 79Q: 3 clusters Score -270026.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -270026.906250 Penalty: 2584.828613 Iteration 80F: 3 clusters Score -270026.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -270028.968750 Penalty: 2584.828613 Iteration 81Q: 3 clusters Score -270029 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -270029.750000 Penalty: 2584.828613 Iteration 82Q: 3 clusters Score -270029.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -270030.031250 Penalty: 2584.828613 Iteration 83Q: 3 clusters Score -270030 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -270030.031250 Penalty: 2584.828613 Iteration 84F: 3 clusters Score -270030 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5658 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Entering Unmasked Estep Score: -537427.250000 Penalty: 1404.134155 Iteration 0F: 2 clusters Score -537427.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -532970.062500 Penalty: 2808.268311 Iteration 0F: 3 clusters Score -532970.1 nChanged 2387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -534268.062500 Penalty: 2808.268311 Iteration 1F: 3 clusters Score -534268.1 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -534519.000000 Penalty: 2808.268311 Iteration 2F: 3 clusters Score -534519 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -534701.062500 Penalty: 2808.268311 Iteration 3F: 3 clusters Score -534701.1 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -534884.625000 Penalty: 2808.268311 Iteration 4Q: 3 clusters Score -534884.6 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -535105.437500 Penalty: 2808.268311 Iteration 5F: 3 clusters Score -535105.4 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -535385.000000 Penalty: 2808.268311 Iteration 6F: 3 clusters Score -535385 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -535667.000000 Penalty: 2808.268311 Iteration 7F: 3 clusters Score -535667 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -536005.062500 Penalty: 2808.268311 Iteration 8F: 3 clusters Score -536005.1 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -536295.875000 Penalty: 2808.268311 Iteration 9Q: 3 clusters Score -536295.9 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -536541.750000 Penalty: 2808.268311 Iteration 10Q: 3 clusters Score -536541.8 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -536743.312500 Penalty: 2808.268311 Iteration 11Q: 3 clusters Score -536743.3 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -536872.937500 Penalty: 2808.268311 Iteration 12Q: 3 clusters Score -536872.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -536949.125000 Penalty: 2808.268311 Iteration 13Q: 3 clusters Score -536949.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -537007.875000 Penalty: 2808.268311 Iteration 14Q: 3 clusters Score -537007.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -537051.437500 Penalty: 2808.268311 Iteration 15Q: 3 clusters Score -537051.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -537074.812500 Penalty: 2808.268311 Iteration 16Q: 3 clusters Score -537074.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -537088.687500 Penalty: 2808.268311 Iteration 17Q: 3 clusters Score -537088.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -537101.437500 Penalty: 2808.268311 Iteration 18Q: 3 clusters Score -537101.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -537112.875000 Penalty: 2808.268311 Iteration 19Q: 3 clusters Score -537112.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -537120.625000 Penalty: 2808.268311 Iteration 20F: 3 clusters Score -537120.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -537127.312500 Penalty: 2808.268311 Iteration 21Q: 3 clusters Score -537127.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -537132.687500 Penalty: 2808.268311 Iteration 22Q: 3 clusters Score -537132.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -537135.937500 Penalty: 2808.268311 Iteration 23Q: 3 clusters Score -537135.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -537141.812500 Penalty: 2808.268311 Iteration 24Q: 3 clusters Score -537141.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -537141.562500 Penalty: 2808.268311 Iteration 25Q: 3 clusters Score -537141.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -537142.312500 Penalty: 2808.268311 Iteration 26Q: 3 clusters Score -537142.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -537143.062500 Penalty: 2808.268311 Iteration 27Q: 3 clusters Score -537143.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -537143.812500 Penalty: 2808.268311 Iteration 28Q: 3 clusters Score -537143.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -537143.812500 Penalty: 2808.268311 Iteration 29F: 3 clusters Score -537143.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (589 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Entering Unmasked Estep Score: -54610.968750 Penalty: 1036.494263 Iteration 0F: 2 clusters Score -54610.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -53492.566406 Penalty: 2072.988525 Iteration 0F: 3 clusters Score -53492.57 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -53668.285156 Penalty: 2072.988525 Iteration 1F: 3 clusters Score -53668.29 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -53715.468750 Penalty: 2072.988525 Iteration 2F: 3 clusters Score -53715.47 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -53731.699219 Penalty: 2072.988525 Iteration 3Q: 3 clusters Score -53731.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -53737.292969 Penalty: 2072.988525 Iteration 4Q: 3 clusters Score -53737.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -53739.246094 Penalty: 2072.988525 Iteration 5Q: 3 clusters Score -53739.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -53741.921875 Penalty: 2072.988525 Iteration 6Q: 3 clusters Score -53741.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -53747.605469 Penalty: 2072.988525 Iteration 7Q: 3 clusters Score -53747.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -53750.453125 Penalty: 2072.988525 Iteration 8Q: 3 clusters Score -53750.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -53755.109375 Penalty: 2072.988525 Iteration 9Q: 3 clusters Score -53755.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -53759.082031 Penalty: 2072.988525 Iteration 10Q: 3 clusters Score -53759.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -53760.195312 Penalty: 2072.988525 Iteration 11Q: 3 clusters Score -53760.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -53760.195312 Penalty: 2072.988525 Iteration 12F: 3 clusters Score -53760.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (838 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Entering Unmasked Estep Score: -79379.398438 Penalty: 1093.790405 Iteration 0F: 2 clusters Score -79379.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -78057.203125 Penalty: 2187.580811 Iteration 0F: 3 clusters Score -78057.2 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -78299.406250 Penalty: 2187.580811 Iteration 1F: 3 clusters Score -78299.41 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -78357.046875 Penalty: 2187.580811 Iteration 2F: 3 clusters Score -78357.05 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -78377.210938 Penalty: 2187.580811 Iteration 3Q: 3 clusters Score -78377.21 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -78402.390625 Penalty: 2187.580811 Iteration 4Q: 3 clusters Score -78402.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -78408.507812 Penalty: 2187.580811 Iteration 5Q: 3 clusters Score -78408.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -78415.570312 Penalty: 2187.580811 Iteration 6Q: 3 clusters Score -78415.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -78421.359375 Penalty: 2187.580811 Iteration 7Q: 3 clusters Score -78421.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -78428.210938 Penalty: 2187.580811 Iteration 8Q: 3 clusters Score -78428.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -78430.570312 Penalty: 2187.580811 Iteration 9Q: 3 clusters Score -78430.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -78433.257812 Penalty: 2187.580811 Iteration 10Q: 3 clusters Score -78433.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -78433.867188 Penalty: 2187.580811 Iteration 11Q: 3 clusters Score -78433.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -78433.984375 Penalty: 2187.580811 Iteration 12Q: 3 clusters Score -78433.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -78433.984375 Penalty: 2187.580811 Iteration 13F: 3 clusters Score -78433.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (988 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Entering Unmasked Estep Score: -90824.179688 Penalty: 1120.548462 Iteration 0F: 2 clusters Score -90824.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -89358.023438 Penalty: 2241.096924 Iteration 0F: 3 clusters Score -89358.02 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -89618.023438 Penalty: 2241.096924 Iteration 1F: 3 clusters Score -89618.02 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -89707.554688 Penalty: 2241.096924 Iteration 2F: 3 clusters Score -89707.55 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -89762.500000 Penalty: 2241.096924 Iteration 3F: 3 clusters Score -89762.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -89788.179688 Penalty: 2241.096924 Iteration 4Q: 3 clusters Score -89788.18 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -89805.679688 Penalty: 2241.096924 Iteration 5Q: 3 clusters Score -89805.68 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -89817.968750 Penalty: 2241.096924 Iteration 6Q: 3 clusters Score -89817.97 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -89824.625000 Penalty: 2241.096924 Iteration 7Q: 3 clusters Score -89824.62 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -89834.710938 Penalty: 2241.096924 Iteration 8Q: 3 clusters Score -89834.71 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -89843.531250 Penalty: 2241.096924 Iteration 9Q: 3 clusters Score -89843.53 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -89859.078125 Penalty: 2241.096924 Iteration 10Q: 3 clusters Score -89859.08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -89871.367188 Penalty: 2241.096924 Iteration 11Q: 3 clusters Score -89871.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -89877.554688 Penalty: 2241.096924 Iteration 12Q: 3 clusters Score -89877.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -89880.046875 Penalty: 2241.096924 Iteration 13Q: 3 clusters Score -89880.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -89882.398438 Penalty: 2241.096924 Iteration 14Q: 3 clusters Score -89882.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -89888.664062 Penalty: 2241.096924 Iteration 15Q: 3 clusters Score -89888.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -89891.367188 Penalty: 2241.096924 Iteration 16Q: 3 clusters Score -89891.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -89893.414062 Penalty: 2241.096924 Iteration 17Q: 3 clusters Score -89893.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -89893.757812 Penalty: 2241.096924 Iteration 18Q: 3 clusters Score -89893.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -89894.835938 Penalty: 2241.096924 Iteration 19Q: 3 clusters Score -89894.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -89895.570312 Penalty: 2241.096924 Iteration 20F: 3 clusters Score -89895.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -89897.375000 Penalty: 2241.096924 Iteration 21Q: 3 clusters Score -89897.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -89898.007812 Penalty: 2241.096924 Iteration 22Q: 3 clusters Score -89898.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -89898.007812 Penalty: 2241.096924 Iteration 23F: 3 clusters Score -89898.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2457 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Entering Unmasked Estep Score: -233365.531250 Penalty: 1268.588135 Iteration 0F: 2 clusters Score -233365.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -230946.093750 Penalty: 2537.176270 Iteration 0F: 3 clusters Score -230946.1 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -231489.921875 Penalty: 2537.176270 Iteration 1F: 3 clusters Score -231489.9 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -231625.734375 Penalty: 2537.176270 Iteration 2F: 3 clusters Score -231625.7 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -231703.968750 Penalty: 2537.176270 Iteration 3F: 3 clusters Score -231704 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -231740.937500 Penalty: 2537.176270 Iteration 4Q: 3 clusters Score -231740.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -231764.703125 Penalty: 2537.176270 Iteration 5Q: 3 clusters Score -231764.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -231787.187500 Penalty: 2537.176270 Iteration 6Q: 3 clusters Score -231787.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -231812.734375 Penalty: 2537.176270 Iteration 7Q: 3 clusters Score -231812.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -231829.046875 Penalty: 2537.176270 Iteration 8Q: 3 clusters Score -231829 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -231842.171875 Penalty: 2537.176270 Iteration 9Q: 3 clusters Score -231842.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -231854.140625 Penalty: 2537.176270 Iteration 10Q: 3 clusters Score -231854.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -231867.250000 Penalty: 2537.176270 Iteration 11Q: 3 clusters Score -231867.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -231885.062500 Penalty: 2537.176270 Iteration 12Q: 3 clusters Score -231885.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -231901.781250 Penalty: 2537.176270 Iteration 13Q: 3 clusters Score -231901.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -231917.296875 Penalty: 2537.176270 Iteration 14Q: 3 clusters Score -231917.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -231928.437500 Penalty: 2537.176270 Iteration 15Q: 3 clusters Score -231928.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -231940.609375 Penalty: 2537.176270 Iteration 16Q: 3 clusters Score -231940.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -231950.437500 Penalty: 2537.176270 Iteration 17Q: 3 clusters Score -231950.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -231963.437500 Penalty: 2537.176270 Iteration 18Q: 3 clusters Score -231963.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -231971.859375 Penalty: 2537.176270 Iteration 19Q: 3 clusters Score -231971.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -231981.515625 Penalty: 2537.176270 Iteration 20F: 3 clusters Score -231981.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -231989.093750 Penalty: 2537.176270 Iteration 21Q: 3 clusters Score -231989.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -231996.406250 Penalty: 2537.176270 Iteration 22Q: 3 clusters Score -231996.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -231999.875000 Penalty: 2537.176270 Iteration 23Q: 3 clusters Score -231999.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -232004.765625 Penalty: 2537.176270 Iteration 24Q: 3 clusters Score -232004.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -232007.625000 Penalty: 2537.176270 Iteration 25Q: 3 clusters Score -232007.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -232010.828125 Penalty: 2537.176270 Iteration 26Q: 3 clusters Score -232010.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -232013.593750 Penalty: 2537.176270 Iteration 27Q: 3 clusters Score -232013.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -232015.015625 Penalty: 2537.176270 Iteration 28Q: 3 clusters Score -232015 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -232016.562500 Penalty: 2537.176270 Iteration 29Q: 3 clusters Score -232016.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -232017.250000 Penalty: 2537.176270 Iteration 30Q: 3 clusters Score -232017.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -232018.140625 Penalty: 2537.176270 Iteration 31Q: 3 clusters Score -232018.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -232019.312500 Penalty: 2537.176270 Iteration 32Q: 3 clusters Score -232019.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -232019.859375 Penalty: 2537.176270 Iteration 33Q: 3 clusters Score -232019.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -232020.703125 Penalty: 2537.176270 Iteration 34Q: 3 clusters Score -232020.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -232020.703125 Penalty: 2537.176270 Iteration 35F: 3 clusters Score -232020.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2832 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Entering Unmasked Estep Score: -267378.968750 Penalty: 1291.670044 Iteration 0F: 2 clusters Score -267379 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -264720.687500 Penalty: 2583.340088 Iteration 0F: 3 clusters Score -264720.7 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -265408.437500 Penalty: 2583.340088 Iteration 1F: 3 clusters Score -265408.4 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -265542.531250 Penalty: 2583.340088 Iteration 2F: 3 clusters Score -265542.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -265637.562500 Penalty: 2583.340088 Iteration 3F: 3 clusters Score -265637.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -265694.625000 Penalty: 2583.340088 Iteration 4Q: 3 clusters Score -265694.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -265733.656250 Penalty: 2583.340088 Iteration 5Q: 3 clusters Score -265733.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -265764.250000 Penalty: 2583.340088 Iteration 6Q: 3 clusters Score -265764.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -265802.875000 Penalty: 2583.340088 Iteration 7Q: 3 clusters Score -265802.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -265830.218750 Penalty: 2583.340088 Iteration 8Q: 3 clusters Score -265830.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -265857.031250 Penalty: 2583.340088 Iteration 9Q: 3 clusters Score -265857 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -265891.156250 Penalty: 2583.340088 Iteration 10Q: 3 clusters Score -265891.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -265924.281250 Penalty: 2583.340088 Iteration 11Q: 3 clusters Score -265924.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -265956.468750 Penalty: 2583.340088 Iteration 12Q: 3 clusters Score -265956.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -265987.468750 Penalty: 2583.340088 Iteration 13Q: 3 clusters Score -265987.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -266020.250000 Penalty: 2583.340088 Iteration 14Q: 3 clusters Score -266020.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -266043.187500 Penalty: 2583.340088 Iteration 15Q: 3 clusters Score -266043.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -266059.687500 Penalty: 2583.340088 Iteration 16Q: 3 clusters Score -266059.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -266073.562500 Penalty: 2583.340088 Iteration 17Q: 3 clusters Score -266073.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -266088.187500 Penalty: 2583.340088 Iteration 18Q: 3 clusters Score -266088.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -266102.375000 Penalty: 2583.340088 Iteration 19Q: 3 clusters Score -266102.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -266116.187500 Penalty: 2583.340088 Iteration 20F: 3 clusters Score -266116.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -266133.406250 Penalty: 2583.340088 Iteration 21Q: 3 clusters Score -266133.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -266149.125000 Penalty: 2583.340088 Iteration 22Q: 3 clusters Score -266149.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -266163.812500 Penalty: 2583.340088 Iteration 23Q: 3 clusters Score -266163.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -266174.593750 Penalty: 2583.340088 Iteration 24Q: 3 clusters Score -266174.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -266185.375000 Penalty: 2583.340088 Iteration 25Q: 3 clusters Score -266185.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -266197.375000 Penalty: 2583.340088 Iteration 26Q: 3 clusters Score -266197.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -266205.812500 Penalty: 2583.340088 Iteration 27Q: 3 clusters Score -266205.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -266216.312500 Penalty: 2583.340088 Iteration 28Q: 3 clusters Score -266216.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -266227.718750 Penalty: 2583.340088 Iteration 29Q: 3 clusters Score -266227.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -266237.312500 Penalty: 2583.340088 Iteration 30Q: 3 clusters Score -266237.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -266242.468750 Penalty: 2583.340088 Iteration 31Q: 3 clusters Score -266242.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -266248.406250 Penalty: 2583.340088 Iteration 32Q: 3 clusters Score -266248.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -266253.937500 Penalty: 2583.340088 Iteration 33Q: 3 clusters Score -266253.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -266257.031250 Penalty: 2583.340088 Iteration 34Q: 3 clusters Score -266257 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -266258.406250 Penalty: 2583.340088 Iteration 35Q: 3 clusters Score -266258.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -266259.718750 Penalty: 2583.340088 Iteration 36Q: 3 clusters Score -266259.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -266260.156250 Penalty: 2583.340088 Iteration 37Q: 3 clusters Score -266260.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -266260.156250 Penalty: 2583.340088 Iteration 38F: 3 clusters Score -266260.2 nChanged 0 --- Evaluating fit on full set of 275708 points --- Entering Unmasked Estep Score: -25266208.000000 Penalty: 46820.027344 21->24 Clusters: Score -25266208.000000, best is -25260430.000000 THE BEST YET! Starting from 22 clusters... Entering ConstructFrom: --- Running on subset of 91902 points --- Entering CEM Assigned 22 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 4519 members Mstep: Class 3 contains 4213 members Mstep: Class 4 contains 4322 members Mstep: Class 5 contains 4296 members Mstep: Class 6 contains 4327 members Mstep: Class 7 contains 4468 members Mstep: Class 8 contains 4330 members Mstep: Class 9 contains 4421 members Mstep: Class 10 contains 4390 members Mstep: Class 11 contains 4453 members Mstep: Class 12 contains 4443 members Mstep: Class 13 contains 4372 members Mstep: Class 14 contains 4429 members Mstep: Class 15 contains 4354 members Mstep: Class 16 contains 4376 members Mstep: Class 17 contains 4256 members Mstep: Class 18 contains 4334 members Mstep: Class 19 contains 4452 members Mstep: Class 20 contains 4401 members Mstep: Class 21 contains 4370 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 163.184967 but Gain 1857.128906 Score: -7588394.500000 Penalty: 37142.554688 Iteration 0F: 21 clusters Score -7588394 nChanged 86106 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 11002 members Mstep: Class 3 contains 2817 members Mstep: Class 5 contains 4938 members Mstep: Class 6 contains 1676 members Mstep: Class 7 contains 8070 members Mstep: Class 8 contains 3528 members Mstep: Class 9 contains 3083 members Mstep: Class 10 contains 4154 members Mstep: Class 11 contains 5398 members Mstep: Class 12 contains 3693 members Mstep: Class 13 contains 2795 members Mstep: Class 14 contains 6861 members Mstep: Class 15 contains 10792 members Mstep: Class 16 contains 1572 members Mstep: Class 17 contains 3092 members Mstep: Class 18 contains 3111 members Mstep: Class 19 contains 6898 members Mstep: Class 20 contains 2567 members Mstep: Class 21 contains 2413 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 588.393738 but Gain 1857.128906 Score: -7987038.000000 Penalty: 35285.425781 Iteration 1F: 20 clusters Score -7987038 nChanged 41863 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 11457 members Mstep: Class 3 contains 4249 members Mstep: Class 5 contains 3728 members Mstep: Class 7 contains 10552 members Mstep: Class 8 contains 3654 members Mstep: Class 9 contains 1861 members Mstep: Class 10 contains 2512 members Mstep: Class 11 contains 5361 members Mstep: Class 12 contains 1532 members Mstep: Class 13 contains 1411 members Mstep: Class 14 contains 5311 members Mstep: Class 15 contains 16891 members Mstep: Class 16 contains 727 members Mstep: Class 17 contains 6188 members Mstep: Class 18 contains 1977 members Mstep: Class 19 contains 8437 members Mstep: Class 20 contains 1245 members Mstep: Class 21 contains 1860 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 1298.863159 but Gain 1857.125000 Score: -8177164.000000 Penalty: 33428.300781 Iteration 2F: 19 clusters Score -8177164 nChanged 28249 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 8199 members Mstep: Class 3 contains 4089 members Mstep: Class 5 contains 3383 members Mstep: Class 7 contains 14645 members Mstep: Class 8 contains 2765 members Mstep: Class 9 contains 972 members Mstep: Class 10 contains 1414 members Mstep: Class 11 contains 5617 members Mstep: Class 12 contains 1285 members Mstep: Class 14 contains 2198 members Mstep: Class 15 contains 21633 members Mstep: Class 16 contains 428 members Mstep: Class 17 contains 9751 members Mstep: Class 18 contains 1781 members Mstep: Class 19 contains 8897 members Mstep: Class 20 contains 822 members Mstep: Class 21 contains 1800 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 1476.417603 but Gain 1857.128906 Score: -8270287.000000 Penalty: 31571.171875 Iteration 3F: 18 clusters Score -8270287 nChanged 15114 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 7041 members Mstep: Class 3 contains 3728 members Mstep: Class 5 contains 3067 members Mstep: Class 7 contains 16716 members Mstep: Class 8 contains 2131 members Mstep: Class 9 contains 833 members Mstep: Class 11 contains 5035 members Mstep: Class 12 contains 1497 members Mstep: Class 14 contains 1288 members Mstep: Class 15 contains 23402 members Mstep: Class 16 contains 463 members Mstep: Class 17 contains 12545 members Mstep: Class 18 contains 1621 members Mstep: Class 19 contains 8557 members Mstep: Class 20 contains 564 members Mstep: Class 21 contains 1539 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 1603.475098 but Gain 1857.128906 Score: -8308203.000000 Penalty: 29714.042969 Iteration 4F: 17 clusters Score -8308203 nChanged 8734 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 7556 members Mstep: Class 3 contains 3748 members Mstep: Class 5 contains 2921 members Mstep: Class 7 contains 17533 members Mstep: Class 8 contains 1702 members Mstep: Class 9 contains 882 members Mstep: Class 11 contains 4622 members Mstep: Class 12 contains 1614 members Mstep: Class 15 contains 23556 members Mstep: Class 16 contains 474 members Mstep: Class 17 contains 14213 members Mstep: Class 18 contains 1588 members Mstep: Class 19 contains 7860 members Mstep: Class 20 contains 471 members Mstep: Class 21 contains 1462 members Entering Unmasked Estep ConsiderDeletion Score: -8327043.000000 Penalty: 29714.042969 Iteration 5F: 17 clusters Score -8327043 nChanged 5473 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 7820 members Mstep: Class 3 contains 3681 members Mstep: Class 5 contains 2817 members Mstep: Class 7 contains 17601 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 1025 members Mstep: Class 11 contains 4531 members Mstep: Class 12 contains 1707 members Mstep: Class 15 contains 22942 members Mstep: Class 16 contains 482 members Mstep: Class 17 contains 15371 members Mstep: Class 18 contains 1669 members Mstep: Class 19 contains 7137 members Mstep: Class 20 contains 481 members Mstep: Class 21 contains 1699 members Entering Unmasked Estep ConsiderDeletion Score: -8340714.000000 Penalty: 29714.042969 Iteration 6F: 17 clusters Score -8340714 nChanged 4269 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 8027 members Mstep: Class 3 contains 3458 members Mstep: Class 5 contains 2812 members Mstep: Class 7 contains 17400 members Mstep: Class 8 contains 1814 members Mstep: Class 9 contains 1169 members Mstep: Class 11 contains 4829 members Mstep: Class 12 contains 1749 members Mstep: Class 15 contains 21905 members Mstep: Class 16 contains 495 members Mstep: Class 17 contains 16125 members Mstep: Class 18 contains 1821 members Mstep: Class 19 contains 6461 members Mstep: Class 20 contains 565 members Mstep: Class 21 contains 2122 members Entering Unmasked Estep ConsiderDeletion Score: -8350370.000000 Penalty: 29714.042969 Iteration 7Q: 17 clusters Score -8350370 nChanged 3791 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 8041 members Mstep: Class 3 contains 3319 members Mstep: Class 5 contains 2840 members Mstep: Class 7 contains 16977 members Mstep: Class 8 contains 2279 members Mstep: Class 9 contains 1203 members Mstep: Class 11 contains 5131 members Mstep: Class 12 contains 1746 members Mstep: Class 15 contains 20678 members Mstep: Class 16 contains 511 members Mstep: Class 17 contains 16724 members Mstep: Class 18 contains 1947 members Mstep: Class 19 contains 6034 members Mstep: Class 20 contains 639 members Mstep: Class 21 contains 2771 members Entering Unmasked Estep ConsiderDeletion Score: -8362086.000000 Penalty: 29714.042969 Iteration 8Q: 17 clusters Score -8362086 nChanged 2938 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 7907 members Mstep: Class 3 contains 3268 members Mstep: Class 5 contains 2887 members Mstep: Class 7 contains 16668 members Mstep: Class 8 contains 2651 members Mstep: Class 9 contains 1045 members Mstep: Class 11 contains 5004 members Mstep: Class 12 contains 1738 members Mstep: Class 15 contains 20053 members Mstep: Class 16 contains 525 members Mstep: Class 17 contains 16953 members Mstep: Class 18 contains 1992 members Mstep: Class 19 contains 6125 members Mstep: Class 20 contains 708 members Mstep: Class 21 contains 3381 members Entering Unmasked Estep ConsiderDeletion Score: -8368305.000000 Penalty: 29714.042969 Iteration 9Q: 17 clusters Score -8368305 nChanged 2391 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 7633 members Mstep: Class 3 contains 3250 members Mstep: Class 5 contains 3019 members Mstep: Class 7 contains 16540 members Mstep: Class 8 contains 2784 members Mstep: Class 9 contains 927 members Mstep: Class 11 contains 4765 members Mstep: Class 12 contains 1739 members Mstep: Class 15 contains 19678 members Mstep: Class 16 contains 532 members Mstep: Class 17 contains 16898 members Mstep: Class 18 contains 1910 members Mstep: Class 19 contains 6585 members Mstep: Class 20 contains 751 members Mstep: Class 21 contains 3924 members Entering Unmasked Estep ConsiderDeletion Score: -8371214.000000 Penalty: 29714.042969 Iteration 10Q: 17 clusters Score -8371214 nChanged 2032 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 7304 members Mstep: Class 3 contains 3231 members Mstep: Class 5 contains 3177 members Mstep: Class 7 contains 16505 members Mstep: Class 8 contains 2844 members Mstep: Class 9 contains 871 members Mstep: Class 11 contains 4588 members Mstep: Class 12 contains 1739 members Mstep: Class 15 contains 19357 members Mstep: Class 16 contains 535 members Mstep: Class 17 contains 16698 members Mstep: Class 18 contains 1795 members Mstep: Class 19 contains 7163 members Mstep: Class 20 contains 789 members Mstep: Class 21 contains 4363 members Entering Unmasked Estep ConsiderDeletion Score: -8373172.000000 Penalty: 29714.042969 Iteration 11Q: 17 clusters Score -8373172 nChanged 1791 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 6971 members Mstep: Class 3 contains 3192 members Mstep: Class 5 contains 3320 members Mstep: Class 7 contains 16494 members Mstep: Class 8 contains 2865 members Mstep: Class 9 contains 840 members Mstep: Class 11 contains 4497 members Mstep: Class 12 contains 1736 members Mstep: Class 15 contains 19142 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 16378 members Mstep: Class 18 contains 1738 members Mstep: Class 19 contains 7846 members Mstep: Class 20 contains 816 members Mstep: Class 21 contains 4603 members Entering Unmasked Estep ConsiderDeletion Score: -8374603.500000 Penalty: 29714.042969 Iteration 12Q: 17 clusters Score -8374604 nChanged 1565 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 6692 members Mstep: Class 3 contains 3129 members Mstep: Class 5 contains 3425 members Mstep: Class 7 contains 16498 members Mstep: Class 8 contains 2881 members Mstep: Class 9 contains 820 members Mstep: Class 11 contains 4455 members Mstep: Class 12 contains 1735 members Mstep: Class 15 contains 18998 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 15934 members Mstep: Class 18 contains 1730 members Mstep: Class 19 contains 8581 members Mstep: Class 20 contains 837 members Mstep: Class 21 contains 4738 members Entering Unmasked Estep ConsiderDeletion Score: -8375790.500000 Penalty: 29714.042969 Iteration 13Q: 17 clusters Score -8375790 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 6494 members Mstep: Class 3 contains 3043 members Mstep: Class 5 contains 3480 members Mstep: Class 7 contains 16492 members Mstep: Class 8 contains 2894 members Mstep: Class 9 contains 805 members Mstep: Class 11 contains 4437 members Mstep: Class 12 contains 1735 members Mstep: Class 15 contains 18905 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 15303 members Mstep: Class 18 contains 1777 members Mstep: Class 19 contains 9430 members Mstep: Class 20 contains 863 members Mstep: Class 21 contains 4803 members Entering Unmasked Estep ConsiderDeletion Score: -8377033.500000 Penalty: 29714.042969 Iteration 14Q: 17 clusters Score -8377034 nChanged 1500 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 6356 members Mstep: Class 3 contains 2921 members Mstep: Class 5 contains 3521 members Mstep: Class 7 contains 16496 members Mstep: Class 8 contains 2899 members Mstep: Class 9 contains 806 members Mstep: Class 11 contains 4425 members Mstep: Class 12 contains 1735 members Mstep: Class 15 contains 18844 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 14473 members Mstep: Class 18 contains 1876 members Mstep: Class 19 contains 10407 members Mstep: Class 20 contains 880 members Mstep: Class 21 contains 4827 members Entering Unmasked Estep ConsiderDeletion Score: -8379093.500000 Penalty: 29714.042969 Iteration 15Q: 17 clusters Score -8379094 nChanged 1413 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 6257 members Mstep: Class 3 contains 2871 members Mstep: Class 5 contains 3548 members Mstep: Class 7 contains 16500 members Mstep: Class 8 contains 2900 members Mstep: Class 9 contains 812 members Mstep: Class 11 contains 4424 members Mstep: Class 12 contains 1736 members Mstep: Class 15 contains 18793 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 13536 members Mstep: Class 18 contains 1914 members Mstep: Class 19 contains 11452 members Mstep: Class 20 contains 891 members Mstep: Class 21 contains 4830 members Entering Unmasked Estep ConsiderDeletion Score: -8380431.000000 Penalty: 29714.042969 Iteration 16Q: 17 clusters Score -8380431 nChanged 1292 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 6204 members Mstep: Class 3 contains 2862 members Mstep: Class 5 contains 3570 members Mstep: Class 7 contains 16504 members Mstep: Class 8 contains 2909 members Mstep: Class 9 contains 812 members Mstep: Class 11 contains 4424 members Mstep: Class 12 contains 1736 members Mstep: Class 15 contains 18759 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 12543 members Mstep: Class 18 contains 1913 members Mstep: Class 19 contains 12504 members Mstep: Class 20 contains 902 members Mstep: Class 21 contains 4824 members Entering Unmasked Estep ConsiderDeletion Score: -8381237.000000 Penalty: 29714.042969 Iteration 17Q: 17 clusters Score -8381237 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 6157 members Mstep: Class 3 contains 2860 members Mstep: Class 5 contains 3592 members Mstep: Class 7 contains 16511 members Mstep: Class 8 contains 2912 members Mstep: Class 9 contains 814 members Mstep: Class 11 contains 4424 members Mstep: Class 12 contains 1739 members Mstep: Class 15 contains 18737 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 11664 members Mstep: Class 18 contains 1912 members Mstep: Class 19 contains 13420 members Mstep: Class 20 contains 911 members Mstep: Class 21 contains 4815 members Entering Unmasked Estep ConsiderDeletion Score: -8381948.500000 Penalty: 29714.042969 Iteration 18Q: 17 clusters Score -8381948 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 6120 members Mstep: Class 3 contains 2859 members Mstep: Class 5 contains 3608 members Mstep: Class 7 contains 16517 members Mstep: Class 8 contains 2913 members Mstep: Class 9 contains 819 members Mstep: Class 11 contains 4424 members Mstep: Class 12 contains 1741 members Mstep: Class 15 contains 18725 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 11041 members Mstep: Class 18 contains 1909 members Mstep: Class 19 contains 14062 members Mstep: Class 20 contains 924 members Mstep: Class 21 contains 4803 members Entering Unmasked Estep ConsiderDeletion Score: -8382335.000000 Penalty: 29714.042969 Iteration 19Q: 17 clusters Score -8382335 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 6090 members Mstep: Class 3 contains 2859 members Mstep: Class 5 contains 3622 members Mstep: Class 7 contains 16519 members Mstep: Class 8 contains 2913 members Mstep: Class 9 contains 817 members Mstep: Class 11 contains 4423 members Mstep: Class 12 contains 1742 members Mstep: Class 15 contains 18715 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 10641 members Mstep: Class 18 contains 1907 members Mstep: Class 19 contains 14488 members Mstep: Class 20 contains 932 members Mstep: Class 21 contains 4792 members Entering Unmasked Estep ConsiderDeletion Score: -8383205.500000 Penalty: 29714.042969 Iteration 20F: 17 clusters Score -8383206 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 6067 members Mstep: Class 3 contains 2854 members Mstep: Class 5 contains 3617 members Mstep: Class 7 contains 16524 members Mstep: Class 8 contains 2918 members Mstep: Class 9 contains 808 members Mstep: Class 11 contains 4282 members Mstep: Class 12 contains 1741 members Mstep: Class 15 contains 18705 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 10344 members Mstep: Class 18 contains 1618 members Mstep: Class 19 contains 14810 members Mstep: Class 20 contains 955 members Mstep: Class 21 contains 5221 members Entering Unmasked Estep ConsiderDeletion Score: -8384229.000000 Penalty: 29714.042969 Iteration 21Q: 17 clusters Score -8384229 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 6056 members Mstep: Class 3 contains 2852 members Mstep: Class 5 contains 3633 members Mstep: Class 7 contains 16533 members Mstep: Class 8 contains 2909 members Mstep: Class 9 contains 816 members Mstep: Class 11 contains 4216 members Mstep: Class 12 contains 1739 members Mstep: Class 15 contains 18699 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 10172 members Mstep: Class 18 contains 1319 members Mstep: Class 19 contains 14996 members Mstep: Class 20 contains 979 members Mstep: Class 21 contains 5555 members Entering Unmasked Estep ConsiderDeletion Score: -8385150.000000 Penalty: 29714.042969 Iteration 22Q: 17 clusters Score -8385150 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 6043 members Mstep: Class 3 contains 2850 members Mstep: Class 5 contains 3683 members Mstep: Class 7 contains 16545 members Mstep: Class 8 contains 2901 members Mstep: Class 9 contains 821 members Mstep: Class 11 contains 4189 members Mstep: Class 12 contains 1738 members Mstep: Class 15 contains 18698 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 10062 members Mstep: Class 18 contains 1129 members Mstep: Class 19 contains 15115 members Mstep: Class 20 contains 999 members Mstep: Class 21 contains 5708 members Entering Unmasked Estep ConsiderDeletion Score: -8385833.500000 Penalty: 29714.042969 Iteration 23Q: 17 clusters Score -8385834 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 6034 members Mstep: Class 3 contains 2850 members Mstep: Class 5 contains 3740 members Mstep: Class 7 contains 16561 members Mstep: Class 8 contains 2890 members Mstep: Class 9 contains 826 members Mstep: Class 11 contains 4174 members Mstep: Class 12 contains 1737 members Mstep: Class 15 contains 18694 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 9995 members Mstep: Class 18 contains 1054 members Mstep: Class 19 contains 15184 members Mstep: Class 20 contains 1017 members Mstep: Class 21 contains 5732 members Entering Unmasked Estep ConsiderDeletion Score: -8386598.500000 Penalty: 29714.042969 Iteration 24Q: 17 clusters Score -8386598 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 6037 members Mstep: Class 3 contains 2850 members Mstep: Class 5 contains 3780 members Mstep: Class 7 contains 16565 members Mstep: Class 8 contains 2868 members Mstep: Class 9 contains 848 members Mstep: Class 11 contains 4169 members Mstep: Class 12 contains 1737 members Mstep: Class 15 contains 18687 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 9934 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 15245 members Mstep: Class 20 contains 1028 members Mstep: Class 21 contains 5716 members Entering Unmasked Estep ConsiderDeletion Score: -8387175.500000 Penalty: 29714.042969 Iteration 25Q: 17 clusters Score -8387176 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 6044 members Mstep: Class 3 contains 2850 members Mstep: Class 5 contains 3798 members Mstep: Class 7 contains 16569 members Mstep: Class 8 contains 2832 members Mstep: Class 9 contains 876 members Mstep: Class 11 contains 4168 members Mstep: Class 12 contains 1737 members Mstep: Class 15 contains 18679 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 9883 members Mstep: Class 18 contains 1028 members Mstep: Class 19 contains 15297 members Mstep: Class 20 contains 1057 members Mstep: Class 21 contains 5695 members Entering Unmasked Estep ConsiderDeletion Score: -8387369.000000 Penalty: 29714.042969 Iteration 26Q: 17 clusters Score -8387369 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 6055 members Mstep: Class 3 contains 2849 members Mstep: Class 5 contains 3808 members Mstep: Class 7 contains 16573 members Mstep: Class 8 contains 2809 members Mstep: Class 9 contains 899 members Mstep: Class 11 contains 4168 members Mstep: Class 12 contains 1738 members Mstep: Class 15 contains 18674 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 9838 members Mstep: Class 18 contains 1028 members Mstep: Class 19 contains 15340 members Mstep: Class 20 contains 1080 members Mstep: Class 21 contains 5678 members Entering Unmasked Estep ConsiderDeletion Score: -8387563.000000 Penalty: 29714.042969 Iteration 27Q: 17 clusters Score -8387563 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 6072 members Mstep: Class 3 contains 2848 members Mstep: Class 5 contains 3817 members Mstep: Class 7 contains 16576 members Mstep: Class 8 contains 2784 members Mstep: Class 9 contains 918 members Mstep: Class 11 contains 4167 members Mstep: Class 12 contains 1739 members Mstep: Class 15 contains 18666 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 9810 members Mstep: Class 18 contains 1028 members Mstep: Class 19 contains 15366 members Mstep: Class 20 contains 1100 members Mstep: Class 21 contains 5668 members Entering Unmasked Estep ConsiderDeletion Score: -8387868.000000 Penalty: 29714.042969 Iteration 28Q: 17 clusters Score -8387868 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 6094 members Mstep: Class 3 contains 2849 members Mstep: Class 5 contains 3817 members Mstep: Class 7 contains 16573 members Mstep: Class 8 contains 2756 members Mstep: Class 9 contains 932 members Mstep: Class 11 contains 4167 members Mstep: Class 12 contains 1739 members Mstep: Class 15 contains 18663 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 9792 members Mstep: Class 18 contains 1028 members Mstep: Class 19 contains 15380 members Mstep: Class 20 contains 1120 members Mstep: Class 21 contains 5664 members Entering Unmasked Estep ConsiderDeletion Score: -8388055.000000 Penalty: 29714.042969 Iteration 29Q: 17 clusters Score -8388055 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 6105 members Mstep: Class 3 contains 2849 members Mstep: Class 5 contains 3824 members Mstep: Class 7 contains 16571 members Mstep: Class 8 contains 2741 members Mstep: Class 9 contains 940 members Mstep: Class 11 contains 4168 members Mstep: Class 12 contains 1739 members Mstep: Class 15 contains 18659 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 9781 members Mstep: Class 18 contains 1028 members Mstep: Class 19 contains 15379 members Mstep: Class 20 contains 1129 members Mstep: Class 21 contains 5661 members Entering Unmasked Estep ConsiderDeletion Score: -8388126.000000 Penalty: 29714.042969 Iteration 30Q: 17 clusters Score -8388126 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 6108 members Mstep: Class 3 contains 2850 members Mstep: Class 5 contains 3831 members Mstep: Class 7 contains 16570 members Mstep: Class 8 contains 2727 members Mstep: Class 9 contains 947 members Mstep: Class 11 contains 4170 members Mstep: Class 12 contains 1739 members Mstep: Class 15 contains 18656 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 9770 members Mstep: Class 18 contains 1028 members Mstep: Class 19 contains 15381 members Mstep: Class 20 contains 1136 members Mstep: Class 21 contains 5656 members Entering Unmasked Estep ConsiderDeletion Score: -8388139.000000 Penalty: 29714.042969 Iteration 31Q: 17 clusters Score -8388139 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 6107 members Mstep: Class 3 contains 2850 members Mstep: Class 5 contains 3836 members Mstep: Class 7 contains 16570 members Mstep: Class 8 contains 2723 members Mstep: Class 9 contains 952 members Mstep: Class 11 contains 4171 members Mstep: Class 12 contains 1739 members Mstep: Class 15 contains 18652 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 9758 members Mstep: Class 18 contains 1028 members Mstep: Class 19 contains 15385 members Mstep: Class 20 contains 1138 members Mstep: Class 21 contains 5652 members Entering Unmasked Estep ConsiderDeletion Score: -8388176.000000 Penalty: 29714.042969 Iteration 32Q: 17 clusters Score -8388176 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 6106 members Mstep: Class 3 contains 2850 members Mstep: Class 5 contains 3843 members Mstep: Class 7 contains 16570 members Mstep: Class 8 contains 2719 members Mstep: Class 9 contains 954 members Mstep: Class 11 contains 4172 members Mstep: Class 12 contains 1739 members Mstep: Class 15 contains 18650 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 9741 members Mstep: Class 18 contains 1028 members Mstep: Class 19 contains 15394 members Mstep: Class 20 contains 1140 members Mstep: Class 21 contains 5648 members Entering Unmasked Estep ConsiderDeletion Score: -8388187.000000 Penalty: 29714.042969 Iteration 33Q: 17 clusters Score -8388187 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 6106 members Mstep: Class 3 contains 2850 members Mstep: Class 5 contains 3851 members Mstep: Class 7 contains 16570 members Mstep: Class 8 contains 2719 members Mstep: Class 9 contains 949 members Mstep: Class 11 contains 4172 members Mstep: Class 12 contains 1739 members Mstep: Class 15 contains 18649 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 9725 members Mstep: Class 18 contains 1028 members Mstep: Class 19 contains 15406 members Mstep: Class 20 contains 1147 members Mstep: Class 21 contains 5640 members Entering Unmasked Estep ConsiderDeletion Score: -8388201.500000 Penalty: 29714.042969 Iteration 34Q: 17 clusters Score -8388202 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 6105 members Mstep: Class 3 contains 2850 members Mstep: Class 5 contains 3859 members Mstep: Class 7 contains 16568 members Mstep: Class 8 contains 2718 members Mstep: Class 9 contains 944 members Mstep: Class 11 contains 4172 members Mstep: Class 12 contains 1739 members Mstep: Class 15 contains 18652 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 9712 members Mstep: Class 18 contains 1028 members Mstep: Class 19 contains 15413 members Mstep: Class 20 contains 1153 members Mstep: Class 21 contains 5632 members Entering Unmasked Estep ConsiderDeletion Score: -8388223.500000 Penalty: 29714.042969 Iteration 35Q: 17 clusters Score -8388224 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 6106 members Mstep: Class 3 contains 2850 members Mstep: Class 5 contains 3868 members Mstep: Class 7 contains 16568 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 932 members Mstep: Class 11 contains 4172 members Mstep: Class 12 contains 1738 members Mstep: Class 15 contains 18654 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 9697 members Mstep: Class 18 contains 1028 members Mstep: Class 19 contains 15426 members Mstep: Class 20 contains 1154 members Mstep: Class 21 contains 5625 members Entering Unmasked Estep ConsiderDeletion Score: -8388249.500000 Penalty: 29714.042969 Iteration 36Q: 17 clusters Score -8388250 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 6106 members Mstep: Class 3 contains 2850 members Mstep: Class 5 contains 3878 members Mstep: Class 7 contains 16568 members Mstep: Class 8 contains 2727 members Mstep: Class 9 contains 927 members Mstep: Class 11 contains 4173 members Mstep: Class 12 contains 1738 members Mstep: Class 15 contains 18650 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 9687 members Mstep: Class 18 contains 1028 members Mstep: Class 19 contains 15430 members Mstep: Class 20 contains 1156 members Mstep: Class 21 contains 5618 members Entering Unmasked Estep ConsiderDeletion Score: -8388253.500000 Penalty: 29714.042969 Iteration 37Q: 17 clusters Score -8388254 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 6105 members Mstep: Class 3 contains 2850 members Mstep: Class 5 contains 3888 members Mstep: Class 7 contains 16568 members Mstep: Class 8 contains 2730 members Mstep: Class 9 contains 922 members Mstep: Class 11 contains 4173 members Mstep: Class 12 contains 1738 members Mstep: Class 15 contains 18649 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 9684 members Mstep: Class 18 contains 1028 members Mstep: Class 19 contains 15432 members Mstep: Class 20 contains 1160 members Mstep: Class 21 contains 5607 members Entering Unmasked Estep ConsiderDeletion Score: -8388265.000000 Penalty: 29714.042969 Iteration 38Q: 17 clusters Score -8388265 nChanged 30 Entering ConstructFrom: Score: -8388265.000000 Penalty: 29714.042969 Entering ConstructFrom: Trying to split cluster 1 (818 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Entering Unmasked Estep Score: -77709.359375 Penalty: 1089.865112 Iteration 0F: 2 clusters Score -77709.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -76419.007812 Penalty: 2179.730225 Iteration 0F: 3 clusters Score -76419.01 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -76623.562500 Penalty: 2179.730225 Iteration 1F: 3 clusters Score -76623.56 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -76666.687500 Penalty: 2179.730225 Iteration 2F: 3 clusters Score -76666.69 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -76691.789062 Penalty: 2179.730225 Iteration 3Q: 3 clusters Score -76691.79 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -76710.742188 Penalty: 2179.730225 Iteration 4Q: 3 clusters Score -76710.74 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -76728.109375 Penalty: 2179.730225 Iteration 5Q: 3 clusters Score -76728.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -76739.468750 Penalty: 2179.730225 Iteration 6Q: 3 clusters Score -76739.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -76743.523438 Penalty: 2179.730225 Iteration 7Q: 3 clusters Score -76743.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -76746.187500 Penalty: 2179.730225 Iteration 8Q: 3 clusters Score -76746.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -76747.328125 Penalty: 2179.730225 Iteration 9Q: 3 clusters Score -76747.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -76748.937500 Penalty: 2179.730225 Iteration 10Q: 3 clusters Score -76748.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -76748.937500 Penalty: 2179.730225 Iteration 11F: 3 clusters Score -76748.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (6105 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Entering Unmasked Estep Score: -576392.687500 Penalty: 1416.490356 Iteration 0F: 2 clusters Score -576392.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -571691.125000 Penalty: 2832.980713 Iteration 0F: 3 clusters Score -571691.1 nChanged 2518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -573060.625000 Penalty: 2832.980713 Iteration 1F: 3 clusters Score -573060.6 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -573352.375000 Penalty: 2832.980713 Iteration 2F: 3 clusters Score -573352.4 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -573651.187500 Penalty: 2832.980713 Iteration 3F: 3 clusters Score -573651.2 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -574031.062500 Penalty: 2832.980713 Iteration 4F: 3 clusters Score -574031.1 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -574407.250000 Penalty: 2832.980713 Iteration 5F: 3 clusters Score -574407.2 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -574791.812500 Penalty: 2832.980713 Iteration 6F: 3 clusters Score -574791.8 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -575097.875000 Penalty: 2832.980713 Iteration 7F: 3 clusters Score -575097.9 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -575292.750000 Penalty: 2832.980713 Iteration 8Q: 3 clusters Score -575292.8 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -575394.875000 Penalty: 2832.980713 Iteration 9Q: 3 clusters Score -575394.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -575461.312500 Penalty: 2832.980713 Iteration 10Q: 3 clusters Score -575461.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -575503.750000 Penalty: 2832.980713 Iteration 11Q: 3 clusters Score -575503.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -575527.875000 Penalty: 2832.980713 Iteration 12Q: 3 clusters Score -575527.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -575544.187500 Penalty: 2832.980713 Iteration 13Q: 3 clusters Score -575544.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -575555.312500 Penalty: 2832.980713 Iteration 14Q: 3 clusters Score -575555.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -575565.812500 Penalty: 2832.980713 Iteration 15Q: 3 clusters Score -575565.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -575577.125000 Penalty: 2832.980713 Iteration 16Q: 3 clusters Score -575577.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -575587.562500 Penalty: 2832.980713 Iteration 17Q: 3 clusters Score -575587.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -575596.500000 Penalty: 2832.980713 Iteration 18Q: 3 clusters Score -575596.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -575606.687500 Penalty: 2832.980713 Iteration 19Q: 3 clusters Score -575606.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -575612.812500 Penalty: 2832.980713 Iteration 20F: 3 clusters Score -575612.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -575618.687500 Penalty: 2832.980713 Iteration 21Q: 3 clusters Score -575618.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -575627.000000 Penalty: 2832.980713 Iteration 22Q: 3 clusters Score -575627 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -575634.312500 Penalty: 2832.980713 Iteration 23Q: 3 clusters Score -575634.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -575643.375000 Penalty: 2832.980713 Iteration 24Q: 3 clusters Score -575643.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -575646.812500 Penalty: 2832.980713 Iteration 25Q: 3 clusters Score -575646.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -575649.000000 Penalty: 2832.980713 Iteration 26Q: 3 clusters Score -575649 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -575648.500000 Penalty: 2832.980713 Iteration 27Q: 3 clusters Score -575648.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -575650.750000 Penalty: 2832.980713 Iteration 28Q: 3 clusters Score -575650.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -575650.250000 Penalty: 2832.980713 Iteration 29Q: 3 clusters Score -575650.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -575651.937500 Penalty: 2832.980713 Iteration 30Q: 3 clusters Score -575651.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -575652.437500 Penalty: 2832.980713 Iteration 31Q: 3 clusters Score -575652.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -575652.875000 Penalty: 2832.980713 Iteration 32Q: 3 clusters Score -575652.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -575653.562500 Penalty: 2832.980713 Iteration 33Q: 3 clusters Score -575653.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -575654.562500 Penalty: 2832.980713 Iteration 34Q: 3 clusters Score -575654.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -575654.187500 Penalty: 2832.980713 Iteration 35Q: 3 clusters Score -575654.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -575654.125000 Penalty: 2832.980713 Iteration 36Q: 3 clusters Score -575654.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -575654.125000 Penalty: 2832.980713 Iteration 37F: 3 clusters Score -575654.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2850 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Entering Unmasked Estep Score: -271198.281250 Penalty: 1292.699585 Iteration 0F: 2 clusters Score -271198.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -268607.468750 Penalty: 2585.399170 Iteration 0F: 3 clusters Score -268607.5 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -269250.062500 Penalty: 2585.399170 Iteration 1F: 3 clusters Score -269250.1 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -269388.968750 Penalty: 2585.399170 Iteration 2F: 3 clusters Score -269389 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -269480.718750 Penalty: 2585.399170 Iteration 3F: 3 clusters Score -269480.7 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -269547.000000 Penalty: 2585.399170 Iteration 4Q: 3 clusters Score -269547 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -269590.812500 Penalty: 2585.399170 Iteration 5Q: 3 clusters Score -269590.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -269624.250000 Penalty: 2585.399170 Iteration 6Q: 3 clusters Score -269624.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -269649.625000 Penalty: 2585.399170 Iteration 7Q: 3 clusters Score -269649.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -269674.062500 Penalty: 2585.399170 Iteration 8Q: 3 clusters Score -269674.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -269702.343750 Penalty: 2585.399170 Iteration 9Q: 3 clusters Score -269702.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -269736.718750 Penalty: 2585.399170 Iteration 10Q: 3 clusters Score -269736.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -269766.062500 Penalty: 2585.399170 Iteration 11Q: 3 clusters Score -269766.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -269788.125000 Penalty: 2585.399170 Iteration 12Q: 3 clusters Score -269788.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -269814.687500 Penalty: 2585.399170 Iteration 13Q: 3 clusters Score -269814.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -269845.750000 Penalty: 2585.399170 Iteration 14Q: 3 clusters Score -269845.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -269873.812500 Penalty: 2585.399170 Iteration 15Q: 3 clusters Score -269873.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -269907.718750 Penalty: 2585.399170 Iteration 16Q: 3 clusters Score -269907.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -269936.406250 Penalty: 2585.399170 Iteration 17Q: 3 clusters Score -269936.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -269965.500000 Penalty: 2585.399170 Iteration 18Q: 3 clusters Score -269965.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -269991.375000 Penalty: 2585.399170 Iteration 19Q: 3 clusters Score -269991.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -270013.656250 Penalty: 2585.399170 Iteration 20F: 3 clusters Score -270013.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -270040.843750 Penalty: 2585.399170 Iteration 21Q: 3 clusters Score -270040.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -270077.625000 Penalty: 2585.399170 Iteration 22Q: 3 clusters Score -270077.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -270114.156250 Penalty: 2585.399170 Iteration 23Q: 3 clusters Score -270114.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -270156.531250 Penalty: 2585.399170 Iteration 24Q: 3 clusters Score -270156.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -270193.437500 Penalty: 2585.399170 Iteration 25Q: 3 clusters Score -270193.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -270228.687500 Penalty: 2585.399170 Iteration 26Q: 3 clusters Score -270228.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -270263.062500 Penalty: 2585.399170 Iteration 27Q: 3 clusters Score -270263.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -270291.156250 Penalty: 2585.399170 Iteration 28Q: 3 clusters Score -270291.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -270310.156250 Penalty: 2585.399170 Iteration 29Q: 3 clusters Score -270310.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -270323.687500 Penalty: 2585.399170 Iteration 30Q: 3 clusters Score -270323.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -270335.812500 Penalty: 2585.399170 Iteration 31Q: 3 clusters Score -270335.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -270340.812500 Penalty: 2585.399170 Iteration 32Q: 3 clusters Score -270340.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -270346.718750 Penalty: 2585.399170 Iteration 33Q: 3 clusters Score -270346.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -270352.656250 Penalty: 2585.399170 Iteration 34Q: 3 clusters Score -270352.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -270353.968750 Penalty: 2585.399170 Iteration 35Q: 3 clusters Score -270354 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -270357.000000 Penalty: 2585.399170 Iteration 36Q: 3 clusters Score -270357 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -270359.968750 Penalty: 2585.399170 Iteration 37Q: 3 clusters Score -270360 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -270363.718750 Penalty: 2585.399170 Iteration 38Q: 3 clusters Score -270363.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -270367.312500 Penalty: 2585.399170 Iteration 39Q: 3 clusters Score -270367.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -270371.687500 Penalty: 2585.399170 Iteration 40F: 3 clusters Score -270371.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -270376.875000 Penalty: 2585.399170 Iteration 41Q: 3 clusters Score -270376.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -270382.718750 Penalty: 2585.399170 Iteration 42Q: 3 clusters Score -270382.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -270387.312500 Penalty: 2585.399170 Iteration 43Q: 3 clusters Score -270387.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -270389.843750 Penalty: 2585.399170 Iteration 44Q: 3 clusters Score -270389.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -270393.718750 Penalty: 2585.399170 Iteration 45Q: 3 clusters Score -270393.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -270397.000000 Penalty: 2585.399170 Iteration 46Q: 3 clusters Score -270397 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -270397.843750 Penalty: 2585.399170 Iteration 47Q: 3 clusters Score -270397.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -270397.843750 Penalty: 2585.399170 Iteration 48F: 3 clusters Score -270397.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3901 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Entering Unmasked Estep Score: -357017.125000 Penalty: 1343.710693 Iteration 0F: 2 clusters Score -357017.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -353753.750000 Penalty: 2687.421387 Iteration 0F: 3 clusters Score -353753.8 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -354579.781250 Penalty: 2687.421387 Iteration 1F: 3 clusters Score -354579.8 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -354813.781250 Penalty: 2687.421387 Iteration 2F: 3 clusters Score -354813.8 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -355086.125000 Penalty: 2687.421387 Iteration 3F: 3 clusters Score -355086.1 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -355688.968750 Penalty: 2687.421387 Iteration 4F: 3 clusters Score -355689 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -356225.406250 Penalty: 2687.421387 Iteration 5F: 3 clusters Score -356225.4 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -356555.906250 Penalty: 2687.421387 Iteration 6F: 3 clusters Score -356555.9 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -356827.031250 Penalty: 2687.421387 Iteration 7F: 3 clusters Score -356827 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -357035.562500 Penalty: 2687.421387 Iteration 8Q: 3 clusters Score -357035.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -357204.656250 Penalty: 2687.421387 Iteration 9Q: 3 clusters Score -357204.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -357330.187500 Penalty: 2687.421387 Iteration 10Q: 3 clusters Score -357330.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -357390.656250 Penalty: 2687.421387 Iteration 11Q: 3 clusters Score -357390.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -357432.031250 Penalty: 2687.421387 Iteration 12Q: 3 clusters Score -357432 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -357463.562500 Penalty: 2687.421387 Iteration 13Q: 3 clusters Score -357463.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -357484.843750 Penalty: 2687.421387 Iteration 14Q: 3 clusters Score -357484.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -357505.562500 Penalty: 2687.421387 Iteration 15Q: 3 clusters Score -357505.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -357515.125000 Penalty: 2687.421387 Iteration 16Q: 3 clusters Score -357515.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -357525.687500 Penalty: 2687.421387 Iteration 17Q: 3 clusters Score -357525.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -357540.281250 Penalty: 2687.421387 Iteration 18Q: 3 clusters Score -357540.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -357549.656250 Penalty: 2687.421387 Iteration 19Q: 3 clusters Score -357549.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -357563.656250 Penalty: 2687.421387 Iteration 20F: 3 clusters Score -357563.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -357576.468750 Penalty: 2687.421387 Iteration 21Q: 3 clusters Score -357576.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -357585.156250 Penalty: 2687.421387 Iteration 22Q: 3 clusters Score -357585.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -357592.468750 Penalty: 2687.421387 Iteration 23Q: 3 clusters Score -357592.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -357594.187500 Penalty: 2687.421387 Iteration 24Q: 3 clusters Score -357594.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -357594.187500 Penalty: 2687.421387 Iteration 25F: 3 clusters Score -357594.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 6105 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 635 members Mstep: Class 5 contains 3266 members Mstep: Class 7 contains 16568 members Mstep: Class 8 contains 2735 members Mstep: Class 9 contains 918 members Mstep: Class 11 contains 4174 members Mstep: Class 12 contains 1738 members Mstep: Class 15 contains 18647 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 9682 members Mstep: Class 18 contains 1028 members Mstep: Class 19 contains 15432 members Mstep: Class 20 contains 1160 members Mstep: Class 21 contains 5593 members Entering Unmasked Estep Score: -8388347.000000 Penalty: 31571.171875 Splitting cluster 5 changes total score from -8388265.000000 to -8388347.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 7 (16568 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16568 members Entering Unmasked Estep Score: -1580967.125000 Penalty: 1578.724609 Iteration 0F: 2 clusters Score -1580967 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8295 members Mstep: Class 2 contains 8273 members Entering Unmasked Estep Score: -1569548.625000 Penalty: 3157.449219 Iteration 0F: 3 clusters Score -1569549 nChanged 7422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7997 members Mstep: Class 2 contains 8571 members Entering Unmasked Estep Score: -1573792.250000 Penalty: 3157.449219 Iteration 1F: 3 clusters Score -1573792 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7718 members Mstep: Class 2 contains 8850 members Entering Unmasked Estep Score: -1574456.875000 Penalty: 3157.449219 Iteration 2F: 3 clusters Score -1574457 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7349 members Mstep: Class 2 contains 9219 members Entering Unmasked Estep Score: -1575346.375000 Penalty: 3157.449219 Iteration 3F: 3 clusters Score -1575346 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6899 members Mstep: Class 2 contains 9669 members Entering Unmasked Estep Score: -1576314.000000 Penalty: 3157.449219 Iteration 4F: 3 clusters Score -1576314 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6489 members Mstep: Class 2 contains 10079 members Entering Unmasked Estep Score: -1577181.625000 Penalty: 3157.449219 Iteration 5F: 3 clusters Score -1577182 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6148 members Mstep: Class 2 contains 10420 members Entering Unmasked Estep Score: -1577848.750000 Penalty: 3157.449219 Iteration 6F: 3 clusters Score -1577849 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 10721 members Entering Unmasked Estep Score: -1578254.875000 Penalty: 3157.449219 Iteration 7F: 3 clusters Score -1578255 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 10935 members Entering Unmasked Estep Score: -1578497.250000 Penalty: 3157.449219 Iteration 8Q: 3 clusters Score -1578497 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 11140 members Entering Unmasked Estep Score: -1578625.625000 Penalty: 3157.449219 Iteration 9Q: 3 clusters Score -1578626 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 11328 members Entering Unmasked Estep Score: -1578713.125000 Penalty: 3157.449219 Iteration 10Q: 3 clusters Score -1578713 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5043 members Mstep: Class 2 contains 11525 members Entering Unmasked Estep Score: -1578784.000000 Penalty: 3157.449219 Iteration 11Q: 3 clusters Score -1578784 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4877 members Mstep: Class 2 contains 11691 members Entering Unmasked Estep Score: -1578846.500000 Penalty: 3157.449219 Iteration 12Q: 3 clusters Score -1578846 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 11882 members Entering Unmasked Estep Score: -1578900.875000 Penalty: 3157.449219 Iteration 13Q: 3 clusters Score -1578901 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 12056 members Entering Unmasked Estep Score: -1578967.125000 Penalty: 3157.449219 Iteration 14Q: 3 clusters Score -1578967 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 12247 members Entering Unmasked Estep Score: -1579056.250000 Penalty: 3157.449219 Iteration 15Q: 3 clusters Score -1579056 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 12434 members Entering Unmasked Estep Score: -1579135.625000 Penalty: 3157.449219 Iteration 16Q: 3 clusters Score -1579136 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 12621 members Entering Unmasked Estep Score: -1579219.125000 Penalty: 3157.449219 Iteration 17Q: 3 clusters Score -1579219 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 12807 members Entering Unmasked Estep Score: -1579310.875000 Penalty: 3157.449219 Iteration 18Q: 3 clusters Score -1579311 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 12987 members Entering Unmasked Estep Score: -1579410.250000 Penalty: 3157.449219 Iteration 19Q: 3 clusters Score -1579410 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 13158 members Entering Unmasked Estep Score: -1579490.125000 Penalty: 3157.449219 Iteration 20F: 3 clusters Score -1579490 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 13302 members Entering Unmasked Estep Score: -1579573.000000 Penalty: 3157.449219 Iteration 21Q: 3 clusters Score -1579573 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 13434 members Entering Unmasked Estep Score: -1579647.625000 Penalty: 3157.449219 Iteration 22Q: 3 clusters Score -1579648 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 13538 members Entering Unmasked Estep Score: -1579694.250000 Penalty: 3157.449219 Iteration 23Q: 3 clusters Score -1579694 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 13637 members Entering Unmasked Estep Score: -1579740.125000 Penalty: 3157.449219 Iteration 24Q: 3 clusters Score -1579740 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 13729 members Entering Unmasked Estep Score: -1579784.625000 Penalty: 3157.449219 Iteration 25Q: 3 clusters Score -1579785 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 13816 members Entering Unmasked Estep Score: -1579835.500000 Penalty: 3157.449219 Iteration 26Q: 3 clusters Score -1579836 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 13913 members Entering Unmasked Estep Score: -1579884.750000 Penalty: 3157.449219 Iteration 27Q: 3 clusters Score -1579885 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 13984 members Entering Unmasked Estep Score: -1579923.875000 Penalty: 3157.449219 Iteration 28Q: 3 clusters Score -1579924 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 14043 members Entering Unmasked Estep Score: -1579952.750000 Penalty: 3157.449219 Iteration 29Q: 3 clusters Score -1579953 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 14099 members Entering Unmasked Estep Score: -1579984.125000 Penalty: 3157.449219 Iteration 30Q: 3 clusters Score -1579984 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 14147 members Entering Unmasked Estep Score: -1580004.125000 Penalty: 3157.449219 Iteration 31Q: 3 clusters Score -1580004 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 14186 members Entering Unmasked Estep Score: -1580024.500000 Penalty: 3157.449219 Iteration 32Q: 3 clusters Score -1580024 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 14219 members Entering Unmasked Estep Score: -1580033.250000 Penalty: 3157.449219 Iteration 33Q: 3 clusters Score -1580033 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 14261 members Entering Unmasked Estep Score: -1580048.875000 Penalty: 3157.449219 Iteration 34Q: 3 clusters Score -1580049 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 14288 members Entering Unmasked Estep Score: -1580060.250000 Penalty: 3157.449219 Iteration 35Q: 3 clusters Score -1580060 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 14304 members Entering Unmasked Estep Score: -1580065.875000 Penalty: 3157.449219 Iteration 36Q: 3 clusters Score -1580066 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 14322 members Entering Unmasked Estep Score: -1580065.250000 Penalty: 3157.449219 Iteration 37Q: 3 clusters Score -1580065 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 14337 members Entering Unmasked Estep Score: -1580072.125000 Penalty: 3157.449219 Iteration 38Q: 3 clusters Score -1580072 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 14351 members Entering Unmasked Estep Score: -1580075.250000 Penalty: 3157.449219 Iteration 39Q: 3 clusters Score -1580075 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 14364 members Entering Unmasked Estep Score: -1580080.125000 Penalty: 3157.449219 Iteration 40F: 3 clusters Score -1580080 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 14371 members Entering Unmasked Estep Score: -1580079.000000 Penalty: 3157.449219 Iteration 41Q: 3 clusters Score -1580079 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 14379 members Entering Unmasked Estep Score: -1580080.250000 Penalty: 3157.449219 Iteration 42Q: 3 clusters Score -1580080 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 14383 members Entering Unmasked Estep Score: -1580080.875000 Penalty: 3157.449219 Iteration 43Q: 3 clusters Score -1580081 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 14392 members Entering Unmasked Estep Score: -1580080.750000 Penalty: 3157.449219 Iteration 44Q: 3 clusters Score -1580081 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 14399 members Entering Unmasked Estep Score: -1580082.125000 Penalty: 3157.449219 Iteration 45Q: 3 clusters Score -1580082 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 14402 members Entering Unmasked Estep Score: -1580083.000000 Penalty: 3157.449219 Iteration 46Q: 3 clusters Score -1580083 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 14405 members Entering Unmasked Estep Score: -1580085.750000 Penalty: 3157.449219 Iteration 47Q: 3 clusters Score -1580086 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 14409 members Entering Unmasked Estep Score: -1580084.125000 Penalty: 3157.449219 Iteration 48Q: 3 clusters Score -1580084 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 14409 members Entering Unmasked Estep Score: -1580084.125000 Penalty: 3157.449219 Iteration 49F: 3 clusters Score -1580084 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2735 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Entering Unmasked Estep Score: -254419.906250 Penalty: 1286.006592 Iteration 0F: 2 clusters Score -254419.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -251853.500000 Penalty: 2572.013184 Iteration 0F: 3 clusters Score -251853.5 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -252497.890625 Penalty: 2572.013184 Iteration 1F: 3 clusters Score -252497.9 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -252697.546875 Penalty: 2572.013184 Iteration 2F: 3 clusters Score -252697.5 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -252852.671875 Penalty: 2572.013184 Iteration 3F: 3 clusters Score -252852.7 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -253017.578125 Penalty: 2572.013184 Iteration 4F: 3 clusters Score -253017.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -253167.750000 Penalty: 2572.013184 Iteration 5F: 3 clusters Score -253167.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -253325.921875 Penalty: 2572.013184 Iteration 6F: 3 clusters Score -253325.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -253557.109375 Penalty: 2572.013184 Iteration 7F: 3 clusters Score -253557.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -253816.843750 Penalty: 2572.013184 Iteration 8F: 3 clusters Score -253816.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -254175.578125 Penalty: 2572.013184 Iteration 9F: 3 clusters Score -254175.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -254556.781250 Penalty: 2572.013184 Iteration 10F: 3 clusters Score -254556.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -254751.031250 Penalty: 2572.013184 Iteration 11Q: 3 clusters Score -254751 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -254807.046875 Penalty: 2572.013184 Iteration 12Q: 3 clusters Score -254807 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -254814.703125 Penalty: 2572.013184 Iteration 13Q: 3 clusters Score -254814.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -254815.406250 Penalty: 2572.013184 Iteration 14Q: 3 clusters Score -254815.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -254816.078125 Penalty: 2572.013184 Iteration 15Q: 3 clusters Score -254816.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -254816.453125 Penalty: 2572.013184 Iteration 16Q: 3 clusters Score -254816.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -254816.453125 Penalty: 2572.013184 Iteration 17F: 3 clusters Score -254816.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 6105 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 635 members Mstep: Class 5 contains 3266 members Mstep: Class 6 contains 1591 members Mstep: Class 7 contains 16568 members Mstep: Class 8 contains 1144 members Mstep: Class 9 contains 918 members Mstep: Class 11 contains 4174 members Mstep: Class 12 contains 1738 members Mstep: Class 15 contains 18647 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 9682 members Mstep: Class 18 contains 1028 members Mstep: Class 19 contains 15432 members Mstep: Class 20 contains 1160 members Mstep: Class 21 contains 5593 members Entering Unmasked Estep Score: -8388175.500000 Penalty: 33428.300781 Splitting cluster 8 changes total score from -8388265.000000 to -8388175.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (918 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Entering Unmasked Estep Score: -82895.984375 Penalty: 1108.607056 Iteration 0F: 2 clusters Score -82895.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -81499.109375 Penalty: 2217.214111 Iteration 0F: 3 clusters Score -81499.11 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -81774.757812 Penalty: 2217.214111 Iteration 1F: 3 clusters Score -81774.76 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -81837.132812 Penalty: 2217.214111 Iteration 2F: 3 clusters Score -81837.13 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -81874.804688 Penalty: 2217.214111 Iteration 3Q: 3 clusters Score -81874.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -81902.710938 Penalty: 2217.214111 Iteration 4Q: 3 clusters Score -81902.71 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -81923.875000 Penalty: 2217.214111 Iteration 5Q: 3 clusters Score -81923.88 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -81938.632812 Penalty: 2217.214111 Iteration 6Q: 3 clusters Score -81938.63 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -81951.468750 Penalty: 2217.214111 Iteration 7Q: 3 clusters Score -81951.47 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -81959.382812 Penalty: 2217.214111 Iteration 8Q: 3 clusters Score -81959.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -81967.914062 Penalty: 2217.214111 Iteration 9Q: 3 clusters Score -81967.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -81977.242188 Penalty: 2217.214111 Iteration 10Q: 3 clusters Score -81977.24 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -81987.703125 Penalty: 2217.214111 Iteration 11Q: 3 clusters Score -81987.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -82000.125000 Penalty: 2217.214111 Iteration 12Q: 3 clusters Score -82000.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -82020.726562 Penalty: 2217.214111 Iteration 13Q: 3 clusters Score -82020.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -82041.304688 Penalty: 2217.214111 Iteration 14Q: 3 clusters Score -82041.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -82068.234375 Penalty: 2217.214111 Iteration 15Q: 3 clusters Score -82068.23 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -82103.742188 Penalty: 2217.214111 Iteration 16Q: 3 clusters Score -82103.74 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -82136.492188 Penalty: 2217.214111 Iteration 17Q: 3 clusters Score -82136.49 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -82166.132812 Penalty: 2217.214111 Iteration 18Q: 3 clusters Score -82166.13 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -82206.398438 Penalty: 2217.214111 Iteration 19Q: 3 clusters Score -82206.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -82252.375000 Penalty: 2217.214111 Iteration 20F: 3 clusters Score -82252.38 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -82319.429688 Penalty: 2217.214111 Iteration 21Q: 3 clusters Score -82319.43 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -82407.406250 Penalty: 2217.214111 Iteration 22Q: 3 clusters Score -82407.41 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -82470.093750 Penalty: 2217.214111 Iteration 23Q: 3 clusters Score -82470.09 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -82516.500000 Penalty: 2217.214111 Iteration 24Q: 3 clusters Score -82516.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -82535.484375 Penalty: 2217.214111 Iteration 25Q: 3 clusters Score -82535.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -82541.656250 Penalty: 2217.214111 Iteration 26Q: 3 clusters Score -82541.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -82544.820312 Penalty: 2217.214111 Iteration 27Q: 3 clusters Score -82544.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -82544.820312 Penalty: 2217.214111 Iteration 28F: 3 clusters Score -82544.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (4174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Entering Unmasked Estep Score: -389695.562500 Penalty: 1354.702393 Iteration 0F: 2 clusters Score -389695.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -386223.968750 Penalty: 2709.404785 Iteration 0F: 3 clusters Score -386224 nChanged 1637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -387202.937500 Penalty: 2709.404785 Iteration 1F: 3 clusters Score -387202.9 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -387390.875000 Penalty: 2709.404785 Iteration 2F: 3 clusters Score -387390.9 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -387532.187500 Penalty: 2709.404785 Iteration 3F: 3 clusters Score -387532.2 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -387640.625000 Penalty: 2709.404785 Iteration 4Q: 3 clusters Score -387640.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -387734.625000 Penalty: 2709.404785 Iteration 5Q: 3 clusters Score -387734.6 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -387834.000000 Penalty: 2709.404785 Iteration 6Q: 3 clusters Score -387834 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -387952.375000 Penalty: 2709.404785 Iteration 7Q: 3 clusters Score -387952.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -388063.343750 Penalty: 2709.404785 Iteration 8Q: 3 clusters Score -388063.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -388167.500000 Penalty: 2709.404785 Iteration 9Q: 3 clusters Score -388167.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -388265.968750 Penalty: 2709.404785 Iteration 10Q: 3 clusters Score -388266 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -388342.125000 Penalty: 2709.404785 Iteration 11Q: 3 clusters Score -388342.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -388412.281250 Penalty: 2709.404785 Iteration 12Q: 3 clusters Score -388412.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -388479.906250 Penalty: 2709.404785 Iteration 13Q: 3 clusters Score -388479.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -388538.750000 Penalty: 2709.404785 Iteration 14Q: 3 clusters Score -388538.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -388602.593750 Penalty: 2709.404785 Iteration 15Q: 3 clusters Score -388602.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -388653.062500 Penalty: 2709.404785 Iteration 16Q: 3 clusters Score -388653.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -388701.437500 Penalty: 2709.404785 Iteration 17Q: 3 clusters Score -388701.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -388735.312500 Penalty: 2709.404785 Iteration 18Q: 3 clusters Score -388735.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -388754.375000 Penalty: 2709.404785 Iteration 19Q: 3 clusters Score -388754.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -388768.156250 Penalty: 2709.404785 Iteration 20F: 3 clusters Score -388768.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -388781.312500 Penalty: 2709.404785 Iteration 21Q: 3 clusters Score -388781.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -388794.687500 Penalty: 2709.404785 Iteration 22Q: 3 clusters Score -388794.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -388803.656250 Penalty: 2709.404785 Iteration 23Q: 3 clusters Score -388803.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -388811.187500 Penalty: 2709.404785 Iteration 24Q: 3 clusters Score -388811.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -388817.562500 Penalty: 2709.404785 Iteration 25Q: 3 clusters Score -388817.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -388820.593750 Penalty: 2709.404785 Iteration 26Q: 3 clusters Score -388820.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -388823.250000 Penalty: 2709.404785 Iteration 27Q: 3 clusters Score -388823.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -388825.062500 Penalty: 2709.404785 Iteration 28Q: 3 clusters Score -388825.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -388824.906250 Penalty: 2709.404785 Iteration 29Q: 3 clusters Score -388824.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -388824.906250 Penalty: 2709.404785 Iteration 30F: 3 clusters Score -388824.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1738 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Entering Unmasked Estep Score: -158646.281250 Penalty: 1212.329712 Iteration 0F: 2 clusters Score -158646.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -156753.437500 Penalty: 2424.659424 Iteration 0F: 3 clusters Score -156753.4 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -157399.609375 Penalty: 2424.659424 Iteration 1F: 3 clusters Score -157399.6 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -157850.609375 Penalty: 2424.659424 Iteration 2F: 3 clusters Score -157850.6 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -158423.015625 Penalty: 2424.659424 Iteration 3F: 3 clusters Score -158423 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -159083.890625 Penalty: 2424.659424 Iteration 4F: 3 clusters Score -159083.9 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -159967.796875 Penalty: 2424.659424 Iteration 5F: 3 clusters Score -159967.8 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -160999.484375 Penalty: 2424.659424 Iteration 6F: 3 clusters Score -160999.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -161802.968750 Penalty: 2424.659424 Iteration 7F: 3 clusters Score -161803 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -161842.250000 Penalty: 2424.659424 Iteration 8Q: 3 clusters Score -161842.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -161842.734375 Penalty: 2424.659424 Iteration 9Q: 3 clusters Score -161842.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -161842.734375 Penalty: 2424.659424 Iteration 10F: 3 clusters Score -161842.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 6105 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 635 members Mstep: Class 5 contains 3266 members Mstep: Class 6 contains 946 members Mstep: Class 7 contains 16568 members Mstep: Class 8 contains 2735 members Mstep: Class 9 contains 918 members Mstep: Class 11 contains 4174 members Mstep: Class 12 contains 792 members Mstep: Class 15 contains 18647 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 9682 members Mstep: Class 18 contains 1028 members Mstep: Class 19 contains 15432 members Mstep: Class 20 contains 1160 members Mstep: Class 21 contains 5593 members Entering Unmasked Estep Score: -8390896.000000 Penalty: 33428.300781 Splitting cluster 12 changes total score from -8388265.000000 to -8390896.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 15 (18647 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18647 members Entering Unmasked Estep Score: -1804938.500000 Penalty: 1597.934082 Iteration 0F: 2 clusters Score -1804938 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9317 members Mstep: Class 2 contains 9330 members Entering Unmasked Estep Score: -1792210.875000 Penalty: 3195.868164 Iteration 0F: 3 clusters Score -1792211 nChanged 8468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9261 members Mstep: Class 2 contains 9386 members Entering Unmasked Estep Score: -1797058.500000 Penalty: 3195.868164 Iteration 1F: 3 clusters Score -1797058 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9216 members Mstep: Class 2 contains 9431 members Entering Unmasked Estep Score: -1797799.250000 Penalty: 3195.868164 Iteration 2F: 3 clusters Score -1797799 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9230 members Mstep: Class 2 contains 9417 members Entering Unmasked Estep Score: -1798650.750000 Penalty: 3195.868164 Iteration 3F: 3 clusters Score -1798651 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9358 members Mstep: Class 2 contains 9289 members Entering Unmasked Estep Score: -1799373.250000 Penalty: 3195.868164 Iteration 4F: 3 clusters Score -1799373 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9624 members Mstep: Class 2 contains 9023 members Entering Unmasked Estep Score: -1800053.125000 Penalty: 3195.868164 Iteration 5F: 3 clusters Score -1800053 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10009 members Mstep: Class 2 contains 8638 members Entering Unmasked Estep Score: -1800733.125000 Penalty: 3195.868164 Iteration 6F: 3 clusters Score -1800733 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10460 members Mstep: Class 2 contains 8187 members Entering Unmasked Estep Score: -1801421.375000 Penalty: 3195.868164 Iteration 7F: 3 clusters Score -1801421 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10913 members Mstep: Class 2 contains 7734 members Entering Unmasked Estep Score: -1802016.125000 Penalty: 3195.868164 Iteration 8F: 3 clusters Score -1802016 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11298 members Mstep: Class 2 contains 7349 members Entering Unmasked Estep Score: -1802448.125000 Penalty: 3195.868164 Iteration 9Q: 3 clusters Score -1802448 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11623 members Mstep: Class 2 contains 7024 members Entering Unmasked Estep Score: -1802709.625000 Penalty: 3195.868164 Iteration 10Q: 3 clusters Score -1802710 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11917 members Mstep: Class 2 contains 6730 members Entering Unmasked Estep Score: -1802882.875000 Penalty: 3195.868164 Iteration 11Q: 3 clusters Score -1802883 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12179 members Mstep: Class 2 contains 6468 members Entering Unmasked Estep Score: -1803013.750000 Penalty: 3195.868164 Iteration 12Q: 3 clusters Score -1803014 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12441 members Mstep: Class 2 contains 6206 members Entering Unmasked Estep Score: -1803111.375000 Penalty: 3195.868164 Iteration 13Q: 3 clusters Score -1803111 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12661 members Mstep: Class 2 contains 5986 members Entering Unmasked Estep Score: -1803178.000000 Penalty: 3195.868164 Iteration 14Q: 3 clusters Score -1803178 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12875 members Mstep: Class 2 contains 5772 members Entering Unmasked Estep Score: -1803246.875000 Penalty: 3195.868164 Iteration 15Q: 3 clusters Score -1803247 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13069 members Mstep: Class 2 contains 5578 members Entering Unmasked Estep Score: -1803304.625000 Penalty: 3195.868164 Iteration 16Q: 3 clusters Score -1803305 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13264 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -1803358.125000 Penalty: 3195.868164 Iteration 17Q: 3 clusters Score -1803358 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13440 members Mstep: Class 2 contains 5207 members Entering Unmasked Estep Score: -1803402.750000 Penalty: 3195.868164 Iteration 18Q: 3 clusters Score -1803403 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13608 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -1803446.625000 Penalty: 3195.868164 Iteration 19Q: 3 clusters Score -1803447 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13776 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -1803493.875000 Penalty: 3195.868164 Iteration 20F: 3 clusters Score -1803494 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13942 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -1803539.250000 Penalty: 3195.868164 Iteration 21Q: 3 clusters Score -1803539 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14118 members Mstep: Class 2 contains 4529 members Entering Unmasked Estep Score: -1803587.375000 Penalty: 3195.868164 Iteration 22Q: 3 clusters Score -1803587 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14284 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -1803642.875000 Penalty: 3195.868164 Iteration 23Q: 3 clusters Score -1803643 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14451 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -1803688.000000 Penalty: 3195.868164 Iteration 24Q: 3 clusters Score -1803688 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14597 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -1803722.375000 Penalty: 3195.868164 Iteration 25Q: 3 clusters Score -1803722 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14731 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -1803771.875000 Penalty: 3195.868164 Iteration 26Q: 3 clusters Score -1803772 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14850 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -1803797.625000 Penalty: 3195.868164 Iteration 27Q: 3 clusters Score -1803798 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14957 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -1803830.500000 Penalty: 3195.868164 Iteration 28Q: 3 clusters Score -1803830 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15065 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -1803854.500000 Penalty: 3195.868164 Iteration 29Q: 3 clusters Score -1803854 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15164 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -1803877.375000 Penalty: 3195.868164 Iteration 30Q: 3 clusters Score -1803877 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15261 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -1803905.000000 Penalty: 3195.868164 Iteration 31Q: 3 clusters Score -1803905 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15342 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -1803924.250000 Penalty: 3195.868164 Iteration 32Q: 3 clusters Score -1803924 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15423 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -1803941.250000 Penalty: 3195.868164 Iteration 33Q: 3 clusters Score -1803941 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15491 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -1803962.875000 Penalty: 3195.868164 Iteration 34Q: 3 clusters Score -1803963 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15556 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -1803978.000000 Penalty: 3195.868164 Iteration 35Q: 3 clusters Score -1803978 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15629 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -1803998.500000 Penalty: 3195.868164 Iteration 36Q: 3 clusters Score -1803998 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15691 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -1804013.875000 Penalty: 3195.868164 Iteration 37Q: 3 clusters Score -1804014 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15767 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -1804032.500000 Penalty: 3195.868164 Iteration 38Q: 3 clusters Score -1804032 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15822 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -1804047.625000 Penalty: 3195.868164 Iteration 39Q: 3 clusters Score -1804048 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15886 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -1804064.250000 Penalty: 3195.868164 Iteration 40F: 3 clusters Score -1804064 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15943 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -1804074.500000 Penalty: 3195.868164 Iteration 41Q: 3 clusters Score -1804074 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15994 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -1804081.750000 Penalty: 3195.868164 Iteration 42Q: 3 clusters Score -1804082 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16037 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -1804088.250000 Penalty: 3195.868164 Iteration 43Q: 3 clusters Score -1804088 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16073 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -1804099.875000 Penalty: 3195.868164 Iteration 44Q: 3 clusters Score -1804100 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16114 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -1804116.500000 Penalty: 3195.868164 Iteration 45Q: 3 clusters Score -1804116 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16155 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -1804131.125000 Penalty: 3195.868164 Iteration 46Q: 3 clusters Score -1804131 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16202 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -1804155.625000 Penalty: 3195.868164 Iteration 47Q: 3 clusters Score -1804156 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16262 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -1804216.000000 Penalty: 3195.868164 Iteration 48Q: 3 clusters Score -1804216 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16329 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -1804287.625000 Penalty: 3195.868164 Iteration 49Q: 3 clusters Score -1804288 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16402 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -1804382.750000 Penalty: 3195.868164 Iteration 50Q: 3 clusters Score -1804383 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16470 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -1804441.875000 Penalty: 3195.868164 Iteration 51Q: 3 clusters Score -1804442 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16508 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -1804455.875000 Penalty: 3195.868164 Iteration 52Q: 3 clusters Score -1804456 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16528 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -1804467.625000 Penalty: 3195.868164 Iteration 53Q: 3 clusters Score -1804468 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16553 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -1804476.625000 Penalty: 3195.868164 Iteration 54Q: 3 clusters Score -1804477 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16575 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -1804484.000000 Penalty: 3195.868164 Iteration 55Q: 3 clusters Score -1804484 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16598 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -1804488.750000 Penalty: 3195.868164 Iteration 56Q: 3 clusters Score -1804489 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16618 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -1804492.750000 Penalty: 3195.868164 Iteration 57Q: 3 clusters Score -1804493 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16629 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -1804497.125000 Penalty: 3195.868164 Iteration 58Q: 3 clusters Score -1804497 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16634 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -1804500.000000 Penalty: 3195.868164 Iteration 59Q: 3 clusters Score -1804500 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16638 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -1804503.625000 Penalty: 3195.868164 Iteration 60F: 3 clusters Score -1804504 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16645 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -1804499.375000 Penalty: 3195.868164 Iteration 61Q: 3 clusters Score -1804499 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16649 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -1804501.875000 Penalty: 3195.868164 Iteration 62Q: 3 clusters Score -1804502 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16655 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -1804504.625000 Penalty: 3195.868164 Iteration 63Q: 3 clusters Score -1804505 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16662 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -1804507.625000 Penalty: 3195.868164 Iteration 64Q: 3 clusters Score -1804508 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16670 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -1804508.500000 Penalty: 3195.868164 Iteration 65Q: 3 clusters Score -1804508 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16672 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -1804509.375000 Penalty: 3195.868164 Iteration 66Q: 3 clusters Score -1804509 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16673 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -1804509.625000 Penalty: 3195.868164 Iteration 67Q: 3 clusters Score -1804510 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16677 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -1804508.250000 Penalty: 3195.868164 Iteration 68Q: 3 clusters Score -1804508 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16683 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -1804509.750000 Penalty: 3195.868164 Iteration 69Q: 3 clusters Score -1804510 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16686 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -1804510.000000 Penalty: 3195.868164 Iteration 70Q: 3 clusters Score -1804510 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16687 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -1804509.125000 Penalty: 3195.868164 Iteration 71Q: 3 clusters Score -1804509 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16688 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -1804509.500000 Penalty: 3195.868164 Iteration 72Q: 3 clusters Score -1804510 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16689 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -1804512.375000 Penalty: 3195.868164 Iteration 73Q: 3 clusters Score -1804512 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16689 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -1804512.375000 Penalty: 3195.868164 Iteration 74F: 3 clusters Score -1804512 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (537 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Entering Unmasked Estep Score: -48032.628906 Penalty: 1021.474670 Iteration 0F: 2 clusters Score -48032.63 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -46997.214844 Penalty: 2042.949341 Iteration 0F: 3 clusters Score -46997.21 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -47180.175781 Penalty: 2042.949341 Iteration 1F: 3 clusters Score -47180.18 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -47231.136719 Penalty: 2042.949341 Iteration 2F: 3 clusters Score -47231.14 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -47252.101562 Penalty: 2042.949341 Iteration 3Q: 3 clusters Score -47252.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -47264.722656 Penalty: 2042.949341 Iteration 4Q: 3 clusters Score -47264.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -47271.230469 Penalty: 2042.949341 Iteration 5Q: 3 clusters Score -47271.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -47277.695312 Penalty: 2042.949341 Iteration 6Q: 3 clusters Score -47277.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -47279.656250 Penalty: 2042.949341 Iteration 7Q: 3 clusters Score -47279.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -47279.656250 Penalty: 2042.949341 Iteration 8F: 3 clusters Score -47279.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (9682 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9682 members Entering Unmasked Estep Score: -865979.250000 Penalty: 1491.428833 Iteration 0F: 2 clusters Score -865979.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 4809 members Entering Unmasked Estep Score: -859022.562500 Penalty: 2982.857666 Iteration 0F: 3 clusters Score -859022.6 nChanged 4144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5019 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -861405.437500 Penalty: 2982.857666 Iteration 1F: 3 clusters Score -861405.4 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -861848.437500 Penalty: 2982.857666 Iteration 2F: 3 clusters Score -861848.4 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -862240.562500 Penalty: 2982.857666 Iteration 3F: 3 clusters Score -862240.6 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -862613.000000 Penalty: 2982.857666 Iteration 4F: 3 clusters Score -862613 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4550 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -862997.500000 Penalty: 2982.857666 Iteration 5F: 3 clusters Score -862997.5 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -863386.125000 Penalty: 2982.857666 Iteration 6F: 3 clusters Score -863386.1 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 5673 members Entering Unmasked Estep Score: -863864.687500 Penalty: 2982.857666 Iteration 7F: 3 clusters Score -863864.7 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 5905 members Entering Unmasked Estep Score: -864772.125000 Penalty: 2982.857666 Iteration 8F: 3 clusters Score -864772.1 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 6016 members Entering Unmasked Estep Score: -867219.062500 Penalty: 2982.857666 Iteration 9F: 3 clusters Score -867219.1 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 6172 members Entering Unmasked Estep Score: -871153.625000 Penalty: 2982.857666 Iteration 10F: 3 clusters Score -871153.6 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 6371 members Entering Unmasked Estep Score: -871825.875000 Penalty: 2982.857666 Iteration 11Q: 3 clusters Score -871825.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 6404 members Entering Unmasked Estep Score: -871869.125000 Penalty: 2982.857666 Iteration 12Q: 3 clusters Score -871869.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -871873.625000 Penalty: 2982.857666 Iteration 13Q: 3 clusters Score -871873.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 6394 members Entering Unmasked Estep Score: -871874.187500 Penalty: 2982.857666 Iteration 14Q: 3 clusters Score -871874.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 6390 members Entering Unmasked Estep Score: -871875.375000 Penalty: 2982.857666 Iteration 15Q: 3 clusters Score -871875.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 6388 members Entering Unmasked Estep Score: -871876.875000 Penalty: 2982.857666 Iteration 16Q: 3 clusters Score -871876.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 6388 members Entering Unmasked Estep Score: -871876.875000 Penalty: 2982.857666 Iteration 17F: 3 clusters Score -871876.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 6105 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 635 members Mstep: Class 5 contains 3266 members Mstep: Class 6 contains 946 members Mstep: Class 7 contains 16568 members Mstep: Class 8 contains 2735 members Mstep: Class 9 contains 918 members Mstep: Class 10 contains 6388 members Mstep: Class 11 contains 4174 members Mstep: Class 12 contains 792 members Mstep: Class 15 contains 18647 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 3294 members Mstep: Class 18 contains 1028 members Mstep: Class 19 contains 15432 members Mstep: Class 20 contains 1160 members Mstep: Class 21 contains 5593 members Entering Unmasked Estep Score: -8396448.000000 Penalty: 35285.425781 Splitting cluster 17 changes total score from -8388265.000000 to -8396448.000000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 18 (1028 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Entering Unmasked Estep Score: -94372.757812 Penalty: 1126.997681 Iteration 0F: 2 clusters Score -94372.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -92926.335938 Penalty: 2253.995361 Iteration 0F: 3 clusters Score -92926.34 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -93179.320312 Penalty: 2253.995361 Iteration 1F: 3 clusters Score -93179.32 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -93269.546875 Penalty: 2253.995361 Iteration 2F: 3 clusters Score -93269.55 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -93326.976562 Penalty: 2253.995361 Iteration 3F: 3 clusters Score -93326.98 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -93357.593750 Penalty: 2253.995361 Iteration 4Q: 3 clusters Score -93357.59 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -93378.476562 Penalty: 2253.995361 Iteration 5Q: 3 clusters Score -93378.48 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -93391.726562 Penalty: 2253.995361 Iteration 6Q: 3 clusters Score -93391.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -93396.093750 Penalty: 2253.995361 Iteration 7Q: 3 clusters Score -93396.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -93398.312500 Penalty: 2253.995361 Iteration 8Q: 3 clusters Score -93398.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -93402.953125 Penalty: 2253.995361 Iteration 9Q: 3 clusters Score -93402.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -93404.554688 Penalty: 2253.995361 Iteration 10Q: 3 clusters Score -93404.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -93405.132812 Penalty: 2253.995361 Iteration 11Q: 3 clusters Score -93405.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -93405.132812 Penalty: 2253.995361 Iteration 12F: 3 clusters Score -93405.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (15432 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15432 members Entering Unmasked Estep Score: -1425105.000000 Penalty: 1567.182251 Iteration 0F: 2 clusters Score -1425105 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7687 members Mstep: Class 2 contains 7745 members Entering Unmasked Estep Score: -1414431.875000 Penalty: 3134.364502 Iteration 0F: 3 clusters Score -1414432 nChanged 6832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7485 members Mstep: Class 2 contains 7947 members Entering Unmasked Estep Score: -1418209.125000 Penalty: 3134.364502 Iteration 1F: 3 clusters Score -1418209 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7322 members Mstep: Class 2 contains 8110 members Entering Unmasked Estep Score: -1418555.000000 Penalty: 3134.364502 Iteration 2F: 3 clusters Score -1418555 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7130 members Mstep: Class 2 contains 8302 members Entering Unmasked Estep Score: -1418902.375000 Penalty: 3134.364502 Iteration 3F: 3 clusters Score -1418902 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6895 members Mstep: Class 2 contains 8537 members Entering Unmasked Estep Score: -1419263.250000 Penalty: 3134.364502 Iteration 4F: 3 clusters Score -1419263 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 8774 members Entering Unmasked Estep Score: -1419611.625000 Penalty: 3134.364502 Iteration 5Q: 3 clusters Score -1419612 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6396 members Mstep: Class 2 contains 9036 members Entering Unmasked Estep Score: -1419990.000000 Penalty: 3134.364502 Iteration 6Q: 3 clusters Score -1419990 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6109 members Mstep: Class 2 contains 9323 members Entering Unmasked Estep Score: -1420380.875000 Penalty: 3134.364502 Iteration 7Q: 3 clusters Score -1420381 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5832 members Mstep: Class 2 contains 9600 members Entering Unmasked Estep Score: -1420771.500000 Penalty: 3134.364502 Iteration 8Q: 3 clusters Score -1420772 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 9815 members Entering Unmasked Estep Score: -1421105.250000 Penalty: 3134.364502 Iteration 9Q: 3 clusters Score -1421105 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 10027 members Entering Unmasked Estep Score: -1421396.500000 Penalty: 3134.364502 Iteration 10Q: 3 clusters Score -1421396 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5184 members Mstep: Class 2 contains 10248 members Entering Unmasked Estep Score: -1421632.125000 Penalty: 3134.364502 Iteration 11Q: 3 clusters Score -1421632 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 10462 members Entering Unmasked Estep Score: -1421838.375000 Penalty: 3134.364502 Iteration 12Q: 3 clusters Score -1421838 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 10668 members Entering Unmasked Estep Score: -1421981.000000 Penalty: 3134.364502 Iteration 13Q: 3 clusters Score -1421981 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 10871 members Entering Unmasked Estep Score: -1422114.375000 Penalty: 3134.364502 Iteration 14Q: 3 clusters Score -1422114 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4368 members Mstep: Class 2 contains 11064 members Entering Unmasked Estep Score: -1422211.375000 Penalty: 3134.364502 Iteration 15Q: 3 clusters Score -1422211 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 11243 members Entering Unmasked Estep Score: -1422297.125000 Penalty: 3134.364502 Iteration 16Q: 3 clusters Score -1422297 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 11404 members Entering Unmasked Estep Score: -1422370.000000 Penalty: 3134.364502 Iteration 17Q: 3 clusters Score -1422370 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 11580 members Entering Unmasked Estep Score: -1422466.375000 Penalty: 3134.364502 Iteration 18Q: 3 clusters Score -1422466 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 11746 members Entering Unmasked Estep Score: -1422559.375000 Penalty: 3134.364502 Iteration 19Q: 3 clusters Score -1422559 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 11912 members Entering Unmasked Estep Score: -1422659.125000 Penalty: 3134.364502 Iteration 20F: 3 clusters Score -1422659 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 12072 members Entering Unmasked Estep Score: -1422750.750000 Penalty: 3134.364502 Iteration 21Q: 3 clusters Score -1422751 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 12239 members Entering Unmasked Estep Score: -1422847.750000 Penalty: 3134.364502 Iteration 22Q: 3 clusters Score -1422848 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 12402 members Entering Unmasked Estep Score: -1422954.000000 Penalty: 3134.364502 Iteration 23Q: 3 clusters Score -1422954 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 12575 members Entering Unmasked Estep Score: -1423042.500000 Penalty: 3134.364502 Iteration 24Q: 3 clusters Score -1423042 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 12733 members Entering Unmasked Estep Score: -1423129.250000 Penalty: 3134.364502 Iteration 25Q: 3 clusters Score -1423129 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 12879 members Entering Unmasked Estep Score: -1423199.000000 Penalty: 3134.364502 Iteration 26Q: 3 clusters Score -1423199 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 13022 members Entering Unmasked Estep Score: -1423270.375000 Penalty: 3134.364502 Iteration 27Q: 3 clusters Score -1423270 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 13151 members Entering Unmasked Estep Score: -1423321.500000 Penalty: 3134.364502 Iteration 28Q: 3 clusters Score -1423322 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 13275 members Entering Unmasked Estep Score: -1423368.750000 Penalty: 3134.364502 Iteration 29Q: 3 clusters Score -1423369 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 13370 members Entering Unmasked Estep Score: -1423401.500000 Penalty: 3134.364502 Iteration 30Q: 3 clusters Score -1423402 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 13451 members Entering Unmasked Estep Score: -1423426.500000 Penalty: 3134.364502 Iteration 31Q: 3 clusters Score -1423426 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 13524 members Entering Unmasked Estep Score: -1423446.750000 Penalty: 3134.364502 Iteration 32Q: 3 clusters Score -1423447 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 13593 members Entering Unmasked Estep Score: -1423463.625000 Penalty: 3134.364502 Iteration 33Q: 3 clusters Score -1423464 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 13646 members Entering Unmasked Estep Score: -1423480.375000 Penalty: 3134.364502 Iteration 34Q: 3 clusters Score -1423480 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 13690 members Entering Unmasked Estep Score: -1423495.875000 Penalty: 3134.364502 Iteration 35Q: 3 clusters Score -1423496 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 13731 members Entering Unmasked Estep Score: -1423504.375000 Penalty: 3134.364502 Iteration 36Q: 3 clusters Score -1423504 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 13770 members Entering Unmasked Estep Score: -1423517.000000 Penalty: 3134.364502 Iteration 37Q: 3 clusters Score -1423517 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 13818 members Entering Unmasked Estep Score: -1423526.375000 Penalty: 3134.364502 Iteration 38Q: 3 clusters Score -1423526 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 13864 members Entering Unmasked Estep Score: -1423539.625000 Penalty: 3134.364502 Iteration 39Q: 3 clusters Score -1423540 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 13907 members Entering Unmasked Estep Score: -1423551.625000 Penalty: 3134.364502 Iteration 40F: 3 clusters Score -1423552 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 13957 members Entering Unmasked Estep Score: -1423570.000000 Penalty: 3134.364502 Iteration 41Q: 3 clusters Score -1423570 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 14008 members Entering Unmasked Estep Score: -1423589.875000 Penalty: 3134.364502 Iteration 42Q: 3 clusters Score -1423590 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 14052 members Entering Unmasked Estep Score: -1423603.500000 Penalty: 3134.364502 Iteration 43Q: 3 clusters Score -1423604 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 14085 members Entering Unmasked Estep Score: -1423614.875000 Penalty: 3134.364502 Iteration 44Q: 3 clusters Score -1423615 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 14121 members Entering Unmasked Estep Score: -1423627.250000 Penalty: 3134.364502 Iteration 45Q: 3 clusters Score -1423627 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 14157 members Entering Unmasked Estep Score: -1423636.750000 Penalty: 3134.364502 Iteration 46Q: 3 clusters Score -1423637 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 14190 members Entering Unmasked Estep Score: -1423644.250000 Penalty: 3134.364502 Iteration 47Q: 3 clusters Score -1423644 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 14228 members Entering Unmasked Estep Score: -1423661.375000 Penalty: 3134.364502 Iteration 48Q: 3 clusters Score -1423661 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 14258 members Entering Unmasked Estep Score: -1423669.250000 Penalty: 3134.364502 Iteration 49Q: 3 clusters Score -1423669 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 14293 members Entering Unmasked Estep Score: -1423691.250000 Penalty: 3134.364502 Iteration 50Q: 3 clusters Score -1423691 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 14327 members Entering Unmasked Estep Score: -1423707.500000 Penalty: 3134.364502 Iteration 51Q: 3 clusters Score -1423708 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 14358 members Entering Unmasked Estep Score: -1423718.625000 Penalty: 3134.364502 Iteration 52Q: 3 clusters Score -1423719 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 14380 members Entering Unmasked Estep Score: -1423728.250000 Penalty: 3134.364502 Iteration 53Q: 3 clusters Score -1423728 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 14396 members Entering Unmasked Estep Score: -1423733.125000 Penalty: 3134.364502 Iteration 54Q: 3 clusters Score -1423733 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 14411 members Entering Unmasked Estep Score: -1423738.000000 Penalty: 3134.364502 Iteration 55Q: 3 clusters Score -1423738 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 14420 members Entering Unmasked Estep Score: -1423740.375000 Penalty: 3134.364502 Iteration 56Q: 3 clusters Score -1423740 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 14429 members Entering Unmasked Estep Score: -1423742.750000 Penalty: 3134.364502 Iteration 57Q: 3 clusters Score -1423743 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 14435 members Entering Unmasked Estep Score: -1423743.375000 Penalty: 3134.364502 Iteration 58Q: 3 clusters Score -1423743 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 14442 members Entering Unmasked Estep Score: -1423744.250000 Penalty: 3134.364502 Iteration 59Q: 3 clusters Score -1423744 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 14454 members Entering Unmasked Estep Score: -1423751.625000 Penalty: 3134.364502 Iteration 60F: 3 clusters Score -1423752 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 14464 members Entering Unmasked Estep Score: -1423761.000000 Penalty: 3134.364502 Iteration 61Q: 3 clusters Score -1423761 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 14479 members Entering Unmasked Estep Score: -1423762.875000 Penalty: 3134.364502 Iteration 62Q: 3 clusters Score -1423763 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 14495 members Entering Unmasked Estep Score: -1423768.875000 Penalty: 3134.364502 Iteration 63Q: 3 clusters Score -1423769 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 14507 members Entering Unmasked Estep Score: -1423775.000000 Penalty: 3134.364502 Iteration 64Q: 3 clusters Score -1423775 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 14517 members Entering Unmasked Estep Score: -1423780.875000 Penalty: 3134.364502 Iteration 65Q: 3 clusters Score -1423781 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 14528 members Entering Unmasked Estep Score: -1423793.250000 Penalty: 3134.364502 Iteration 66Q: 3 clusters Score -1423793 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 14544 members Entering Unmasked Estep Score: -1423804.500000 Penalty: 3134.364502 Iteration 67Q: 3 clusters Score -1423804 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 14568 members Entering Unmasked Estep Score: -1423817.750000 Penalty: 3134.364502 Iteration 68Q: 3 clusters Score -1423818 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 14585 members Entering Unmasked Estep Score: -1423829.250000 Penalty: 3134.364502 Iteration 69Q: 3 clusters Score -1423829 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 14606 members Entering Unmasked Estep Score: -1423842.125000 Penalty: 3134.364502 Iteration 70Q: 3 clusters Score -1423842 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 14627 members Entering Unmasked Estep Score: -1423847.875000 Penalty: 3134.364502 Iteration 71Q: 3 clusters Score -1423848 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 14640 members Entering Unmasked Estep Score: -1423854.250000 Penalty: 3134.364502 Iteration 72Q: 3 clusters Score -1423854 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 14649 members Entering Unmasked Estep Score: -1423861.875000 Penalty: 3134.364502 Iteration 73Q: 3 clusters Score -1423862 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 14661 members Entering Unmasked Estep Score: -1423867.500000 Penalty: 3134.364502 Iteration 74Q: 3 clusters Score -1423868 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 14668 members Entering Unmasked Estep Score: -1423869.750000 Penalty: 3134.364502 Iteration 75Q: 3 clusters Score -1423870 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 14677 members Entering Unmasked Estep Score: -1423870.625000 Penalty: 3134.364502 Iteration 76Q: 3 clusters Score -1423871 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 14687 members Entering Unmasked Estep Score: -1423879.000000 Penalty: 3134.364502 Iteration 77Q: 3 clusters Score -1423879 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 14690 members Entering Unmasked Estep Score: -1423883.500000 Penalty: 3134.364502 Iteration 78Q: 3 clusters Score -1423884 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 14695 members Entering Unmasked Estep Score: -1423886.750000 Penalty: 3134.364502 Iteration 79Q: 3 clusters Score -1423887 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 14699 members Entering Unmasked Estep Score: -1423890.625000 Penalty: 3134.364502 Iteration 80F: 3 clusters Score -1423891 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 14707 members Entering Unmasked Estep Score: -1423894.000000 Penalty: 3134.364502 Iteration 81Q: 3 clusters Score -1423894 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 14711 members Entering Unmasked Estep Score: -1423901.750000 Penalty: 3134.364502 Iteration 82Q: 3 clusters Score -1423902 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 14720 members Entering Unmasked Estep Score: -1423907.500000 Penalty: 3134.364502 Iteration 83Q: 3 clusters Score -1423908 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 14725 members Entering Unmasked Estep Score: -1423905.875000 Penalty: 3134.364502 Iteration 84Q: 3 clusters Score -1423906 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 14730 members Entering Unmasked Estep Score: -1423911.250000 Penalty: 3134.364502 Iteration 85Q: 3 clusters Score -1423911 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 14734 members Entering Unmasked Estep Score: -1423910.000000 Penalty: 3134.364502 Iteration 86Q: 3 clusters Score -1423910 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 14734 members Entering Unmasked Estep Score: -1423909.250000 Penalty: 3134.364502 Iteration 87Q: 3 clusters Score -1423909 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 14736 members Entering Unmasked Estep Score: -1423909.875000 Penalty: 3134.364502 Iteration 88Q: 3 clusters Score -1423910 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 14736 members Entering Unmasked Estep Score: -1423909.875000 Penalty: 3134.364502 Iteration 89F: 3 clusters Score -1423910 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Entering Unmasked Estep Score: -91057.773438 Penalty: 1146.628418 Iteration 0F: 2 clusters Score -91057.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -89607.453125 Penalty: 2293.256836 Iteration 0F: 3 clusters Score -89607.45 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -90085.523438 Penalty: 2293.256836 Iteration 1F: 3 clusters Score -90085.52 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -90342.335938 Penalty: 2293.256836 Iteration 2F: 3 clusters Score -90342.34 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -90496.945312 Penalty: 2293.256836 Iteration 3F: 3 clusters Score -90496.95 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -90585.382812 Penalty: 2293.256836 Iteration 4F: 3 clusters Score -90585.38 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -90651.390625 Penalty: 2293.256836 Iteration 5Q: 3 clusters Score -90651.39 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -90773.804688 Penalty: 2293.256836 Iteration 6Q: 3 clusters Score -90773.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -90839.992188 Penalty: 2293.256836 Iteration 7Q: 3 clusters Score -90839.99 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -90873.875000 Penalty: 2293.256836 Iteration 8Q: 3 clusters Score -90873.88 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -90890.093750 Penalty: 2293.256836 Iteration 9Q: 3 clusters Score -90890.09 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -90909.171875 Penalty: 2293.256836 Iteration 10Q: 3 clusters Score -90909.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -90918.609375 Penalty: 2293.256836 Iteration 11Q: 3 clusters Score -90918.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -90930.734375 Penalty: 2293.256836 Iteration 12Q: 3 clusters Score -90930.73 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -90948.867188 Penalty: 2293.256836 Iteration 13Q: 3 clusters Score -90948.87 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -90960.609375 Penalty: 2293.256836 Iteration 14Q: 3 clusters Score -90960.61 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -90976.257812 Penalty: 2293.256836 Iteration 15Q: 3 clusters Score -90976.26 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -90986.593750 Penalty: 2293.256836 Iteration 16Q: 3 clusters Score -90986.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -90991.007812 Penalty: 2293.256836 Iteration 17Q: 3 clusters Score -90991.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -90993.203125 Penalty: 2293.256836 Iteration 18Q: 3 clusters Score -90993.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -90995.085938 Penalty: 2293.256836 Iteration 19Q: 3 clusters Score -90995.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -90995.960938 Penalty: 2293.256836 Iteration 20F: 3 clusters Score -90995.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -91000.304688 Penalty: 2293.256836 Iteration 21Q: 3 clusters Score -91000.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -91002.062500 Penalty: 2293.256836 Iteration 22Q: 3 clusters Score -91002.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -91002.062500 Penalty: 2293.256836 Iteration 23F: 3 clusters Score -91002.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (5593 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5593 members Entering Unmasked Estep Score: -530480.000000 Penalty: 1402.256592 Iteration 0F: 2 clusters Score -530480 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -526125.375000 Penalty: 2804.513184 Iteration 0F: 3 clusters Score -526125.4 nChanged 2252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -527398.562500 Penalty: 2804.513184 Iteration 1F: 3 clusters Score -527398.6 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -527665.125000 Penalty: 2804.513184 Iteration 2F: 3 clusters Score -527665.1 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -527906.000000 Penalty: 2804.513184 Iteration 3F: 3 clusters Score -527906 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -528176.250000 Penalty: 2804.513184 Iteration 4F: 3 clusters Score -528176.2 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -528478.125000 Penalty: 2804.513184 Iteration 5F: 3 clusters Score -528478.1 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -528933.875000 Penalty: 2804.513184 Iteration 6F: 3 clusters Score -528933.9 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -529594.375000 Penalty: 2804.513184 Iteration 7F: 3 clusters Score -529594.4 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -530173.125000 Penalty: 2804.513184 Iteration 8F: 3 clusters Score -530173.1 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -530606.062500 Penalty: 2804.513184 Iteration 9F: 3 clusters Score -530606.1 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -530889.250000 Penalty: 2804.513184 Iteration 10Q: 3 clusters Score -530889.2 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -531037.562500 Penalty: 2804.513184 Iteration 11Q: 3 clusters Score -531037.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -531080.687500 Penalty: 2804.513184 Iteration 12Q: 3 clusters Score -531080.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -531092.625000 Penalty: 2804.513184 Iteration 13Q: 3 clusters Score -531092.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -531101.500000 Penalty: 2804.513184 Iteration 14Q: 3 clusters Score -531101.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -531105.375000 Penalty: 2804.513184 Iteration 15Q: 3 clusters Score -531105.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -531108.125000 Penalty: 2804.513184 Iteration 16Q: 3 clusters Score -531108.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -531111.000000 Penalty: 2804.513184 Iteration 17Q: 3 clusters Score -531111 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -531113.125000 Penalty: 2804.513184 Iteration 18Q: 3 clusters Score -531113.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -531113.937500 Penalty: 2804.513184 Iteration 19Q: 3 clusters Score -531113.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -531115.000000 Penalty: 2804.513184 Iteration 20F: 3 clusters Score -531115 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -531116.750000 Penalty: 2804.513184 Iteration 21Q: 3 clusters Score -531116.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -531117.500000 Penalty: 2804.513184 Iteration 22Q: 3 clusters Score -531117.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -531117.500000 Penalty: 2804.513184 Iteration 23F: 3 clusters Score -531117.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 6105 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 635 members Mstep: Class 5 contains 3266 members Mstep: Class 6 contains 946 members Mstep: Class 7 contains 16568 members Mstep: Class 8 contains 2735 members Mstep: Class 9 contains 918 members Mstep: Class 10 contains 6388 members Mstep: Class 11 contains 4174 members Mstep: Class 12 contains 792 members Mstep: Class 13 contains 2961 members Mstep: Class 15 contains 18647 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 3294 members Mstep: Class 18 contains 1028 members Mstep: Class 19 contains 15432 members Mstep: Class 20 contains 1160 members Mstep: Class 21 contains 2632 members Entering Unmasked Estep Score: -8396644.000000 Penalty: 37142.554688 Splitting cluster 21 changes total score from -8388265.000000 to -8396644.000000 So it's getting split into cluster 13. Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 6105 members Mstep: Class 3 contains 2850 members Mstep: Class 5 contains 3266 members Mstep: Class 7 contains 16568 members Mstep: Class 8 contains 2735 members Mstep: Class 9 contains 918 members Mstep: Class 11 contains 4174 members Mstep: Class 12 contains 792 members Mstep: Class 15 contains 18647 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 3294 members Mstep: Class 18 contains 1028 members Mstep: Class 19 contains 15432 members Mstep: Class 20 contains 1160 members Mstep: Class 21 contains 2632 members Entering Unmasked Estep ConsiderDeletion Score: -8397216.000000 Penalty: 37142.554688 Iteration 39Q: 21 clusters Score -8397216 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 6105 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 628 members Mstep: Class 5 contains 3377 members Mstep: Class 6 contains 945 members Mstep: Class 7 contains 16568 members Mstep: Class 8 contains 2737 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 6386 members Mstep: Class 11 contains 4184 members Mstep: Class 12 contains 803 members Mstep: Class 13 contains 2951 members Mstep: Class 15 contains 18560 members Mstep: Class 16 contains 525 members Mstep: Class 17 contains 3060 members Mstep: Class 18 contains 1028 members Mstep: Class 19 contains 15649 members Mstep: Class 20 contains 1166 members Mstep: Class 21 contains 2613 members Entering Unmasked Estep ConsiderDeletion Score: -8397455.000000 Penalty: 37142.554688 Iteration 40F: 21 clusters Score -8397455 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 6102 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 635 members Mstep: Class 5 contains 3437 members Mstep: Class 6 contains 957 members Mstep: Class 7 contains 16564 members Mstep: Class 8 contains 2736 members Mstep: Class 9 contains 927 members Mstep: Class 10 contains 6388 members Mstep: Class 11 contains 4171 members Mstep: Class 12 contains 804 members Mstep: Class 13 contains 2965 members Mstep: Class 15 contains 18494 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 2886 members Mstep: Class 18 contains 1028 members Mstep: Class 19 contains 15825 members Mstep: Class 20 contains 1159 members Mstep: Class 21 contains 2608 members Entering Unmasked Estep ConsiderDeletion Score: -8397803.000000 Penalty: 37142.554688 Iteration 41Q: 21 clusters Score -8397803 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 6100 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 641 members Mstep: Class 5 contains 3486 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 16562 members Mstep: Class 8 contains 2733 members Mstep: Class 9 contains 929 members Mstep: Class 10 contains 6387 members Mstep: Class 11 contains 4173 members Mstep: Class 12 contains 803 members Mstep: Class 13 contains 2955 members Mstep: Class 15 contains 18455 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 2738 members Mstep: Class 18 contains 1027 members Mstep: Class 19 contains 15979 members Mstep: Class 20 contains 1159 members Mstep: Class 21 contains 2596 members Entering Unmasked Estep ConsiderDeletion Score: -8397901.000000 Penalty: 37142.554688 Iteration 42Q: 21 clusters Score -8397901 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 644 members Mstep: Class 5 contains 3517 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 16562 members Mstep: Class 8 contains 2733 members Mstep: Class 9 contains 931 members Mstep: Class 10 contains 6382 members Mstep: Class 11 contains 4171 members Mstep: Class 12 contains 803 members Mstep: Class 13 contains 2948 members Mstep: Class 15 contains 18431 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 2617 members Mstep: Class 18 contains 1027 members Mstep: Class 19 contains 16103 members Mstep: Class 20 contains 1163 members Mstep: Class 21 contains 2591 members Entering Unmasked Estep ConsiderDeletion Score: -8397971.000000 Penalty: 37142.554688 Iteration 43Q: 21 clusters Score -8397971 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 6100 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 649 members Mstep: Class 5 contains 3529 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 16562 members Mstep: Class 8 contains 2734 members Mstep: Class 9 contains 927 members Mstep: Class 10 contains 6377 members Mstep: Class 11 contains 4170 members Mstep: Class 12 contains 803 members Mstep: Class 13 contains 2941 members Mstep: Class 15 contains 18418 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 2523 members Mstep: Class 18 contains 1027 members Mstep: Class 19 contains 16203 members Mstep: Class 20 contains 1164 members Mstep: Class 21 contains 2595 members Entering Unmasked Estep ConsiderDeletion Score: -8398025.000000 Penalty: 37142.554688 Iteration 44Q: 21 clusters Score -8398025 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 652 members Mstep: Class 5 contains 3542 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 16562 members Mstep: Class 8 contains 2733 members Mstep: Class 9 contains 927 members Mstep: Class 10 contains 6370 members Mstep: Class 11 contains 4170 members Mstep: Class 12 contains 803 members Mstep: Class 13 contains 2937 members Mstep: Class 15 contains 18407 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 2438 members Mstep: Class 18 contains 1027 members Mstep: Class 19 contains 16299 members Mstep: Class 20 contains 1165 members Mstep: Class 21 contains 2591 members Entering Unmasked Estep ConsiderDeletion Score: -8398071.000000 Penalty: 37142.554688 Iteration 45Q: 21 clusters Score -8398071 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 6099 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 652 members Mstep: Class 5 contains 3560 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 16562 members Mstep: Class 8 contains 2734 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 6365 members Mstep: Class 11 contains 4169 members Mstep: Class 12 contains 803 members Mstep: Class 13 contains 2933 members Mstep: Class 15 contains 18396 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 2351 members Mstep: Class 18 contains 1027 members Mstep: Class 19 contains 16392 members Mstep: Class 20 contains 1167 members Mstep: Class 21 contains 2587 members Entering Unmasked Estep ConsiderDeletion Score: -8398081.000000 Penalty: 37142.554688 Iteration 46Q: 21 clusters Score -8398081 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 6101 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 652 members Mstep: Class 5 contains 3576 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 16562 members Mstep: Class 8 contains 2733 members Mstep: Class 9 contains 924 members Mstep: Class 10 contains 6360 members Mstep: Class 11 contains 4168 members Mstep: Class 12 contains 803 members Mstep: Class 13 contains 2930 members Mstep: Class 15 contains 18390 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 2282 members Mstep: Class 18 contains 1027 members Mstep: Class 19 contains 16464 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 2582 members Entering Unmasked Estep ConsiderDeletion Score: -8398137.000000 Penalty: 37142.554688 Iteration 47Q: 21 clusters Score -8398137 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 6102 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 652 members Mstep: Class 5 contains 3586 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 16563 members Mstep: Class 8 contains 2733 members Mstep: Class 9 contains 921 members Mstep: Class 10 contains 6355 members Mstep: Class 11 contains 4168 members Mstep: Class 12 contains 803 members Mstep: Class 13 contains 2928 members Mstep: Class 15 contains 18387 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 2228 members Mstep: Class 18 contains 1027 members Mstep: Class 19 contains 16522 members Mstep: Class 20 contains 1169 members Mstep: Class 21 contains 2578 members Entering Unmasked Estep ConsiderDeletion Score: -8398143.000000 Penalty: 37142.554688 Iteration 48Q: 21 clusters Score -8398143 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 6102 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 651 members Mstep: Class 5 contains 3595 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 16564 members Mstep: Class 8 contains 2733 members Mstep: Class 9 contains 918 members Mstep: Class 10 contains 6352 members Mstep: Class 11 contains 4167 members Mstep: Class 12 contains 803 members Mstep: Class 13 contains 2926 members Mstep: Class 15 contains 18386 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 2183 members Mstep: Class 18 contains 1027 members Mstep: Class 19 contains 16572 members Mstep: Class 20 contains 1167 members Mstep: Class 21 contains 2576 members Entering Unmasked Estep ConsiderDeletion Score: -8398161.000000 Penalty: 37142.554688 Iteration 49Q: 21 clusters Score -8398161 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 6101 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 651 members Mstep: Class 5 contains 3597 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 16565 members Mstep: Class 8 contains 2733 members Mstep: Class 9 contains 917 members Mstep: Class 10 contains 6349 members Mstep: Class 11 contains 4166 members Mstep: Class 12 contains 803 members Mstep: Class 13 contains 2925 members Mstep: Class 15 contains 18385 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 2159 members Mstep: Class 18 contains 1027 members Mstep: Class 19 contains 16600 members Mstep: Class 20 contains 1167 members Mstep: Class 21 contains 2577 members Entering Unmasked Estep ConsiderDeletion Score: -8398155.000000 Penalty: 37142.554688 Iteration 50Q: 21 clusters Score -8398155 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 6101 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 652 members Mstep: Class 5 contains 3596 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 16565 members Mstep: Class 8 contains 2733 members Mstep: Class 9 contains 915 members Mstep: Class 10 contains 6346 members Mstep: Class 11 contains 4166 members Mstep: Class 12 contains 803 members Mstep: Class 13 contains 2926 members Mstep: Class 15 contains 18386 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 2148 members Mstep: Class 18 contains 1027 members Mstep: Class 19 contains 16613 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 2577 members Entering Unmasked Estep ConsiderDeletion Score: -8398178.000000 Penalty: 37142.554688 Iteration 51Q: 21 clusters Score -8398178 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 6101 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 652 members Mstep: Class 5 contains 3595 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 16565 members Mstep: Class 8 contains 2733 members Mstep: Class 9 contains 916 members Mstep: Class 10 contains 6343 members Mstep: Class 11 contains 4166 members Mstep: Class 12 contains 803 members Mstep: Class 13 contains 2926 members Mstep: Class 15 contains 18386 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 2143 members Mstep: Class 18 contains 1027 members Mstep: Class 19 contains 16621 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 2577 members Entering Unmasked Estep ConsiderDeletion Score: -8398180.000000 Penalty: 37142.554688 Iteration 52Q: 21 clusters Score -8398180 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 6101 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 652 members Mstep: Class 5 contains 3596 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 16565 members Mstep: Class 8 contains 2733 members Mstep: Class 9 contains 916 members Mstep: Class 10 contains 6341 members Mstep: Class 11 contains 4166 members Mstep: Class 12 contains 803 members Mstep: Class 13 contains 2926 members Mstep: Class 15 contains 18385 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 2134 members Mstep: Class 18 contains 1027 members Mstep: Class 19 contains 16632 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 2577 members Entering Unmasked Estep ConsiderDeletion Score: -8398185.000000 Penalty: 37142.554688 Iteration 53Q: 21 clusters Score -8398185 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 6101 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 652 members Mstep: Class 5 contains 3596 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 16565 members Mstep: Class 8 contains 2733 members Mstep: Class 9 contains 916 members Mstep: Class 10 contains 6341 members Mstep: Class 11 contains 4166 members Mstep: Class 12 contains 803 members Mstep: Class 13 contains 2926 members Mstep: Class 15 contains 18385 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 2130 members Mstep: Class 18 contains 1027 members Mstep: Class 19 contains 16635 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 2577 members Entering Unmasked Estep ConsiderDeletion Score: -8398185.000000 Penalty: 37142.554688 Iteration 54Q: 21 clusters Score -8398185 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 6101 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 652 members Mstep: Class 5 contains 3596 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 16565 members Mstep: Class 8 contains 2733 members Mstep: Class 9 contains 916 members Mstep: Class 10 contains 6341 members Mstep: Class 11 contains 4166 members Mstep: Class 12 contains 803 members Mstep: Class 13 contains 2926 members Mstep: Class 15 contains 18385 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 2128 members Mstep: Class 18 contains 1027 members Mstep: Class 19 contains 16637 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 2577 members Entering Unmasked Estep ConsiderDeletion Score: -8398193.000000 Penalty: 37142.554688 Iteration 55Q: 21 clusters Score -8398193 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 6101 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 652 members Mstep: Class 5 contains 3596 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 16565 members Mstep: Class 8 contains 2733 members Mstep: Class 9 contains 916 members Mstep: Class 10 contains 6341 members Mstep: Class 11 contains 4166 members Mstep: Class 12 contains 803 members Mstep: Class 13 contains 2926 members Mstep: Class 15 contains 18385 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 2127 members Mstep: Class 18 contains 1027 members Mstep: Class 19 contains 16638 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 2577 members Entering Unmasked Estep ConsiderDeletion Score: -8398198.000000 Penalty: 37142.554688 Iteration 56Q: 21 clusters Score -8398198 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 6101 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 652 members Mstep: Class 5 contains 3596 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 16565 members Mstep: Class 8 contains 2733 members Mstep: Class 9 contains 916 members Mstep: Class 10 contains 6341 members Mstep: Class 11 contains 4166 members Mstep: Class 12 contains 803 members Mstep: Class 13 contains 2926 members Mstep: Class 15 contains 18385 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 2126 members Mstep: Class 18 contains 1027 members Mstep: Class 19 contains 16639 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 2577 members Entering Unmasked Estep ConsiderDeletion Score: -8398194.000000 Penalty: 37142.554688 Iteration 57Q: 21 clusters Score -8398194 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 6101 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 652 members Mstep: Class 5 contains 3596 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 16565 members Mstep: Class 8 contains 2733 members Mstep: Class 9 contains 916 members Mstep: Class 10 contains 6341 members Mstep: Class 11 contains 4166 members Mstep: Class 12 contains 803 members Mstep: Class 13 contains 2926 members Mstep: Class 15 contains 18385 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 2126 members Mstep: Class 18 contains 1027 members Mstep: Class 19 contains 16639 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 2577 members Entering Unmasked Estep ConsiderDeletion Score: -8398194.000000 Penalty: 37142.554688 Iteration 58F: 21 clusters Score -8398194 nChanged 0 Entering ConstructFrom: Score: -8398194.000000 Penalty: 37142.554688 Entering ConstructFrom: Trying to split cluster 1 (835 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Entering Unmasked Estep Score: -79265.109375 Penalty: 1093.207642 Iteration 0F: 2 clusters Score -79265.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -77927.101562 Penalty: 2186.415283 Iteration 0F: 3 clusters Score -77927.1 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -78153.773438 Penalty: 2186.415283 Iteration 1F: 3 clusters Score -78153.77 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -78243.968750 Penalty: 2186.415283 Iteration 2F: 3 clusters Score -78243.97 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -78317.234375 Penalty: 2186.415283 Iteration 3F: 3 clusters Score -78317.23 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -78360.765625 Penalty: 2186.415283 Iteration 4Q: 3 clusters Score -78360.77 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -78391.148438 Penalty: 2186.415283 Iteration 5Q: 3 clusters Score -78391.15 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -78400.960938 Penalty: 2186.415283 Iteration 6Q: 3 clusters Score -78400.96 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -78411.593750 Penalty: 2186.415283 Iteration 7Q: 3 clusters Score -78411.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -78421.148438 Penalty: 2186.415283 Iteration 8Q: 3 clusters Score -78421.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -78428.570312 Penalty: 2186.415283 Iteration 9Q: 3 clusters Score -78428.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -78431.289062 Penalty: 2186.415283 Iteration 10Q: 3 clusters Score -78431.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -78433.078125 Penalty: 2186.415283 Iteration 11Q: 3 clusters Score -78433.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -78435.406250 Penalty: 2186.415283 Iteration 12Q: 3 clusters Score -78435.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -78436.906250 Penalty: 2186.415283 Iteration 13Q: 3 clusters Score -78436.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -78437.171875 Penalty: 2186.415283 Iteration 14Q: 3 clusters Score -78437.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -78438.132812 Penalty: 2186.415283 Iteration 15Q: 3 clusters Score -78438.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -78438.609375 Penalty: 2186.415283 Iteration 16Q: 3 clusters Score -78438.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -78438.609375 Penalty: 2186.415283 Iteration 17F: 3 clusters Score -78438.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (6101 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6101 members Entering Unmasked Estep Score: -576014.937500 Penalty: 1416.383667 Iteration 0F: 2 clusters Score -576014.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -571344.062500 Penalty: 2832.767334 Iteration 0F: 3 clusters Score -571344.1 nChanged 2507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -572704.812500 Penalty: 2832.767334 Iteration 1F: 3 clusters Score -572704.8 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -572946.312500 Penalty: 2832.767334 Iteration 2F: 3 clusters Score -572946.3 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -573236.437500 Penalty: 2832.767334 Iteration 3F: 3 clusters Score -573236.4 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -573603.812500 Penalty: 2832.767334 Iteration 4F: 3 clusters Score -573603.8 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -574037.875000 Penalty: 2832.767334 Iteration 5F: 3 clusters Score -574037.9 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -574515.500000 Penalty: 2832.767334 Iteration 6F: 3 clusters Score -574515.5 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -574899.875000 Penalty: 2832.767334 Iteration 7F: 3 clusters Score -574899.9 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -575074.437500 Penalty: 2832.767334 Iteration 8Q: 3 clusters Score -575074.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -575167.062500 Penalty: 2832.767334 Iteration 9Q: 3 clusters Score -575167.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 4839 members Entering Unmasked Estep Score: -575215.000000 Penalty: 2832.767334 Iteration 10Q: 3 clusters Score -575215 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -575248.562500 Penalty: 2832.767334 Iteration 11Q: 3 clusters Score -575248.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -575279.000000 Penalty: 2832.767334 Iteration 12Q: 3 clusters Score -575279 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -575298.562500 Penalty: 2832.767334 Iteration 13Q: 3 clusters Score -575298.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 4961 members Entering Unmasked Estep Score: -575310.250000 Penalty: 2832.767334 Iteration 14Q: 3 clusters Score -575310.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 4974 members Entering Unmasked Estep Score: -575316.812500 Penalty: 2832.767334 Iteration 15Q: 3 clusters Score -575316.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -575322.500000 Penalty: 2832.767334 Iteration 16Q: 3 clusters Score -575322.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -575323.625000 Penalty: 2832.767334 Iteration 17Q: 3 clusters Score -575323.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -575326.437500 Penalty: 2832.767334 Iteration 18Q: 3 clusters Score -575326.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -575326.750000 Penalty: 2832.767334 Iteration 19Q: 3 clusters Score -575326.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -575329.250000 Penalty: 2832.767334 Iteration 20F: 3 clusters Score -575329.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 4979 members Entering Unmasked Estep Score: -575331.375000 Penalty: 2832.767334 Iteration 21Q: 3 clusters Score -575331.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 4978 members Entering Unmasked Estep Score: -575331.937500 Penalty: 2832.767334 Iteration 22Q: 3 clusters Score -575331.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -575334.375000 Penalty: 2832.767334 Iteration 23Q: 3 clusters Score -575334.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -575332.875000 Penalty: 2832.767334 Iteration 24Q: 3 clusters Score -575332.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 4985 members Entering Unmasked Estep Score: -575333.937500 Penalty: 2832.767334 Iteration 25Q: 3 clusters Score -575333.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 4987 members Entering Unmasked Estep Score: -575333.312500 Penalty: 2832.767334 Iteration 26Q: 3 clusters Score -575333.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -575334.812500 Penalty: 2832.767334 Iteration 27Q: 3 clusters Score -575334.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 4990 members Entering Unmasked Estep Score: -575334.625000 Penalty: 2832.767334 Iteration 28Q: 3 clusters Score -575334.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 4990 members Entering Unmasked Estep Score: -575334.625000 Penalty: 2832.767334 Iteration 29F: 3 clusters Score -575334.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2850 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Entering Unmasked Estep Score: -271198.281250 Penalty: 1292.699585 Iteration 0F: 2 clusters Score -271198.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -268602.093750 Penalty: 2585.399170 Iteration 0F: 3 clusters Score -268602.1 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -269178.875000 Penalty: 2585.399170 Iteration 1F: 3 clusters Score -269178.9 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -269299.937500 Penalty: 2585.399170 Iteration 2F: 3 clusters Score -269299.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -269378.718750 Penalty: 2585.399170 Iteration 3F: 3 clusters Score -269378.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -269441.000000 Penalty: 2585.399170 Iteration 4Q: 3 clusters Score -269441 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -269477.187500 Penalty: 2585.399170 Iteration 5Q: 3 clusters Score -269477.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -269507.406250 Penalty: 2585.399170 Iteration 6Q: 3 clusters Score -269507.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -269549.562500 Penalty: 2585.399170 Iteration 7Q: 3 clusters Score -269549.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -269598.187500 Penalty: 2585.399170 Iteration 8Q: 3 clusters Score -269598.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -269657.812500 Penalty: 2585.399170 Iteration 9Q: 3 clusters Score -269657.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -269725.968750 Penalty: 2585.399170 Iteration 10Q: 3 clusters Score -269726 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -269803.906250 Penalty: 2585.399170 Iteration 11Q: 3 clusters Score -269803.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -269905.093750 Penalty: 2585.399170 Iteration 12Q: 3 clusters Score -269905.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -270010.906250 Penalty: 2585.399170 Iteration 13Q: 3 clusters Score -270010.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -270112.906250 Penalty: 2585.399170 Iteration 14Q: 3 clusters Score -270112.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -270188.093750 Penalty: 2585.399170 Iteration 15Q: 3 clusters Score -270188.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -270246.281250 Penalty: 2585.399170 Iteration 16Q: 3 clusters Score -270246.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -270281.468750 Penalty: 2585.399170 Iteration 17Q: 3 clusters Score -270281.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -270305.281250 Penalty: 2585.399170 Iteration 18Q: 3 clusters Score -270305.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -270324.218750 Penalty: 2585.399170 Iteration 19Q: 3 clusters Score -270324.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -270346.406250 Penalty: 2585.399170 Iteration 20F: 3 clusters Score -270346.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -270373.375000 Penalty: 2585.399170 Iteration 21Q: 3 clusters Score -270373.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -270395.875000 Penalty: 2585.399170 Iteration 22Q: 3 clusters Score -270395.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -270408.406250 Penalty: 2585.399170 Iteration 23Q: 3 clusters Score -270408.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -270419.781250 Penalty: 2585.399170 Iteration 24Q: 3 clusters Score -270419.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -270424.937500 Penalty: 2585.399170 Iteration 25Q: 3 clusters Score -270424.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -270430.250000 Penalty: 2585.399170 Iteration 26Q: 3 clusters Score -270430.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -270433.687500 Penalty: 2585.399170 Iteration 27Q: 3 clusters Score -270433.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -270436.562500 Penalty: 2585.399170 Iteration 28Q: 3 clusters Score -270436.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -270439.062500 Penalty: 2585.399170 Iteration 29Q: 3 clusters Score -270439.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -270440.906250 Penalty: 2585.399170 Iteration 30Q: 3 clusters Score -270440.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -270441.875000 Penalty: 2585.399170 Iteration 31Q: 3 clusters Score -270441.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -270446.437500 Penalty: 2585.399170 Iteration 32F: 3 clusters Score -270446.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -270449.625000 Penalty: 2585.399170 Iteration 33Q: 3 clusters Score -270449.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -270450.187500 Penalty: 2585.399170 Iteration 34Q: 3 clusters Score -270450.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -270451.843750 Penalty: 2585.399170 Iteration 35Q: 3 clusters Score -270451.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -270453.343750 Penalty: 2585.399170 Iteration 36Q: 3 clusters Score -270453.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -270455.812500 Penalty: 2585.399170 Iteration 37Q: 3 clusters Score -270455.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -270456.812500 Penalty: 2585.399170 Iteration 38Q: 3 clusters Score -270456.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -270456.812500 Penalty: 2585.399170 Iteration 39F: 3 clusters Score -270456.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (652 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Entering Unmasked Estep Score: -59927.828125 Penalty: 1053.007202 Iteration 0F: 2 clusters Score -59927.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -58703.742188 Penalty: 2106.014404 Iteration 0F: 3 clusters Score -58703.74 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -58871.992188 Penalty: 2106.014404 Iteration 1F: 3 clusters Score -58871.99 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -58923.730469 Penalty: 2106.014404 Iteration 2F: 3 clusters Score -58923.73 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -58951.257812 Penalty: 2106.014404 Iteration 3Q: 3 clusters Score -58951.26 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -58965.304688 Penalty: 2106.014404 Iteration 4Q: 3 clusters Score -58965.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -58977.714844 Penalty: 2106.014404 Iteration 5Q: 3 clusters Score -58977.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -58989.652344 Penalty: 2106.014404 Iteration 6Q: 3 clusters Score -58989.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -58994.312500 Penalty: 2106.014404 Iteration 7Q: 3 clusters Score -58994.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -58996.343750 Penalty: 2106.014404 Iteration 8Q: 3 clusters Score -58996.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -58998.730469 Penalty: 2106.014404 Iteration 9Q: 3 clusters Score -58998.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -58999.554688 Penalty: 2106.014404 Iteration 10Q: 3 clusters Score -58999.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -58999.554688 Penalty: 2106.014404 Iteration 11F: 3 clusters Score -58999.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3596 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Entering Unmasked Estep Score: -333130.281250 Penalty: 1330.481323 Iteration 0F: 2 clusters Score -333130.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -330041.937500 Penalty: 2660.962646 Iteration 0F: 3 clusters Score -330041.9 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -330832.843750 Penalty: 2660.962646 Iteration 1F: 3 clusters Score -330832.8 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -331031.687500 Penalty: 2660.962646 Iteration 2F: 3 clusters Score -331031.7 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -331231.843750 Penalty: 2660.962646 Iteration 3F: 3 clusters Score -331231.8 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -331437.656250 Penalty: 2660.962646 Iteration 4F: 3 clusters Score -331437.7 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -331682.343750 Penalty: 2660.962646 Iteration 5F: 3 clusters Score -331682.3 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -331954.000000 Penalty: 2660.962646 Iteration 6F: 3 clusters Score -331954 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -332206.531250 Penalty: 2660.962646 Iteration 7F: 3 clusters Score -332206.5 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -332423.500000 Penalty: 2660.962646 Iteration 8F: 3 clusters Score -332423.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -332544.031250 Penalty: 2660.962646 Iteration 9Q: 3 clusters Score -332544 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -332603.875000 Penalty: 2660.962646 Iteration 10Q: 3 clusters Score -332603.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -332633.156250 Penalty: 2660.962646 Iteration 11Q: 3 clusters Score -332633.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -332654.468750 Penalty: 2660.962646 Iteration 12Q: 3 clusters Score -332654.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -332661.843750 Penalty: 2660.962646 Iteration 13Q: 3 clusters Score -332661.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -332667.781250 Penalty: 2660.962646 Iteration 14Q: 3 clusters Score -332667.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -332671.843750 Penalty: 2660.962646 Iteration 15Q: 3 clusters Score -332671.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -332676.781250 Penalty: 2660.962646 Iteration 16Q: 3 clusters Score -332676.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -332680.750000 Penalty: 2660.962646 Iteration 17Q: 3 clusters Score -332680.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -332683.187500 Penalty: 2660.962646 Iteration 18Q: 3 clusters Score -332683.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -332685.312500 Penalty: 2660.962646 Iteration 19Q: 3 clusters Score -332685.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -332686.218750 Penalty: 2660.962646 Iteration 20F: 3 clusters Score -332686.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -332686.750000 Penalty: 2660.962646 Iteration 21Q: 3 clusters Score -332686.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -332686.750000 Penalty: 2660.962646 Iteration 22F: 3 clusters Score -332686.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (958 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Entering Unmasked Estep Score: -91078.007812 Penalty: 1115.537720 Iteration 0F: 2 clusters Score -91078.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -89691.695312 Penalty: 2231.075439 Iteration 0F: 3 clusters Score -89691.7 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -89975.695312 Penalty: 2231.075439 Iteration 1F: 3 clusters Score -89975.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -90070.992188 Penalty: 2231.075439 Iteration 2F: 3 clusters Score -90070.99 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -90128.156250 Penalty: 2231.075439 Iteration 3Q: 3 clusters Score -90128.16 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -90180.937500 Penalty: 2231.075439 Iteration 4Q: 3 clusters Score -90180.94 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -90226.414062 Penalty: 2231.075439 Iteration 5Q: 3 clusters Score -90226.41 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -90256.617188 Penalty: 2231.075439 Iteration 6Q: 3 clusters Score -90256.62 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -90282.726562 Penalty: 2231.075439 Iteration 7Q: 3 clusters Score -90282.73 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -90294.742188 Penalty: 2231.075439 Iteration 8Q: 3 clusters Score -90294.74 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -90315.789062 Penalty: 2231.075439 Iteration 9Q: 3 clusters Score -90315.79 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -90328.257812 Penalty: 2231.075439 Iteration 10Q: 3 clusters Score -90328.26 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -90344.054688 Penalty: 2231.075439 Iteration 11Q: 3 clusters Score -90344.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -90348.648438 Penalty: 2231.075439 Iteration 12Q: 3 clusters Score -90348.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -90352.273438 Penalty: 2231.075439 Iteration 13Q: 3 clusters Score -90352.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -90353.953125 Penalty: 2231.075439 Iteration 14Q: 3 clusters Score -90353.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -90354.929688 Penalty: 2231.075439 Iteration 15Q: 3 clusters Score -90354.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -90356.000000 Penalty: 2231.075439 Iteration 16Q: 3 clusters Score -90356 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -90356.000000 Penalty: 2231.075439 Iteration 17F: 3 clusters Score -90356 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (16565 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16565 members Entering Unmasked Estep Score: -1580706.875000 Penalty: 1578.695068 Iteration 0F: 2 clusters Score -1580707 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8299 members Mstep: Class 2 contains 8266 members Entering Unmasked Estep Score: -1569312.125000 Penalty: 3157.390137 Iteration 0F: 3 clusters Score -1569312 nChanged 7464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8553 members Mstep: Class 2 contains 8012 members Entering Unmasked Estep Score: -1573558.000000 Penalty: 3157.390137 Iteration 1F: 3 clusters Score -1573558 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8840 members Mstep: Class 2 contains 7725 members Entering Unmasked Estep Score: -1574178.375000 Penalty: 3157.390137 Iteration 2F: 3 clusters Score -1574178 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9298 members Mstep: Class 2 contains 7267 members Entering Unmasked Estep Score: -1574876.625000 Penalty: 3157.390137 Iteration 3F: 3 clusters Score -1574877 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9915 members Mstep: Class 2 contains 6650 members Entering Unmasked Estep Score: -1575734.500000 Penalty: 3157.390137 Iteration 4F: 3 clusters Score -1575734 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10664 members Mstep: Class 2 contains 5901 members Entering Unmasked Estep Score: -1576669.000000 Penalty: 3157.390137 Iteration 5F: 3 clusters Score -1576669 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11402 members Mstep: Class 2 contains 5163 members Entering Unmasked Estep Score: -1577524.625000 Penalty: 3157.390137 Iteration 6F: 3 clusters Score -1577525 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12021 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -1578164.250000 Penalty: 3157.390137 Iteration 7F: 3 clusters Score -1578164 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12505 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -1578584.625000 Penalty: 3157.390137 Iteration 8Q: 3 clusters Score -1578585 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12926 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -1578856.625000 Penalty: 3157.390137 Iteration 9Q: 3 clusters Score -1578857 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13259 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -1579037.875000 Penalty: 3157.390137 Iteration 10Q: 3 clusters Score -1579038 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13551 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -1579208.375000 Penalty: 3157.390137 Iteration 11Q: 3 clusters Score -1579208 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13817 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -1579351.875000 Penalty: 3157.390137 Iteration 12Q: 3 clusters Score -1579352 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14038 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -1579457.375000 Penalty: 3157.390137 Iteration 13Q: 3 clusters Score -1579457 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14212 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -1579529.375000 Penalty: 3157.390137 Iteration 14Q: 3 clusters Score -1579529 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14372 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -1579607.375000 Penalty: 3157.390137 Iteration 15Q: 3 clusters Score -1579607 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14505 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -1579658.125000 Penalty: 3157.390137 Iteration 16Q: 3 clusters Score -1579658 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14626 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -1579708.375000 Penalty: 3157.390137 Iteration 17Q: 3 clusters Score -1579708 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14723 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -1579748.625000 Penalty: 3157.390137 Iteration 18Q: 3 clusters Score -1579749 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14816 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -1579786.625000 Penalty: 3157.390137 Iteration 19Q: 3 clusters Score -1579787 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14892 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -1579810.625000 Penalty: 3157.390137 Iteration 20F: 3 clusters Score -1579811 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14967 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -1579837.500000 Penalty: 3157.390137 Iteration 21Q: 3 clusters Score -1579838 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15033 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -1579857.625000 Penalty: 3157.390137 Iteration 22Q: 3 clusters Score -1579858 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15094 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -1579885.000000 Penalty: 3157.390137 Iteration 23Q: 3 clusters Score -1579885 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15137 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -1579900.000000 Penalty: 3157.390137 Iteration 24Q: 3 clusters Score -1579900 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15176 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -1579905.875000 Penalty: 3157.390137 Iteration 25Q: 3 clusters Score -1579906 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15217 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -1579909.750000 Penalty: 3157.390137 Iteration 26Q: 3 clusters Score -1579910 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15250 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -1579918.625000 Penalty: 3157.390137 Iteration 27Q: 3 clusters Score -1579919 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15276 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -1579924.125000 Penalty: 3157.390137 Iteration 28Q: 3 clusters Score -1579924 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15300 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -1579933.125000 Penalty: 3157.390137 Iteration 29Q: 3 clusters Score -1579933 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15333 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -1579941.125000 Penalty: 3157.390137 Iteration 30Q: 3 clusters Score -1579941 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15350 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -1579942.750000 Penalty: 3157.390137 Iteration 31Q: 3 clusters Score -1579943 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15364 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -1579947.125000 Penalty: 3157.390137 Iteration 32Q: 3 clusters Score -1579947 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15375 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -1579954.250000 Penalty: 3157.390137 Iteration 33Q: 3 clusters Score -1579954 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15394 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -1579961.625000 Penalty: 3157.390137 Iteration 34Q: 3 clusters Score -1579962 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15406 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -1579961.875000 Penalty: 3157.390137 Iteration 35Q: 3 clusters Score -1579962 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15413 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -1579964.625000 Penalty: 3157.390137 Iteration 36Q: 3 clusters Score -1579965 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15422 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -1579968.125000 Penalty: 3157.390137 Iteration 37Q: 3 clusters Score -1579968 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15427 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -1579968.875000 Penalty: 3157.390137 Iteration 38Q: 3 clusters Score -1579969 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15435 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -1579971.625000 Penalty: 3157.390137 Iteration 39Q: 3 clusters Score -1579972 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15443 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -1579973.875000 Penalty: 3157.390137 Iteration 40F: 3 clusters Score -1579974 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15449 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -1579975.250000 Penalty: 3157.390137 Iteration 41Q: 3 clusters Score -1579975 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15454 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -1579978.875000 Penalty: 3157.390137 Iteration 42Q: 3 clusters Score -1579979 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15463 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -1579977.875000 Penalty: 3157.390137 Iteration 43Q: 3 clusters Score -1579978 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15470 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -1579979.625000 Penalty: 3157.390137 Iteration 44Q: 3 clusters Score -1579980 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15471 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -1579977.750000 Penalty: 3157.390137 Iteration 45Q: 3 clusters Score -1579978 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15472 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -1579978.750000 Penalty: 3157.390137 Iteration 46Q: 3 clusters Score -1579979 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15473 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -1579978.875000 Penalty: 3157.390137 Iteration 47Q: 3 clusters Score -1579979 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15474 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -1579977.750000 Penalty: 3157.390137 Iteration 48Q: 3 clusters Score -1579978 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15476 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -1579977.875000 Penalty: 3157.390137 Iteration 49Q: 3 clusters Score -1579978 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15478 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -1579978.875000 Penalty: 3157.390137 Iteration 50Q: 3 clusters Score -1579979 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15481 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -1579979.000000 Penalty: 3157.390137 Iteration 51Q: 3 clusters Score -1579979 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15481 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -1579979.000000 Penalty: 3157.390137 Iteration 52F: 3 clusters Score -1579979 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2733 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Entering Unmasked Estep Score: -254243.609375 Penalty: 1285.887695 Iteration 0F: 2 clusters Score -254243.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -251699.718750 Penalty: 2571.775391 Iteration 0F: 3 clusters Score -251699.7 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -252356.921875 Penalty: 2571.775391 Iteration 1F: 3 clusters Score -252356.9 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -252563.171875 Penalty: 2571.775391 Iteration 2F: 3 clusters Score -252563.2 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -252765.921875 Penalty: 2571.775391 Iteration 3F: 3 clusters Score -252765.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -252943.984375 Penalty: 2571.775391 Iteration 4F: 3 clusters Score -252944 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -253091.234375 Penalty: 2571.775391 Iteration 5F: 3 clusters Score -253091.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -253233.203125 Penalty: 2571.775391 Iteration 6Q: 3 clusters Score -253233.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -253390.921875 Penalty: 2571.775391 Iteration 7Q: 3 clusters Score -253390.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -253568.625000 Penalty: 2571.775391 Iteration 8Q: 3 clusters Score -253568.6 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -253800.078125 Penalty: 2571.775391 Iteration 9F: 3 clusters Score -253800.1 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -254151.046875 Penalty: 2571.775391 Iteration 10F: 3 clusters Score -254151 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -254445.000000 Penalty: 2571.775391 Iteration 11Q: 3 clusters Score -254445 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -254559.515625 Penalty: 2571.775391 Iteration 12Q: 3 clusters Score -254559.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -254597.765625 Penalty: 2571.775391 Iteration 13Q: 3 clusters Score -254597.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -254615.656250 Penalty: 2571.775391 Iteration 14Q: 3 clusters Score -254615.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -254625.984375 Penalty: 2571.775391 Iteration 15Q: 3 clusters Score -254626 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -254634.156250 Penalty: 2571.775391 Iteration 16Q: 3 clusters Score -254634.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -254640.109375 Penalty: 2571.775391 Iteration 17Q: 3 clusters Score -254640.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -254649.609375 Penalty: 2571.775391 Iteration 18Q: 3 clusters Score -254649.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -254653.640625 Penalty: 2571.775391 Iteration 19Q: 3 clusters Score -254653.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -254656.296875 Penalty: 2571.775391 Iteration 20F: 3 clusters Score -254656.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -254657.078125 Penalty: 2571.775391 Iteration 21Q: 3 clusters Score -254657.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -254657.125000 Penalty: 2571.775391 Iteration 22Q: 3 clusters Score -254657.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -254657.125000 Penalty: 2571.775391 Iteration 23F: 3 clusters Score -254657.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 6101 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 652 members Mstep: Class 5 contains 3596 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 16565 members Mstep: Class 8 contains 1252 members Mstep: Class 9 contains 916 members Mstep: Class 10 contains 6341 members Mstep: Class 11 contains 4166 members Mstep: Class 12 contains 803 members Mstep: Class 13 contains 2926 members Mstep: Class 14 contains 1481 members Mstep: Class 15 contains 18385 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 2126 members Mstep: Class 18 contains 1027 members Mstep: Class 19 contains 16639 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 2577 members Entering Unmasked Estep Score: -8398036.000000 Penalty: 38999.683594 Splitting cluster 8 changes total score from -8398194.000000 to -8398036.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (916 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Entering Unmasked Estep Score: -82836.328125 Penalty: 1108.252686 Iteration 0F: 2 clusters Score -82836.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -81430.570312 Penalty: 2216.505371 Iteration 0F: 3 clusters Score -81430.57 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -81688.875000 Penalty: 2216.505371 Iteration 1F: 3 clusters Score -81688.88 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -81811.554688 Penalty: 2216.505371 Iteration 2F: 3 clusters Score -81811.55 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -81896.820312 Penalty: 2216.505371 Iteration 3F: 3 clusters Score -81896.82 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -82014.054688 Penalty: 2216.505371 Iteration 4F: 3 clusters Score -82014.05 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -82106.070312 Penalty: 2216.505371 Iteration 5F: 3 clusters Score -82106.07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -82166.492188 Penalty: 2216.505371 Iteration 6Q: 3 clusters Score -82166.49 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -82210.015625 Penalty: 2216.505371 Iteration 7Q: 3 clusters Score -82210.02 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -82267.328125 Penalty: 2216.505371 Iteration 8Q: 3 clusters Score -82267.33 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -82333.734375 Penalty: 2216.505371 Iteration 9Q: 3 clusters Score -82333.73 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -82384.656250 Penalty: 2216.505371 Iteration 10Q: 3 clusters Score -82384.66 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -82437.265625 Penalty: 2216.505371 Iteration 11Q: 3 clusters Score -82437.27 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -82498.070312 Penalty: 2216.505371 Iteration 12Q: 3 clusters Score -82498.07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -82516.984375 Penalty: 2216.505371 Iteration 13Q: 3 clusters Score -82516.98 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -82534.195312 Penalty: 2216.505371 Iteration 14Q: 3 clusters Score -82534.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -82549.429688 Penalty: 2216.505371 Iteration 15Q: 3 clusters Score -82549.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -82564.250000 Penalty: 2216.505371 Iteration 16Q: 3 clusters Score -82564.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -82581.898438 Penalty: 2216.505371 Iteration 17Q: 3 clusters Score -82581.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -82596.250000 Penalty: 2216.505371 Iteration 18Q: 3 clusters Score -82596.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -82605.195312 Penalty: 2216.505371 Iteration 19Q: 3 clusters Score -82605.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -82607.648438 Penalty: 2216.505371 Iteration 20F: 3 clusters Score -82607.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (6341 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6341 members Entering Unmasked Estep Score: -583540.250000 Penalty: 1422.653687 Iteration 0F: 2 clusters Score -583540.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -578721.250000 Penalty: 2845.307373 Iteration 0F: 3 clusters Score -578721.2 nChanged 2598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -580168.062500 Penalty: 2845.307373 Iteration 1F: 3 clusters Score -580168.1 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -580465.625000 Penalty: 2845.307373 Iteration 2F: 3 clusters Score -580465.6 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -580695.875000 Penalty: 2845.307373 Iteration 3F: 3 clusters Score -580695.9 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -580900.937500 Penalty: 2845.307373 Iteration 4F: 3 clusters Score -580900.9 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -581096.937500 Penalty: 2845.307373 Iteration 5F: 3 clusters Score -581096.9 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -581269.000000 Penalty: 2845.307373 Iteration 6Q: 3 clusters Score -581269 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -581415.125000 Penalty: 2845.307373 Iteration 7Q: 3 clusters Score -581415.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -581553.500000 Penalty: 2845.307373 Iteration 8Q: 3 clusters Score -581553.5 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -581679.687500 Penalty: 2845.307373 Iteration 9Q: 3 clusters Score -581679.7 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -581810.562500 Penalty: 2845.307373 Iteration 10Q: 3 clusters Score -581810.6 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -581928.250000 Penalty: 2845.307373 Iteration 11Q: 3 clusters Score -581928.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 5083 members Entering Unmasked Estep Score: -582036.562500 Penalty: 2845.307373 Iteration 12Q: 3 clusters Score -582036.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 5204 members Entering Unmasked Estep Score: -582129.250000 Penalty: 2845.307373 Iteration 13Q: 3 clusters Score -582129.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 5310 members Entering Unmasked Estep Score: -582203.375000 Penalty: 2845.307373 Iteration 14Q: 3 clusters Score -582203.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -582269.750000 Penalty: 2845.307373 Iteration 15Q: 3 clusters Score -582269.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -582330.250000 Penalty: 2845.307373 Iteration 16Q: 3 clusters Score -582330.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 5525 members Entering Unmasked Estep Score: -582387.625000 Penalty: 2845.307373 Iteration 17Q: 3 clusters Score -582387.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 5559 members Entering Unmasked Estep Score: -582425.125000 Penalty: 2845.307373 Iteration 18Q: 3 clusters Score -582425.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 5588 members Entering Unmasked Estep Score: -582451.000000 Penalty: 2845.307373 Iteration 19Q: 3 clusters Score -582451 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 5613 members Entering Unmasked Estep Score: -582467.125000 Penalty: 2845.307373 Iteration 20F: 3 clusters Score -582467.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -582481.187500 Penalty: 2845.307373 Iteration 21Q: 3 clusters Score -582481.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 5648 members Entering Unmasked Estep Score: -582490.000000 Penalty: 2845.307373 Iteration 22Q: 3 clusters Score -582490 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 5660 members Entering Unmasked Estep Score: -582495.812500 Penalty: 2845.307373 Iteration 23Q: 3 clusters Score -582495.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -582501.312500 Penalty: 2845.307373 Iteration 24Q: 3 clusters Score -582501.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 5680 members Entering Unmasked Estep Score: -582508.375000 Penalty: 2845.307373 Iteration 25Q: 3 clusters Score -582508.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 5684 members Entering Unmasked Estep Score: -582511.250000 Penalty: 2845.307373 Iteration 26Q: 3 clusters Score -582511.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 5688 members Entering Unmasked Estep Score: -582513.125000 Penalty: 2845.307373 Iteration 27Q: 3 clusters Score -582513.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 5692 members Entering Unmasked Estep Score: -582515.000000 Penalty: 2845.307373 Iteration 28Q: 3 clusters Score -582515 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 5693 members Entering Unmasked Estep Score: -582515.812500 Penalty: 2845.307373 Iteration 29Q: 3 clusters Score -582515.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 5696 members Entering Unmasked Estep Score: -582516.625000 Penalty: 2845.307373 Iteration 30Q: 3 clusters Score -582516.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 5696 members Entering Unmasked Estep Score: -582516.625000 Penalty: 2845.307373 Iteration 31F: 3 clusters Score -582516.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (4166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Entering Unmasked Estep Score: -388800.968750 Penalty: 1354.390747 Iteration 0F: 2 clusters Score -388801 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -385378.156250 Penalty: 2708.781494 Iteration 0F: 3 clusters Score -385378.2 nChanged 1645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -386263.156250 Penalty: 2708.781494 Iteration 1F: 3 clusters Score -386263.2 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -386429.500000 Penalty: 2708.781494 Iteration 2F: 3 clusters Score -386429.5 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -386541.718750 Penalty: 2708.781494 Iteration 3Q: 3 clusters Score -386541.7 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -386621.468750 Penalty: 2708.781494 Iteration 4Q: 3 clusters Score -386621.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -386666.281250 Penalty: 2708.781494 Iteration 5Q: 3 clusters Score -386666.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -386715.093750 Penalty: 2708.781494 Iteration 6Q: 3 clusters Score -386715.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -386755.937500 Penalty: 2708.781494 Iteration 7Q: 3 clusters Score -386755.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -386793.468750 Penalty: 2708.781494 Iteration 8Q: 3 clusters Score -386793.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -386817.406250 Penalty: 2708.781494 Iteration 9Q: 3 clusters Score -386817.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -386839.781250 Penalty: 2708.781494 Iteration 10Q: 3 clusters Score -386839.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -386861.750000 Penalty: 2708.781494 Iteration 11Q: 3 clusters Score -386861.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -386878.843750 Penalty: 2708.781494 Iteration 12Q: 3 clusters Score -386878.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -386896.906250 Penalty: 2708.781494 Iteration 13Q: 3 clusters Score -386896.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -386909.781250 Penalty: 2708.781494 Iteration 14Q: 3 clusters Score -386909.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -386927.781250 Penalty: 2708.781494 Iteration 15Q: 3 clusters Score -386927.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -386943.281250 Penalty: 2708.781494 Iteration 16Q: 3 clusters Score -386943.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -386959.250000 Penalty: 2708.781494 Iteration 17Q: 3 clusters Score -386959.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -386974.625000 Penalty: 2708.781494 Iteration 18Q: 3 clusters Score -386974.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -386988.625000 Penalty: 2708.781494 Iteration 19Q: 3 clusters Score -386988.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -387003.937500 Penalty: 2708.781494 Iteration 20F: 3 clusters Score -387003.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -387013.093750 Penalty: 2708.781494 Iteration 21Q: 3 clusters Score -387013.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -387022.218750 Penalty: 2708.781494 Iteration 22Q: 3 clusters Score -387022.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -387029.500000 Penalty: 2708.781494 Iteration 23Q: 3 clusters Score -387029.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -387042.906250 Penalty: 2708.781494 Iteration 24Q: 3 clusters Score -387042.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -387056.937500 Penalty: 2708.781494 Iteration 25Q: 3 clusters Score -387056.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -387074.531250 Penalty: 2708.781494 Iteration 26Q: 3 clusters Score -387074.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -387091.218750 Penalty: 2708.781494 Iteration 27Q: 3 clusters Score -387091.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -387109.218750 Penalty: 2708.781494 Iteration 28Q: 3 clusters Score -387109.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -387123.687500 Penalty: 2708.781494 Iteration 29Q: 3 clusters Score -387123.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -387138.406250 Penalty: 2708.781494 Iteration 30Q: 3 clusters Score -387138.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -387156.875000 Penalty: 2708.781494 Iteration 31Q: 3 clusters Score -387156.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -387176.687500 Penalty: 2708.781494 Iteration 32Q: 3 clusters Score -387176.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -387209.718750 Penalty: 2708.781494 Iteration 33Q: 3 clusters Score -387209.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -387240.000000 Penalty: 2708.781494 Iteration 34Q: 3 clusters Score -387240 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -387267.062500 Penalty: 2708.781494 Iteration 35Q: 3 clusters Score -387267.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -387296.593750 Penalty: 2708.781494 Iteration 36Q: 3 clusters Score -387296.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -387325.937500 Penalty: 2708.781494 Iteration 37Q: 3 clusters Score -387325.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -387346.187500 Penalty: 2708.781494 Iteration 38Q: 3 clusters Score -387346.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -387367.531250 Penalty: 2708.781494 Iteration 39Q: 3 clusters Score -387367.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -387397.437500 Penalty: 2708.781494 Iteration 40F: 3 clusters Score -387397.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -387427.187500 Penalty: 2708.781494 Iteration 41Q: 3 clusters Score -387427.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -387446.125000 Penalty: 2708.781494 Iteration 42Q: 3 clusters Score -387446.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -387461.437500 Penalty: 2708.781494 Iteration 43Q: 3 clusters Score -387461.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -387479.406250 Penalty: 2708.781494 Iteration 44Q: 3 clusters Score -387479.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -387497.468750 Penalty: 2708.781494 Iteration 45Q: 3 clusters Score -387497.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -387513.843750 Penalty: 2708.781494 Iteration 46Q: 3 clusters Score -387513.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -387534.687500 Penalty: 2708.781494 Iteration 47Q: 3 clusters Score -387534.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -387548.812500 Penalty: 2708.781494 Iteration 48Q: 3 clusters Score -387548.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -387556.593750 Penalty: 2708.781494 Iteration 49Q: 3 clusters Score -387556.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -387562.031250 Penalty: 2708.781494 Iteration 50Q: 3 clusters Score -387562 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -387565.156250 Penalty: 2708.781494 Iteration 51Q: 3 clusters Score -387565.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -387568.093750 Penalty: 2708.781494 Iteration 52Q: 3 clusters Score -387568.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -387570.625000 Penalty: 2708.781494 Iteration 53Q: 3 clusters Score -387570.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -387572.750000 Penalty: 2708.781494 Iteration 54Q: 3 clusters Score -387572.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -387575.781250 Penalty: 2708.781494 Iteration 55Q: 3 clusters Score -387575.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -387576.781250 Penalty: 2708.781494 Iteration 56Q: 3 clusters Score -387576.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -387577.468750 Penalty: 2708.781494 Iteration 57Q: 3 clusters Score -387577.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -387577.562500 Penalty: 2708.781494 Iteration 58Q: 3 clusters Score -387577.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -387577.562500 Penalty: 2708.781494 Iteration 59F: 3 clusters Score -387577.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (803 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Entering Unmasked Estep Score: -74695.085938 Penalty: 1086.857666 Iteration 0F: 2 clusters Score -74695.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -73432.953125 Penalty: 2173.715332 Iteration 0F: 3 clusters Score -73432.95 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -73758.023438 Penalty: 2173.715332 Iteration 1F: 3 clusters Score -73758.02 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -73907.671875 Penalty: 2173.715332 Iteration 2F: 3 clusters Score -73907.67 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -74008.046875 Penalty: 2173.715332 Iteration 3F: 3 clusters Score -74008.05 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -74068.921875 Penalty: 2173.715332 Iteration 4F: 3 clusters Score -74068.92 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -74112.875000 Penalty: 2173.715332 Iteration 5Q: 3 clusters Score -74112.88 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -74141.078125 Penalty: 2173.715332 Iteration 6Q: 3 clusters Score -74141.08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -74161.195312 Penalty: 2173.715332 Iteration 7Q: 3 clusters Score -74161.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -74177.406250 Penalty: 2173.715332 Iteration 8Q: 3 clusters Score -74177.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -74193.226562 Penalty: 2173.715332 Iteration 9Q: 3 clusters Score -74193.23 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -74222.015625 Penalty: 2173.715332 Iteration 10Q: 3 clusters Score -74222.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -74234.710938 Penalty: 2173.715332 Iteration 11Q: 3 clusters Score -74234.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -74238.000000 Penalty: 2173.715332 Iteration 12Q: 3 clusters Score -74238 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -74243.476562 Penalty: 2173.715332 Iteration 13Q: 3 clusters Score -74243.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -74248.296875 Penalty: 2173.715332 Iteration 14Q: 3 clusters Score -74248.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -74253.062500 Penalty: 2173.715332 Iteration 15Q: 3 clusters Score -74253.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -74253.929688 Penalty: 2173.715332 Iteration 16Q: 3 clusters Score -74253.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -74254.539062 Penalty: 2173.715332 Iteration 17F: 3 clusters Score -74254.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -74262.914062 Penalty: 2173.715332 Iteration 18Q: 3 clusters Score -74262.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -74265.578125 Penalty: 2173.715332 Iteration 19Q: 3 clusters Score -74265.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -74265.578125 Penalty: 2173.715332 Iteration 20F: 3 clusters Score -74265.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2926 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Entering Unmasked Estep Score: -282070.625000 Penalty: 1296.976074 Iteration 0F: 2 clusters Score -282070.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -279414.531250 Penalty: 2593.952148 Iteration 0F: 3 clusters Score -279414.5 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -280037.031250 Penalty: 2593.952148 Iteration 1F: 3 clusters Score -280037 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -280184.656250 Penalty: 2593.952148 Iteration 2F: 3 clusters Score -280184.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -280257.750000 Penalty: 2593.952148 Iteration 3Q: 3 clusters Score -280257.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -280310.093750 Penalty: 2593.952148 Iteration 4Q: 3 clusters Score -280310.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -280346.750000 Penalty: 2593.952148 Iteration 5Q: 3 clusters Score -280346.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -280380.406250 Penalty: 2593.952148 Iteration 6Q: 3 clusters Score -280380.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -280407.062500 Penalty: 2593.952148 Iteration 7Q: 3 clusters Score -280407.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -280429.906250 Penalty: 2593.952148 Iteration 8Q: 3 clusters Score -280429.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -280452.468750 Penalty: 2593.952148 Iteration 9Q: 3 clusters Score -280452.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -280474.187500 Penalty: 2593.952148 Iteration 10Q: 3 clusters Score -280474.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -280494.218750 Penalty: 2593.952148 Iteration 11Q: 3 clusters Score -280494.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -280516.906250 Penalty: 2593.952148 Iteration 12Q: 3 clusters Score -280516.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -280538.343750 Penalty: 2593.952148 Iteration 13Q: 3 clusters Score -280538.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -280564.125000 Penalty: 2593.952148 Iteration 14Q: 3 clusters Score -280564.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -280585.593750 Penalty: 2593.952148 Iteration 15Q: 3 clusters Score -280585.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -280613.875000 Penalty: 2593.952148 Iteration 16Q: 3 clusters Score -280613.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -280639.375000 Penalty: 2593.952148 Iteration 17Q: 3 clusters Score -280639.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -280668.562500 Penalty: 2593.952148 Iteration 18Q: 3 clusters Score -280668.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -280700.281250 Penalty: 2593.952148 Iteration 19Q: 3 clusters Score -280700.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -280729.625000 Penalty: 2593.952148 Iteration 20F: 3 clusters Score -280729.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -280754.531250 Penalty: 2593.952148 Iteration 21Q: 3 clusters Score -280754.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -280774.750000 Penalty: 2593.952148 Iteration 22Q: 3 clusters Score -280774.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -280795.875000 Penalty: 2593.952148 Iteration 23Q: 3 clusters Score -280795.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -280813.656250 Penalty: 2593.952148 Iteration 24Q: 3 clusters Score -280813.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -280826.218750 Penalty: 2593.952148 Iteration 25Q: 3 clusters Score -280826.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -280834.125000 Penalty: 2593.952148 Iteration 26Q: 3 clusters Score -280834.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -280839.468750 Penalty: 2593.952148 Iteration 27Q: 3 clusters Score -280839.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -280845.343750 Penalty: 2593.952148 Iteration 28Q: 3 clusters Score -280845.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -280845.750000 Penalty: 2593.952148 Iteration 29Q: 3 clusters Score -280845.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -280847.156250 Penalty: 2593.952148 Iteration 30Q: 3 clusters Score -280847.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -280847.500000 Penalty: 2593.952148 Iteration 31Q: 3 clusters Score -280847.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -280848.781250 Penalty: 2593.952148 Iteration 32Q: 3 clusters Score -280848.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -280850.343750 Penalty: 2593.952148 Iteration 33Q: 3 clusters Score -280850.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -280850.343750 Penalty: 2593.952148 Iteration 34F: 3 clusters Score -280850.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (18385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18385 members Entering Unmasked Estep Score: -1780880.625000 Penalty: 1595.634644 Iteration 0F: 2 clusters Score -1780881 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9242 members Mstep: Class 2 contains 9143 members Entering Unmasked Estep Score: -1768370.625000 Penalty: 3191.269287 Iteration 0F: 3 clusters Score -1768371 nChanged 8210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9470 members Mstep: Class 2 contains 8915 members Entering Unmasked Estep Score: -1772843.250000 Penalty: 3191.269287 Iteration 1F: 3 clusters Score -1772843 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9672 members Mstep: Class 2 contains 8713 members Entering Unmasked Estep Score: -1773120.750000 Penalty: 3191.269287 Iteration 2Q: 3 clusters Score -1773121 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9885 members Mstep: Class 2 contains 8500 members Entering Unmasked Estep Score: -1773356.125000 Penalty: 3191.269287 Iteration 3Q: 3 clusters Score -1773356 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10188 members Mstep: Class 2 contains 8197 members Entering Unmasked Estep Score: -1773597.625000 Penalty: 3191.269287 Iteration 4Q: 3 clusters Score -1773598 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10627 members Mstep: Class 2 contains 7758 members Entering Unmasked Estep Score: -1773911.750000 Penalty: 3191.269287 Iteration 5Q: 3 clusters Score -1773912 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11183 members Mstep: Class 2 contains 7202 members Entering Unmasked Estep Score: -1774332.375000 Penalty: 3191.269287 Iteration 6Q: 3 clusters Score -1774332 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11867 members Mstep: Class 2 contains 6518 members Entering Unmasked Estep Score: -1774968.875000 Penalty: 3191.269287 Iteration 7Q: 3 clusters Score -1774969 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12635 members Mstep: Class 2 contains 5750 members Entering Unmasked Estep Score: -1775707.500000 Penalty: 3191.269287 Iteration 8Q: 3 clusters Score -1775708 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13387 members Mstep: Class 2 contains 4998 members Entering Unmasked Estep Score: -1776375.750000 Penalty: 3191.269287 Iteration 9F: 3 clusters Score -1776376 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14138 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -1776981.750000 Penalty: 3191.269287 Iteration 10Q: 3 clusters Score -1776982 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14867 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -1777530.625000 Penalty: 3191.269287 Iteration 11Q: 3 clusters Score -1777531 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15541 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -1778002.750000 Penalty: 3191.269287 Iteration 12Q: 3 clusters Score -1778003 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16158 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -1778420.375000 Penalty: 3191.269287 Iteration 13Q: 3 clusters Score -1778420 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16632 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -1778696.875000 Penalty: 3191.269287 Iteration 14Q: 3 clusters Score -1778697 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16991 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -1778921.875000 Penalty: 3191.269287 Iteration 15Q: 3 clusters Score -1778922 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17287 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -1779113.625000 Penalty: 3191.269287 Iteration 16Q: 3 clusters Score -1779114 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17490 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -1779267.250000 Penalty: 3191.269287 Iteration 17Q: 3 clusters Score -1779267 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17641 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -1779379.875000 Penalty: 3191.269287 Iteration 18Q: 3 clusters Score -1779380 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17730 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -1779434.125000 Penalty: 3191.269287 Iteration 19Q: 3 clusters Score -1779434 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17803 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -1779479.250000 Penalty: 3191.269287 Iteration 20F: 3 clusters Score -1779479 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17860 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -1779514.125000 Penalty: 3191.269287 Iteration 21Q: 3 clusters Score -1779514 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17902 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -1779541.375000 Penalty: 3191.269287 Iteration 22Q: 3 clusters Score -1779541 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17921 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -1779553.625000 Penalty: 3191.269287 Iteration 23Q: 3 clusters Score -1779554 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17944 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -1779564.625000 Penalty: 3191.269287 Iteration 24Q: 3 clusters Score -1779565 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17960 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -1779571.500000 Penalty: 3191.269287 Iteration 25Q: 3 clusters Score -1779572 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17968 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -1779581.250000 Penalty: 3191.269287 Iteration 26Q: 3 clusters Score -1779581 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17982 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -1779596.625000 Penalty: 3191.269287 Iteration 27Q: 3 clusters Score -1779597 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17999 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -1779610.500000 Penalty: 3191.269287 Iteration 28Q: 3 clusters Score -1779610 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18012 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -1779626.375000 Penalty: 3191.269287 Iteration 29Q: 3 clusters Score -1779626 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18023 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -1779635.375000 Penalty: 3191.269287 Iteration 30Q: 3 clusters Score -1779635 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18031 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -1779651.125000 Penalty: 3191.269287 Iteration 31Q: 3 clusters Score -1779651 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18042 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -1779663.000000 Penalty: 3191.269287 Iteration 32Q: 3 clusters Score -1779663 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18048 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -1779676.500000 Penalty: 3191.269287 Iteration 33Q: 3 clusters Score -1779676 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18056 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -1779685.250000 Penalty: 3191.269287 Iteration 34Q: 3 clusters Score -1779685 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18061 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -1779693.625000 Penalty: 3191.269287 Iteration 35Q: 3 clusters Score -1779694 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18056 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -1779705.625000 Penalty: 3191.269287 Iteration 36Q: 3 clusters Score -1779706 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18058 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -1779712.875000 Penalty: 3191.269287 Iteration 37Q: 3 clusters Score -1779713 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18060 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -1779717.375000 Penalty: 3191.269287 Iteration 38Q: 3 clusters Score -1779717 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18061 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -1779719.375000 Penalty: 3191.269287 Iteration 39Q: 3 clusters Score -1779719 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18064 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -1779723.500000 Penalty: 3191.269287 Iteration 40F: 3 clusters Score -1779724 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18066 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -1779723.250000 Penalty: 3191.269287 Iteration 41Q: 3 clusters Score -1779723 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18066 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -1779724.500000 Penalty: 3191.269287 Iteration 42Q: 3 clusters Score -1779724 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18067 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -1779722.500000 Penalty: 3191.269287 Iteration 43Q: 3 clusters Score -1779722 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18067 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -1779722.500000 Penalty: 3191.269287 Iteration 44F: 3 clusters Score -1779722 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Entering Unmasked Estep Score: -46642.515625 Penalty: 1016.870972 Iteration 0F: 2 clusters Score -46642.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -45562.011719 Penalty: 2033.741943 Iteration 0F: 3 clusters Score -45562.01 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -45746.085938 Penalty: 2033.741943 Iteration 1F: 3 clusters Score -45746.09 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -45799.843750 Penalty: 2033.741943 Iteration 2F: 3 clusters Score -45799.84 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -45830.726562 Penalty: 2033.741943 Iteration 3Q: 3 clusters Score -45830.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -45847.171875 Penalty: 2033.741943 Iteration 4Q: 3 clusters Score -45847.17 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -45851.539062 Penalty: 2033.741943 Iteration 5Q: 3 clusters Score -45851.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -45855.015625 Penalty: 2033.741943 Iteration 6Q: 3 clusters Score -45855.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -45855.015625 Penalty: 2033.741943 Iteration 7F: 3 clusters Score -45855.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2126 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Entering Unmasked Estep Score: -185399.078125 Penalty: 1245.074585 Iteration 0F: 2 clusters Score -185399.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -183256.921875 Penalty: 2490.149170 Iteration 0F: 3 clusters Score -183256.9 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -183886.625000 Penalty: 2490.149170 Iteration 1F: 3 clusters Score -183886.6 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -184316.359375 Penalty: 2490.149170 Iteration 2F: 3 clusters Score -184316.4 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -184847.625000 Penalty: 2490.149170 Iteration 3F: 3 clusters Score -184847.6 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -185159.031250 Penalty: 2490.149170 Iteration 4F: 3 clusters Score -185159 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -185280.968750 Penalty: 2490.149170 Iteration 5Q: 3 clusters Score -185281 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -185332.484375 Penalty: 2490.149170 Iteration 6Q: 3 clusters Score -185332.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -185369.453125 Penalty: 2490.149170 Iteration 7Q: 3 clusters Score -185369.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -185387.765625 Penalty: 2490.149170 Iteration 8Q: 3 clusters Score -185387.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -185396.421875 Penalty: 2490.149170 Iteration 9Q: 3 clusters Score -185396.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -185400.703125 Penalty: 2490.149170 Iteration 10Q: 3 clusters Score -185400.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -185403.859375 Penalty: 2490.149170 Iteration 11Q: 3 clusters Score -185403.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -185407.031250 Penalty: 2490.149170 Iteration 12Q: 3 clusters Score -185407 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -185407.546875 Penalty: 2490.149170 Iteration 13Q: 3 clusters Score -185407.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -185408.265625 Penalty: 2490.149170 Iteration 14Q: 3 clusters Score -185408.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -185408.265625 Penalty: 2490.149170 Iteration 15F: 3 clusters Score -185408.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 6101 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 652 members Mstep: Class 5 contains 3596 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 16565 members Mstep: Class 8 contains 2733 members Mstep: Class 9 contains 916 members Mstep: Class 10 contains 6341 members Mstep: Class 11 contains 4166 members Mstep: Class 12 contains 803 members Mstep: Class 13 contains 2926 members Mstep: Class 14 contains 1632 members Mstep: Class 15 contains 18385 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 494 members Mstep: Class 18 contains 1027 members Mstep: Class 19 contains 16639 members Mstep: Class 20 contains 1168 members Mstep: Class 21 contains 2577 members Entering Unmasked Estep Score: -8397582.000000 Penalty: 38999.683594 Splitting cluster 17 changes total score from -8398194.000000 to -8397582.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 18 (1027 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Entering Unmasked Estep Score: -94286.140625 Penalty: 1126.839600 Iteration 0F: 2 clusters Score -94286.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -92820.640625 Penalty: 2253.679199 Iteration 0F: 3 clusters Score -92820.64 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -93053.273438 Penalty: 2253.679199 Iteration 1F: 3 clusters Score -93053.27 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -93111.398438 Penalty: 2253.679199 Iteration 2F: 3 clusters Score -93111.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -93131.039062 Penalty: 2253.679199 Iteration 3Q: 3 clusters Score -93131.04 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -93154.781250 Penalty: 2253.679199 Iteration 4Q: 3 clusters Score -93154.78 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -93169.484375 Penalty: 2253.679199 Iteration 5Q: 3 clusters Score -93169.48 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -93181.898438 Penalty: 2253.679199 Iteration 6Q: 3 clusters Score -93181.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -93190.828125 Penalty: 2253.679199 Iteration 7Q: 3 clusters Score -93190.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -93193.859375 Penalty: 2253.679199 Iteration 8Q: 3 clusters Score -93193.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -93199.750000 Penalty: 2253.679199 Iteration 9Q: 3 clusters Score -93199.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -93203.781250 Penalty: 2253.679199 Iteration 10Q: 3 clusters Score -93203.78 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -93205.953125 Penalty: 2253.679199 Iteration 11Q: 3 clusters Score -93205.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -93206.609375 Penalty: 2253.679199 Iteration 12Q: 3 clusters Score -93206.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -93206.609375 Penalty: 2253.679199 Iteration 13F: 3 clusters Score -93206.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (16639 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16639 members Entering Unmasked Estep Score: -1532196.625000 Penalty: 1579.419434 Iteration 0F: 2 clusters Score -1532197 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8411 members Mstep: Class 2 contains 8228 members Entering Unmasked Estep Score: -1520741.875000 Penalty: 3158.838867 Iteration 0F: 3 clusters Score -1520742 nChanged 7348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8929 members Mstep: Class 2 contains 7710 members Entering Unmasked Estep Score: -1524839.750000 Penalty: 3158.838867 Iteration 1F: 3 clusters Score -1524840 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9235 members Mstep: Class 2 contains 7404 members Entering Unmasked Estep Score: -1525188.500000 Penalty: 3158.838867 Iteration 2F: 3 clusters Score -1525188 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9619 members Mstep: Class 2 contains 7020 members Entering Unmasked Estep Score: -1525606.250000 Penalty: 3158.838867 Iteration 3F: 3 clusters Score -1525606 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10117 members Mstep: Class 2 contains 6522 members Entering Unmasked Estep Score: -1526141.625000 Penalty: 3158.838867 Iteration 4F: 3 clusters Score -1526142 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10708 members Mstep: Class 2 contains 5931 members Entering Unmasked Estep Score: -1526814.000000 Penalty: 3158.838867 Iteration 5F: 3 clusters Score -1526814 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11306 members Mstep: Class 2 contains 5333 members Entering Unmasked Estep Score: -1527602.625000 Penalty: 3158.838867 Iteration 6F: 3 clusters Score -1527603 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11900 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -1528373.500000 Penalty: 3158.838867 Iteration 7F: 3 clusters Score -1528374 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12450 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -1529045.875000 Penalty: 3158.838867 Iteration 8F: 3 clusters Score -1529046 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12902 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -1529565.125000 Penalty: 3158.838867 Iteration 9Q: 3 clusters Score -1529565 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13266 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -1529929.500000 Penalty: 3158.838867 Iteration 10Q: 3 clusters Score -1529930 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13535 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -1530153.125000 Penalty: 3158.838867 Iteration 11Q: 3 clusters Score -1530153 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13718 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -1530297.500000 Penalty: 3158.838867 Iteration 12Q: 3 clusters Score -1530298 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13874 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -1530380.125000 Penalty: 3158.838867 Iteration 13Q: 3 clusters Score -1530380 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14005 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -1530439.125000 Penalty: 3158.838867 Iteration 14Q: 3 clusters Score -1530439 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14128 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -1530481.500000 Penalty: 3158.838867 Iteration 15Q: 3 clusters Score -1530482 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14233 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -1530518.750000 Penalty: 3158.838867 Iteration 16Q: 3 clusters Score -1530519 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14343 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -1530552.125000 Penalty: 3158.838867 Iteration 17Q: 3 clusters Score -1530552 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14435 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -1530573.875000 Penalty: 3158.838867 Iteration 18Q: 3 clusters Score -1530574 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14519 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -1530596.250000 Penalty: 3158.838867 Iteration 19Q: 3 clusters Score -1530596 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14588 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -1530618.875000 Penalty: 3158.838867 Iteration 20F: 3 clusters Score -1530619 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14638 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -1530625.125000 Penalty: 3158.838867 Iteration 21Q: 3 clusters Score -1530625 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14688 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -1530639.000000 Penalty: 3158.838867 Iteration 22Q: 3 clusters Score -1530639 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14726 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -1530649.000000 Penalty: 3158.838867 Iteration 23Q: 3 clusters Score -1530649 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14775 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -1530661.750000 Penalty: 3158.838867 Iteration 24Q: 3 clusters Score -1530662 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14823 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -1530674.125000 Penalty: 3158.838867 Iteration 25Q: 3 clusters Score -1530674 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14870 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -1530682.500000 Penalty: 3158.838867 Iteration 26Q: 3 clusters Score -1530682 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14908 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -1530694.250000 Penalty: 3158.838867 Iteration 27Q: 3 clusters Score -1530694 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14948 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -1530707.125000 Penalty: 3158.838867 Iteration 28Q: 3 clusters Score -1530707 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14983 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -1530713.750000 Penalty: 3158.838867 Iteration 29Q: 3 clusters Score -1530714 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15023 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -1530726.625000 Penalty: 3158.838867 Iteration 30Q: 3 clusters Score -1530727 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15059 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -1530734.875000 Penalty: 3158.838867 Iteration 31Q: 3 clusters Score -1530735 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15098 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -1530745.000000 Penalty: 3158.838867 Iteration 32Q: 3 clusters Score -1530745 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15133 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -1530756.375000 Penalty: 3158.838867 Iteration 33Q: 3 clusters Score -1530756 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15161 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -1530766.125000 Penalty: 3158.838867 Iteration 34Q: 3 clusters Score -1530766 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15186 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -1530772.125000 Penalty: 3158.838867 Iteration 35Q: 3 clusters Score -1530772 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15206 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -1530781.125000 Penalty: 3158.838867 Iteration 36Q: 3 clusters Score -1530781 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15227 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -1530786.125000 Penalty: 3158.838867 Iteration 37Q: 3 clusters Score -1530786 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15256 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -1530796.625000 Penalty: 3158.838867 Iteration 38Q: 3 clusters Score -1530797 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15282 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -1530804.375000 Penalty: 3158.838867 Iteration 39Q: 3 clusters Score -1530804 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15299 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -1530808.000000 Penalty: 3158.838867 Iteration 40F: 3 clusters Score -1530808 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15312 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -1530809.875000 Penalty: 3158.838867 Iteration 41Q: 3 clusters Score -1530810 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15319 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -1530811.625000 Penalty: 3158.838867 Iteration 42Q: 3 clusters Score -1530812 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15324 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -1530810.125000 Penalty: 3158.838867 Iteration 43Q: 3 clusters Score -1530810 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15334 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -1530814.875000 Penalty: 3158.838867 Iteration 44Q: 3 clusters Score -1530815 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15344 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -1530821.625000 Penalty: 3158.838867 Iteration 45Q: 3 clusters Score -1530822 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15361 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -1530825.625000 Penalty: 3158.838867 Iteration 46Q: 3 clusters Score -1530826 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15377 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -1530831.625000 Penalty: 3158.838867 Iteration 47Q: 3 clusters Score -1530832 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15395 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -1530835.750000 Penalty: 3158.838867 Iteration 48Q: 3 clusters Score -1530836 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15406 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -1530840.000000 Penalty: 3158.838867 Iteration 49Q: 3 clusters Score -1530840 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15413 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -1530841.750000 Penalty: 3158.838867 Iteration 50Q: 3 clusters Score -1530842 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15421 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -1530846.375000 Penalty: 3158.838867 Iteration 51Q: 3 clusters Score -1530846 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15427 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -1530845.375000 Penalty: 3158.838867 Iteration 52Q: 3 clusters Score -1530845 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15428 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -1530845.250000 Penalty: 3158.838867 Iteration 53Q: 3 clusters Score -1530845 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15430 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -1530847.500000 Penalty: 3158.838867 Iteration 54Q: 3 clusters Score -1530848 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15435 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -1530847.875000 Penalty: 3158.838867 Iteration 55Q: 3 clusters Score -1530848 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15438 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -1530848.750000 Penalty: 3158.838867 Iteration 56Q: 3 clusters Score -1530849 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15440 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -1530848.375000 Penalty: 3158.838867 Iteration 57Q: 3 clusters Score -1530848 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15441 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -1530849.625000 Penalty: 3158.838867 Iteration 58Q: 3 clusters Score -1530850 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15443 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -1530852.500000 Penalty: 3158.838867 Iteration 59Q: 3 clusters Score -1530852 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15449 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -1530852.625000 Penalty: 3158.838867 Iteration 60F: 3 clusters Score -1530853 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15457 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -1530853.375000 Penalty: 3158.838867 Iteration 61Q: 3 clusters Score -1530853 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15464 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -1530856.500000 Penalty: 3158.838867 Iteration 62Q: 3 clusters Score -1530856 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15469 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -1530859.875000 Penalty: 3158.838867 Iteration 63Q: 3 clusters Score -1530860 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15477 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -1530861.125000 Penalty: 3158.838867 Iteration 64Q: 3 clusters Score -1530861 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15489 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -1530864.500000 Penalty: 3158.838867 Iteration 65Q: 3 clusters Score -1530864 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15502 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -1530868.250000 Penalty: 3158.838867 Iteration 66Q: 3 clusters Score -1530868 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15508 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -1530870.875000 Penalty: 3158.838867 Iteration 67Q: 3 clusters Score -1530871 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15520 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -1530873.500000 Penalty: 3158.838867 Iteration 68Q: 3 clusters Score -1530874 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15530 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -1530875.000000 Penalty: 3158.838867 Iteration 69Q: 3 clusters Score -1530875 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15541 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -1530881.375000 Penalty: 3158.838867 Iteration 70Q: 3 clusters Score -1530881 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15553 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -1530886.125000 Penalty: 3158.838867 Iteration 71Q: 3 clusters Score -1530886 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15559 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -1530885.500000 Penalty: 3158.838867 Iteration 72Q: 3 clusters Score -1530886 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15568 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -1530889.250000 Penalty: 3158.838867 Iteration 73Q: 3 clusters Score -1530889 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15580 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -1530891.875000 Penalty: 3158.838867 Iteration 74Q: 3 clusters Score -1530892 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15588 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -1530894.250000 Penalty: 3158.838867 Iteration 75Q: 3 clusters Score -1530894 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15595 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -1530892.375000 Penalty: 3158.838867 Iteration 76Q: 3 clusters Score -1530892 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15604 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -1530901.875000 Penalty: 3158.838867 Iteration 77Q: 3 clusters Score -1530902 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15614 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -1530902.875000 Penalty: 3158.838867 Iteration 78Q: 3 clusters Score -1530903 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15621 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -1530904.875000 Penalty: 3158.838867 Iteration 79Q: 3 clusters Score -1530905 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15626 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -1530907.125000 Penalty: 3158.838867 Iteration 80F: 3 clusters Score -1530907 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15634 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -1530908.125000 Penalty: 3158.838867 Iteration 81Q: 3 clusters Score -1530908 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15636 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -1530908.875000 Penalty: 3158.838867 Iteration 82Q: 3 clusters Score -1530909 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15640 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -1530911.125000 Penalty: 3158.838867 Iteration 83Q: 3 clusters Score -1530911 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15646 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -1530913.875000 Penalty: 3158.838867 Iteration 84Q: 3 clusters Score -1530914 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15649 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -1530914.875000 Penalty: 3158.838867 Iteration 85Q: 3 clusters Score -1530915 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15655 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -1530917.250000 Penalty: 3158.838867 Iteration 86Q: 3 clusters Score -1530917 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15660 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -1530917.875000 Penalty: 3158.838867 Iteration 87Q: 3 clusters Score -1530918 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15663 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -1530915.125000 Penalty: 3158.838867 Iteration 88Q: 3 clusters Score -1530915 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15666 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -1530916.750000 Penalty: 3158.838867 Iteration 89Q: 3 clusters Score -1530917 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15670 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -1530918.125000 Penalty: 3158.838867 Iteration 90Q: 3 clusters Score -1530918 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15676 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -1530920.500000 Penalty: 3158.838867 Iteration 91Q: 3 clusters Score -1530920 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15678 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -1530920.250000 Penalty: 3158.838867 Iteration 92Q: 3 clusters Score -1530920 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15684 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -1530922.750000 Penalty: 3158.838867 Iteration 93Q: 3 clusters Score -1530923 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15689 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -1530925.375000 Penalty: 3158.838867 Iteration 94Q: 3 clusters Score -1530925 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15694 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -1530926.125000 Penalty: 3158.838867 Iteration 95Q: 3 clusters Score -1530926 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15700 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -1530928.000000 Penalty: 3158.838867 Iteration 96Q: 3 clusters Score -1530928 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15704 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -1530931.125000 Penalty: 3158.838867 Iteration 97Q: 3 clusters Score -1530931 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15709 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -1530936.250000 Penalty: 3158.838867 Iteration 98Q: 3 clusters Score -1530936 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15716 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -1530938.250000 Penalty: 3158.838867 Iteration 99Q: 3 clusters Score -1530938 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15726 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -1530946.125000 Penalty: 3158.838867 Iteration 100F: 3 clusters Score -1530946 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15733 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -1530949.500000 Penalty: 3158.838867 Iteration 101Q: 3 clusters Score -1530950 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15738 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -1530951.625000 Penalty: 3158.838867 Iteration 102Q: 3 clusters Score -1530952 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15742 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -1530953.375000 Penalty: 3158.838867 Iteration 103Q: 3 clusters Score -1530953 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15745 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -1530954.750000 Penalty: 3158.838867 Iteration 104Q: 3 clusters Score -1530955 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15749 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -1530952.750000 Penalty: 3158.838867 Iteration 105Q: 3 clusters Score -1530953 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15753 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -1530954.250000 Penalty: 3158.838867 Iteration 106Q: 3 clusters Score -1530954 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15755 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -1530955.000000 Penalty: 3158.838867 Iteration 107Q: 3 clusters Score -1530955 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15756 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -1530954.750000 Penalty: 3158.838867 Iteration 108Q: 3 clusters Score -1530955 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15757 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -1530954.625000 Penalty: 3158.838867 Iteration 109Q: 3 clusters Score -1530955 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15759 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -1530955.875000 Penalty: 3158.838867 Iteration 110Q: 3 clusters Score -1530956 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15761 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -1530955.375000 Penalty: 3158.838867 Iteration 111Q: 3 clusters Score -1530955 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15762 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -1530956.375000 Penalty: 3158.838867 Iteration 112Q: 3 clusters Score -1530956 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15763 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -1530956.500000 Penalty: 3158.838867 Iteration 113Q: 3 clusters Score -1530956 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15764 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -1530956.125000 Penalty: 3158.838867 Iteration 114Q: 3 clusters Score -1530956 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15766 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -1530959.125000 Penalty: 3158.838867 Iteration 115Q: 3 clusters Score -1530959 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15767 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -1530959.625000 Penalty: 3158.838867 Iteration 116Q: 3 clusters Score -1530960 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15766 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -1530959.625000 Penalty: 3158.838867 Iteration 117Q: 3 clusters Score -1530960 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15767 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -1530959.875000 Penalty: 3158.838867 Iteration 118Q: 3 clusters Score -1530960 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15768 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -1530959.875000 Penalty: 3158.838867 Iteration 119Q: 3 clusters Score -1530960 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15773 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -1530962.625000 Penalty: 3158.838867 Iteration 120F: 3 clusters Score -1530963 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15778 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -1530963.750000 Penalty: 3158.838867 Iteration 121Q: 3 clusters Score -1530964 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15784 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -1530965.625000 Penalty: 3158.838867 Iteration 122Q: 3 clusters Score -1530966 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15787 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -1530969.250000 Penalty: 3158.838867 Iteration 123Q: 3 clusters Score -1530969 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15791 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -1530970.875000 Penalty: 3158.838867 Iteration 124Q: 3 clusters Score -1530971 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15797 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -1530973.750000 Penalty: 3158.838867 Iteration 125Q: 3 clusters Score -1530974 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15802 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -1530975.000000 Penalty: 3158.838867 Iteration 126Q: 3 clusters Score -1530975 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15804 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -1530974.125000 Penalty: 3158.838867 Iteration 127Q: 3 clusters Score -1530974 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15805 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -1530973.125000 Penalty: 3158.838867 Iteration 128Q: 3 clusters Score -1530973 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15806 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -1530975.750000 Penalty: 3158.838867 Iteration 129Q: 3 clusters Score -1530976 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15808 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -1530975.500000 Penalty: 3158.838867 Iteration 130Q: 3 clusters Score -1530976 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15807 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -1530972.750000 Penalty: 3158.838867 Iteration 131Q: 3 clusters Score -1530973 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15808 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -1530974.625000 Penalty: 3158.838867 Iteration 132Q: 3 clusters Score -1530975 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15811 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -1530977.250000 Penalty: 3158.838867 Iteration 133Q: 3 clusters Score -1530977 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15817 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -1530977.875000 Penalty: 3158.838867 Iteration 134Q: 3 clusters Score -1530978 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15819 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -1530980.625000 Penalty: 3158.838867 Iteration 135Q: 3 clusters Score -1530981 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15820 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -1530980.500000 Penalty: 3158.838867 Iteration 136Q: 3 clusters Score -1530980 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15822 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -1530981.375000 Penalty: 3158.838867 Iteration 137Q: 3 clusters Score -1530981 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15823 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -1530984.375000 Penalty: 3158.838867 Iteration 138Q: 3 clusters Score -1530984 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15827 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -1530980.875000 Penalty: 3158.838867 Iteration 139Q: 3 clusters Score -1530981 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15828 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -1530983.375000 Penalty: 3158.838867 Iteration 140F: 3 clusters Score -1530983 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15830 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -1530984.625000 Penalty: 3158.838867 Iteration 141Q: 3 clusters Score -1530985 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15832 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -1530988.875000 Penalty: 3158.838867 Iteration 142Q: 3 clusters Score -1530989 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15832 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -1530988.875000 Penalty: 3158.838867 Iteration 143F: 3 clusters Score -1530989 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1168 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Entering Unmasked Estep Score: -91763.343750 Penalty: 1147.745361 Iteration 0F: 2 clusters Score -91763.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -90366.875000 Penalty: 2295.490723 Iteration 0F: 3 clusters Score -90366.88 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -90873.468750 Penalty: 2295.490723 Iteration 1F: 3 clusters Score -90873.47 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -91099.062500 Penalty: 2295.490723 Iteration 2F: 3 clusters Score -91099.06 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -91247.984375 Penalty: 2295.490723 Iteration 3F: 3 clusters Score -91247.98 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -91371.148438 Penalty: 2295.490723 Iteration 4F: 3 clusters Score -91371.15 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -91482.484375 Penalty: 2295.490723 Iteration 5F: 3 clusters Score -91482.48 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -91562.484375 Penalty: 2295.490723 Iteration 6Q: 3 clusters Score -91562.48 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -91608.195312 Penalty: 2295.490723 Iteration 7Q: 3 clusters Score -91608.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -91638.734375 Penalty: 2295.490723 Iteration 8Q: 3 clusters Score -91638.73 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -91672.750000 Penalty: 2295.490723 Iteration 9Q: 3 clusters Score -91672.75 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -91707.062500 Penalty: 2295.490723 Iteration 10Q: 3 clusters Score -91707.06 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -91736.960938 Penalty: 2295.490723 Iteration 11Q: 3 clusters Score -91736.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -91752.570312 Penalty: 2295.490723 Iteration 12Q: 3 clusters Score -91752.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -91763.156250 Penalty: 2295.490723 Iteration 13Q: 3 clusters Score -91763.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -91771.007812 Penalty: 2295.490723 Iteration 14Q: 3 clusters Score -91771.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -91772.585938 Penalty: 2295.490723 Iteration 15Q: 3 clusters Score -91772.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -91773.992188 Penalty: 2295.490723 Iteration 16Q: 3 clusters Score -91773.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -91774.648438 Penalty: 2295.490723 Iteration 17Q: 3 clusters Score -91774.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -91774.648438 Penalty: 2295.490723 Iteration 18F: 3 clusters Score -91774.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 6101 members Mstep: Class 3 contains 2850 members Mstep: Class 4 contains 652 members Mstep: Class 5 contains 3596 members Mstep: Class 6 contains 958 members Mstep: Class 7 contains 16565 members Mstep: Class 8 contains 2733 members Mstep: Class 9 contains 916 members Mstep: Class 10 contains 6341 members Mstep: Class 11 contains 4166 members Mstep: Class 12 contains 803 members Mstep: Class 13 contains 2926 members Mstep: Class 14 contains 278 members Mstep: Class 15 contains 18385 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 2126 members Mstep: Class 18 contains 1027 members Mstep: Class 19 contains 16639 members Mstep: Class 20 contains 890 members Mstep: Class 21 contains 2577 members Entering Unmasked Estep Score: -8397496.000000 Penalty: 38999.683594 Splitting cluster 20 changes total score from -8398194.000000 to -8397496.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 21 (2577 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Entering Unmasked Estep Score: -244538.453125 Penalty: 1276.336914 Iteration 0F: 2 clusters Score -244538.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -242096.484375 Penalty: 2552.673828 Iteration 0F: 3 clusters Score -242096.5 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -242655.375000 Penalty: 2552.673828 Iteration 1F: 3 clusters Score -242655.4 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -242786.796875 Penalty: 2552.673828 Iteration 2F: 3 clusters Score -242786.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -242868.953125 Penalty: 2552.673828 Iteration 3Q: 3 clusters Score -242869 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -242950.062500 Penalty: 2552.673828 Iteration 4Q: 3 clusters Score -242950.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -243009.718750 Penalty: 2552.673828 Iteration 5Q: 3 clusters Score -243009.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -243051.765625 Penalty: 2552.673828 Iteration 6Q: 3 clusters Score -243051.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -243097.703125 Penalty: 2552.673828 Iteration 7Q: 3 clusters Score -243097.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -243133.234375 Penalty: 2552.673828 Iteration 8Q: 3 clusters Score -243133.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -243164.453125 Penalty: 2552.673828 Iteration 9Q: 3 clusters Score -243164.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -243194.765625 Penalty: 2552.673828 Iteration 10Q: 3 clusters Score -243194.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -243215.796875 Penalty: 2552.673828 Iteration 11Q: 3 clusters Score -243215.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -243239.843750 Penalty: 2552.673828 Iteration 12Q: 3 clusters Score -243239.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -243271.062500 Penalty: 2552.673828 Iteration 13Q: 3 clusters Score -243271.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -243298.187500 Penalty: 2552.673828 Iteration 14Q: 3 clusters Score -243298.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -243324.265625 Penalty: 2552.673828 Iteration 15Q: 3 clusters Score -243324.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -243347.984375 Penalty: 2552.673828 Iteration 16Q: 3 clusters Score -243348 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -243372.218750 Penalty: 2552.673828 Iteration 17Q: 3 clusters Score -243372.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -243391.875000 Penalty: 2552.673828 Iteration 18Q: 3 clusters Score -243391.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -243410.296875 Penalty: 2552.673828 Iteration 19Q: 3 clusters Score -243410.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -243428.125000 Penalty: 2552.673828 Iteration 20F: 3 clusters Score -243428.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -243440.859375 Penalty: 2552.673828 Iteration 21Q: 3 clusters Score -243440.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -243459.406250 Penalty: 2552.673828 Iteration 22Q: 3 clusters Score -243459.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -243468.515625 Penalty: 2552.673828 Iteration 23Q: 3 clusters Score -243468.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -243474.828125 Penalty: 2552.673828 Iteration 24Q: 3 clusters Score -243474.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -243480.171875 Penalty: 2552.673828 Iteration 25Q: 3 clusters Score -243480.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -243485.437500 Penalty: 2552.673828 Iteration 26Q: 3 clusters Score -243485.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -243490.484375 Penalty: 2552.673828 Iteration 27Q: 3 clusters Score -243490.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -243495.484375 Penalty: 2552.673828 Iteration 28Q: 3 clusters Score -243495.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -243500.093750 Penalty: 2552.673828 Iteration 29Q: 3 clusters Score -243500.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -243503.968750 Penalty: 2552.673828 Iteration 30Q: 3 clusters Score -243504 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -243507.343750 Penalty: 2552.673828 Iteration 31Q: 3 clusters Score -243507.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -243509.109375 Penalty: 2552.673828 Iteration 32Q: 3 clusters Score -243509.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -243510.875000 Penalty: 2552.673828 Iteration 33Q: 3 clusters Score -243510.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -243511.390625 Penalty: 2552.673828 Iteration 34Q: 3 clusters Score -243511.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -243514.328125 Penalty: 2552.673828 Iteration 35Q: 3 clusters Score -243514.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -243516.546875 Penalty: 2552.673828 Iteration 36Q: 3 clusters Score -243516.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -243520.875000 Penalty: 2552.673828 Iteration 37Q: 3 clusters Score -243520.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -243522.484375 Penalty: 2552.673828 Iteration 38Q: 3 clusters Score -243522.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -243522.921875 Penalty: 2552.673828 Iteration 39Q: 3 clusters Score -243522.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -243522.921875 Penalty: 2552.673828 Iteration 40F: 3 clusters Score -243522.9 nChanged 0 --- Evaluating fit on full set of 275708 points --- Entering Unmasked Estep Score: -25255216.000000 Penalty: 40713.066406 22->21 Clusters: Score -25255216.000000, best is -25266208.000000 Starting from 23 clusters... Entering ConstructFrom: --- Running on subset of 91902 points --- Entering CEM Assigned 23 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 4155 members Mstep: Class 3 contains 4194 members Mstep: Class 4 contains 4204 members Mstep: Class 5 contains 4190 members Mstep: Class 6 contains 4131 members Mstep: Class 7 contains 4112 members Mstep: Class 8 contains 4042 members Mstep: Class 9 contains 4259 members Mstep: Class 10 contains 4119 members Mstep: Class 11 contains 4242 members Mstep: Class 12 contains 4278 members Mstep: Class 13 contains 4165 members Mstep: Class 14 contains 4043 members Mstep: Class 15 contains 4161 members Mstep: Class 16 contains 4293 members Mstep: Class 17 contains 4145 members Mstep: Class 18 contains 4167 members Mstep: Class 19 contains 4243 members Mstep: Class 20 contains 4100 members Mstep: Class 21 contains 4146 members Mstep: Class 22 contains 4192 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 192.010468 but Gain 1857.125000 Score: -7576505.000000 Penalty: 38999.683594 Iteration 0F: 22 clusters Score -7576505 nChanged 86219 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 1912 members Mstep: Class 3 contains 4339 members Mstep: Class 4 contains 8670 members Mstep: Class 5 contains 7567 members Mstep: Class 6 contains 2072 members Mstep: Class 7 contains 2314 members Mstep: Class 8 contains 1675 members Mstep: Class 9 contains 8006 members Mstep: Class 11 contains 1706 members Mstep: Class 12 contains 1688 members Mstep: Class 13 contains 1879 members Mstep: Class 14 contains 1779 members Mstep: Class 15 contains 2007 members Mstep: Class 16 contains 1602 members Mstep: Class 17 contains 5729 members Mstep: Class 18 contains 3336 members Mstep: Class 19 contains 10669 members Mstep: Class 20 contains 3404 members Mstep: Class 21 contains 3371 members Mstep: Class 22 contains 14777 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 753.400269 but Gain 1857.128906 Score: -7981033.000000 Penalty: 37142.554688 Iteration 1F: 21 clusters Score -7981033 nChanged 40765 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 5021 members Mstep: Class 2 contains 2976 members Mstep: Class 3 contains 1952 members Mstep: Class 4 contains 8481 members Mstep: Class 5 contains 12204 members Mstep: Class 6 contains 1085 members Mstep: Class 7 contains 2927 members Mstep: Class 8 contains 1436 members Mstep: Class 9 contains 8293 members Mstep: Class 11 contains 1665 members Mstep: Class 12 contains 702 members Mstep: Class 13 contains 1313 members Mstep: Class 14 contains 1586 members Mstep: Class 15 contains 1187 members Mstep: Class 17 contains 4315 members Mstep: Class 18 contains 4502 members Mstep: Class 19 contains 6256 members Mstep: Class 20 contains 2490 members Mstep: Class 21 contains 5423 members Mstep: Class 22 contains 18033 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 1646.502563 but Gain 1857.128906 Score: -8172615.500000 Penalty: 35285.425781 Iteration 2F: 20 clusters Score -8172616 nChanged 26315 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 5874 members Mstep: Class 2 contains 3038 members Mstep: Class 3 contains 1399 members Mstep: Class 4 contains 8572 members Mstep: Class 5 contains 15213 members Mstep: Class 6 contains 591 members Mstep: Class 7 contains 5059 members Mstep: Class 8 contains 1517 members Mstep: Class 9 contains 6211 members Mstep: Class 11 contains 1900 members Mstep: Class 13 contains 943 members Mstep: Class 14 contains 1546 members Mstep: Class 15 contains 856 members Mstep: Class 17 contains 3660 members Mstep: Class 18 contains 5833 members Mstep: Class 19 contains 4137 members Mstep: Class 20 contains 1522 members Mstep: Class 21 contains 7326 members Mstep: Class 22 contains 16687 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 1482.140991 but Gain 1857.125000 Score: -8260843.000000 Penalty: 33428.300781 Iteration 3F: 19 clusters Score -8260843 nChanged 16629 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6478 members Mstep: Class 2 contains 2894 members Mstep: Class 3 contains 1590 members Mstep: Class 4 contains 10518 members Mstep: Class 5 contains 12301 members Mstep: Class 6 contains 475 members Mstep: Class 7 contains 5991 members Mstep: Class 8 contains 1807 members Mstep: Class 9 contains 5637 members Mstep: Class 11 contains 1898 members Mstep: Class 13 contains 603 members Mstep: Class 14 contains 1332 members Mstep: Class 15 contains 1032 members Mstep: Class 17 contains 3296 members Mstep: Class 18 contains 7884 members Mstep: Class 19 contains 3340 members Mstep: Class 21 contains 7604 members Mstep: Class 22 contains 17211 members Entering Unmasked Estep ConsiderDeletion Score: -8307591.000000 Penalty: 33428.300781 Iteration 4F: 19 clusters Score -8307591 nChanged 13145 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 2874 members Mstep: Class 3 contains 1772 members Mstep: Class 4 contains 14303 members Mstep: Class 5 contains 7340 members Mstep: Class 6 contains 467 members Mstep: Class 7 contains 5927 members Mstep: Class 8 contains 1933 members Mstep: Class 9 contains 6041 members Mstep: Class 11 contains 1792 members Mstep: Class 13 contains 532 members Mstep: Class 14 contains 1034 members Mstep: Class 15 contains 1268 members Mstep: Class 17 contains 3039 members Mstep: Class 18 contains 9951 members Mstep: Class 19 contains 2657 members Mstep: Class 21 contains 6277 members Mstep: Class 22 contains 18753 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 1775.645996 but Gain 1857.128906 Score: -8332539.500000 Penalty: 31571.171875 Iteration 5F: 18 clusters Score -8332540 nChanged 11122 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 5109 members Mstep: Class 2 contains 2869 members Mstep: Class 3 contains 1824 members Mstep: Class 4 contains 17382 members Mstep: Class 5 contains 3363 members Mstep: Class 6 contains 549 members Mstep: Class 7 contains 5772 members Mstep: Class 8 contains 2069 members Mstep: Class 9 contains 6529 members Mstep: Class 11 contains 1698 members Mstep: Class 13 contains 527 members Mstep: Class 15 contains 1374 members Mstep: Class 17 contains 3628 members Mstep: Class 18 contains 11714 members Mstep: Class 19 contains 2419 members Mstep: Class 21 contains 4656 members Mstep: Class 22 contains 20410 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 1313.024780 but Gain 1857.128906 Score: -8350208.000000 Penalty: 29714.042969 Iteration 6F: 17 clusters Score -8350208 nChanged 8551 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 2872 members Mstep: Class 3 contains 1836 members Mstep: Class 4 contains 19946 members Mstep: Class 6 contains 628 members Mstep: Class 7 contains 5679 members Mstep: Class 8 contains 2297 members Mstep: Class 9 contains 6411 members Mstep: Class 11 contains 1605 members Mstep: Class 13 contains 531 members Mstep: Class 15 contains 1474 members Mstep: Class 17 contains 3762 members Mstep: Class 18 contains 13230 members Mstep: Class 19 contains 2393 members Mstep: Class 21 contains 3236 members Mstep: Class 22 contains 21742 members Entering Unmasked Estep ConsiderDeletion Score: -8362520.000000 Penalty: 29714.042969 Iteration 7F: 17 clusters Score -8362520 nChanged 4238 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 2872 members Mstep: Class 3 contains 1691 members Mstep: Class 4 contains 19743 members Mstep: Class 6 contains 673 members Mstep: Class 7 contains 5750 members Mstep: Class 8 contains 2556 members Mstep: Class 9 contains 6305 members Mstep: Class 11 contains 1515 members Mstep: Class 13 contains 537 members Mstep: Class 15 contains 1588 members Mstep: Class 17 contains 3915 members Mstep: Class 18 contains 13889 members Mstep: Class 19 contains 2388 members Mstep: Class 21 contains 2193 members Mstep: Class 22 contains 22686 members Entering Unmasked Estep ConsiderDeletion Score: -8367917.500000 Penalty: 29714.042969 Iteration 8Q: 17 clusters Score -8367918 nChanged 3029 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1575 members Mstep: Class 4 contains 19565 members Mstep: Class 6 contains 685 members Mstep: Class 7 contains 6006 members Mstep: Class 8 contains 2780 members Mstep: Class 9 contains 6205 members Mstep: Class 11 contains 1453 members Mstep: Class 13 contains 545 members Mstep: Class 15 contains 1649 members Mstep: Class 17 contains 4049 members Mstep: Class 18 contains 13999 members Mstep: Class 19 contains 2382 members Mstep: Class 21 contains 1551 members Mstep: Class 22 contains 23255 members Entering Unmasked Estep ConsiderDeletion Score: -8371228.500000 Penalty: 29714.042969 Iteration 9Q: 17 clusters Score -8371228 nChanged 2079 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 2874 members Mstep: Class 3 contains 1487 members Mstep: Class 4 contains 19424 members Mstep: Class 6 contains 684 members Mstep: Class 7 contains 6342 members Mstep: Class 8 contains 2971 members Mstep: Class 9 contains 6128 members Mstep: Class 11 contains 1403 members Mstep: Class 13 contains 549 members Mstep: Class 15 contains 1673 members Mstep: Class 17 contains 4130 members Mstep: Class 18 contains 13790 members Mstep: Class 19 contains 2373 members Mstep: Class 21 contains 1208 members Mstep: Class 22 contains 23560 members Entering Unmasked Estep ConsiderDeletion Score: -8372977.000000 Penalty: 29714.042969 Iteration 10Q: 17 clusters Score -8372977 nChanged 1627 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 2875 members Mstep: Class 3 contains 1438 members Mstep: Class 4 contains 19306 members Mstep: Class 6 contains 667 members Mstep: Class 7 contains 6762 members Mstep: Class 8 contains 3142 members Mstep: Class 9 contains 6065 members Mstep: Class 11 contains 1370 members Mstep: Class 13 contains 555 members Mstep: Class 15 contains 1675 members Mstep: Class 17 contains 4181 members Mstep: Class 18 contains 13441 members Mstep: Class 19 contains 2383 members Mstep: Class 21 contains 1013 members Mstep: Class 22 contains 23726 members Entering Unmasked Estep ConsiderDeletion Score: -8374102.500000 Penalty: 29714.042969 Iteration 11Q: 17 clusters Score -8374102 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 2875 members Mstep: Class 3 contains 1438 members Mstep: Class 4 contains 19212 members Mstep: Class 6 contains 644 members Mstep: Class 7 contains 7231 members Mstep: Class 8 contains 3251 members Mstep: Class 9 contains 6023 members Mstep: Class 11 contains 1345 members Mstep: Class 13 contains 562 members Mstep: Class 15 contains 1670 members Mstep: Class 17 contains 4212 members Mstep: Class 18 contains 13014 members Mstep: Class 19 contains 2410 members Mstep: Class 21 contains 905 members Mstep: Class 22 contains 23811 members Entering Unmasked Estep ConsiderDeletion Score: -8374961.500000 Penalty: 29714.042969 Iteration 12Q: 17 clusters Score -8374962 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 2874 members Mstep: Class 3 contains 1461 members Mstep: Class 4 contains 19143 members Mstep: Class 6 contains 622 members Mstep: Class 7 contains 7746 members Mstep: Class 8 contains 3308 members Mstep: Class 9 contains 6003 members Mstep: Class 11 contains 1327 members Mstep: Class 13 contains 564 members Mstep: Class 15 contains 1671 members Mstep: Class 17 contains 4225 members Mstep: Class 18 contains 12526 members Mstep: Class 19 contains 2438 members Mstep: Class 21 contains 840 members Mstep: Class 22 contains 23860 members Entering Unmasked Estep ConsiderDeletion Score: -8375633.500000 Penalty: 29714.042969 Iteration 13Q: 17 clusters Score -8375634 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 2874 members Mstep: Class 3 contains 1478 members Mstep: Class 4 contains 19082 members Mstep: Class 6 contains 607 members Mstep: Class 7 contains 8308 members Mstep: Class 8 contains 3353 members Mstep: Class 9 contains 5984 members Mstep: Class 11 contains 1316 members Mstep: Class 13 contains 565 members Mstep: Class 15 contains 1670 members Mstep: Class 17 contains 4235 members Mstep: Class 18 contains 11994 members Mstep: Class 19 contains 2465 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 23887 members Entering Unmasked Estep ConsiderDeletion Score: -8376175.000000 Penalty: 29714.042969 Iteration 14Q: 17 clusters Score -8376175 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 2874 members Mstep: Class 3 contains 1490 members Mstep: Class 4 contains 19024 members Mstep: Class 6 contains 598 members Mstep: Class 7 contains 8922 members Mstep: Class 8 contains 3401 members Mstep: Class 9 contains 5967 members Mstep: Class 11 contains 1309 members Mstep: Class 13 contains 566 members Mstep: Class 15 contains 1669 members Mstep: Class 17 contains 4242 members Mstep: Class 18 contains 11393 members Mstep: Class 19 contains 2482 members Mstep: Class 21 contains 783 members Mstep: Class 22 contains 23915 members Entering Unmasked Estep ConsiderDeletion Score: -8376680.000000 Penalty: 29714.042969 Iteration 15Q: 17 clusters Score -8376680 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 2874 members Mstep: Class 3 contains 1494 members Mstep: Class 4 contains 18982 members Mstep: Class 6 contains 587 members Mstep: Class 7 contains 9523 members Mstep: Class 8 contains 3442 members Mstep: Class 9 contains 5954 members Mstep: Class 11 contains 1306 members Mstep: Class 13 contains 567 members Mstep: Class 15 contains 1668 members Mstep: Class 17 contains 4244 members Mstep: Class 18 contains 10823 members Mstep: Class 19 contains 2496 members Mstep: Class 21 contains 771 members Mstep: Class 22 contains 23918 members Entering Unmasked Estep ConsiderDeletion Score: -8377087.500000 Penalty: 29714.042969 Iteration 16Q: 17 clusters Score -8377088 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 2874 members Mstep: Class 3 contains 1485 members Mstep: Class 4 contains 18959 members Mstep: Class 6 contains 587 members Mstep: Class 7 contains 10121 members Mstep: Class 8 contains 3470 members Mstep: Class 9 contains 5943 members Mstep: Class 11 contains 1306 members Mstep: Class 13 contains 569 members Mstep: Class 15 contains 1666 members Mstep: Class 17 contains 4244 members Mstep: Class 18 contains 10265 members Mstep: Class 19 contains 2498 members Mstep: Class 21 contains 762 members Mstep: Class 22 contains 23924 members Entering Unmasked Estep ConsiderDeletion Score: -8377510.000000 Penalty: 29714.042969 Iteration 17Q: 17 clusters Score -8377510 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 2874 members Mstep: Class 3 contains 1478 members Mstep: Class 4 contains 18945 members Mstep: Class 6 contains 574 members Mstep: Class 7 contains 10769 members Mstep: Class 8 contains 3487 members Mstep: Class 9 contains 5935 members Mstep: Class 11 contains 1305 members Mstep: Class 13 contains 571 members Mstep: Class 15 contains 1664 members Mstep: Class 17 contains 4245 members Mstep: Class 18 contains 9665 members Mstep: Class 19 contains 2492 members Mstep: Class 21 contains 757 members Mstep: Class 22 contains 23932 members Entering Unmasked Estep ConsiderDeletion Score: -8378035.500000 Penalty: 29714.042969 Iteration 18Q: 17 clusters Score -8378036 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 2874 members Mstep: Class 3 contains 1461 members Mstep: Class 4 contains 18934 members Mstep: Class 6 contains 573 members Mstep: Class 7 contains 11501 members Mstep: Class 8 contains 3499 members Mstep: Class 9 contains 5926 members Mstep: Class 11 contains 1303 members Mstep: Class 13 contains 573 members Mstep: Class 15 contains 1662 members Mstep: Class 17 contains 4244 members Mstep: Class 18 contains 9002 members Mstep: Class 19 contains 2487 members Mstep: Class 21 contains 756 members Mstep: Class 22 contains 23932 members Entering Unmasked Estep ConsiderDeletion Score: -8378624.000000 Penalty: 29714.042969 Iteration 19Q: 17 clusters Score -8378624 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 2874 members Mstep: Class 3 contains 1460 members Mstep: Class 4 contains 18923 members Mstep: Class 6 contains 563 members Mstep: Class 7 contains 12209 members Mstep: Class 8 contains 3518 members Mstep: Class 9 contains 5914 members Mstep: Class 11 contains 1303 members Mstep: Class 13 contains 574 members Mstep: Class 15 contains 1658 members Mstep: Class 17 contains 4243 members Mstep: Class 18 contains 8367 members Mstep: Class 19 contains 2471 members Mstep: Class 21 contains 751 members Mstep: Class 22 contains 23939 members Entering Unmasked Estep ConsiderDeletion Score: -8379419.000000 Penalty: 29714.042969 Iteration 20F: 17 clusters Score -8379419 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 2874 members Mstep: Class 3 contains 1512 members Mstep: Class 4 contains 18902 members Mstep: Class 6 contains 532 members Mstep: Class 7 contains 12929 members Mstep: Class 8 contains 3518 members Mstep: Class 9 contains 5909 members Mstep: Class 11 contains 1303 members Mstep: Class 13 contains 575 members Mstep: Class 15 contains 1656 members Mstep: Class 17 contains 4242 members Mstep: Class 18 contains 7711 members Mstep: Class 19 contains 2445 members Mstep: Class 21 contains 754 members Mstep: Class 22 contains 23937 members Entering Unmasked Estep ConsiderDeletion Score: -8380218.500000 Penalty: 29714.042969 Iteration 21Q: 17 clusters Score -8380218 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 2874 members Mstep: Class 3 contains 1550 members Mstep: Class 4 contains 18883 members Mstep: Class 6 contains 509 members Mstep: Class 7 contains 13605 members Mstep: Class 8 contains 3521 members Mstep: Class 9 contains 5899 members Mstep: Class 11 contains 1302 members Mstep: Class 13 contains 577 members Mstep: Class 15 contains 1654 members Mstep: Class 17 contains 4242 members Mstep: Class 18 contains 7108 members Mstep: Class 19 contains 2409 members Mstep: Class 21 contains 747 members Mstep: Class 22 contains 23942 members Entering Unmasked Estep ConsiderDeletion Score: -8380900.500000 Penalty: 29714.042969 Iteration 22Q: 17 clusters Score -8380900 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 2874 members Mstep: Class 3 contains 1563 members Mstep: Class 4 contains 18864 members Mstep: Class 6 contains 502 members Mstep: Class 7 contains 14167 members Mstep: Class 8 contains 3520 members Mstep: Class 9 contains 5892 members Mstep: Class 11 contains 1302 members Mstep: Class 13 contains 578 members Mstep: Class 15 contains 1654 members Mstep: Class 17 contains 4242 members Mstep: Class 18 contains 6606 members Mstep: Class 19 contains 2389 members Mstep: Class 21 contains 739 members Mstep: Class 22 contains 23948 members Entering Unmasked Estep ConsiderDeletion Score: -8381432.500000 Penalty: 29714.042969 Iteration 23Q: 17 clusters Score -8381432 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 2874 members Mstep: Class 3 contains 1576 members Mstep: Class 4 contains 18848 members Mstep: Class 6 contains 498 members Mstep: Class 7 contains 14596 members Mstep: Class 8 contains 3523 members Mstep: Class 9 contains 5891 members Mstep: Class 11 contains 1302 members Mstep: Class 13 contains 578 members Mstep: Class 15 contains 1654 members Mstep: Class 17 contains 4242 members Mstep: Class 18 contains 6229 members Mstep: Class 19 contains 2367 members Mstep: Class 21 contains 735 members Mstep: Class 22 contains 23946 members Entering Unmasked Estep ConsiderDeletion Score: -8381818.500000 Penalty: 29714.042969 Iteration 24Q: 17 clusters Score -8381818 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 2874 members Mstep: Class 3 contains 1578 members Mstep: Class 4 contains 18842 members Mstep: Class 6 contains 488 members Mstep: Class 7 contains 14936 members Mstep: Class 8 contains 3529 members Mstep: Class 9 contains 5889 members Mstep: Class 11 contains 1302 members Mstep: Class 13 contains 578 members Mstep: Class 15 contains 1654 members Mstep: Class 17 contains 4241 members Mstep: Class 18 contains 5937 members Mstep: Class 19 contains 2347 members Mstep: Class 21 contains 729 members Mstep: Class 22 contains 23951 members Entering Unmasked Estep ConsiderDeletion Score: -8382137.000000 Penalty: 29714.042969 Iteration 25Q: 17 clusters Score -8382137 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 2874 members Mstep: Class 3 contains 1582 members Mstep: Class 4 contains 18837 members Mstep: Class 6 contains 478 members Mstep: Class 7 contains 15198 members Mstep: Class 8 contains 3530 members Mstep: Class 9 contains 5887 members Mstep: Class 11 contains 1302 members Mstep: Class 13 contains 578 members Mstep: Class 15 contains 1654 members Mstep: Class 17 contains 4241 members Mstep: Class 18 contains 5733 members Mstep: Class 19 contains 2317 members Mstep: Class 21 contains 723 members Mstep: Class 22 contains 23956 members Entering Unmasked Estep ConsiderDeletion Score: -8382445.000000 Penalty: 29714.042969 Iteration 26Q: 17 clusters Score -8382445 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 2874 members Mstep: Class 3 contains 1592 members Mstep: Class 4 contains 18830 members Mstep: Class 6 contains 470 members Mstep: Class 7 contains 15413 members Mstep: Class 8 contains 3531 members Mstep: Class 9 contains 5883 members Mstep: Class 11 contains 1301 members Mstep: Class 13 contains 578 members Mstep: Class 15 contains 1653 members Mstep: Class 17 contains 4241 members Mstep: Class 18 contains 5580 members Mstep: Class 19 contains 2272 members Mstep: Class 21 contains 714 members Mstep: Class 22 contains 23962 members Entering Unmasked Estep ConsiderDeletion Score: -8382691.000000 Penalty: 29714.042969 Iteration 27Q: 17 clusters Score -8382691 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 2874 members Mstep: Class 3 contains 1599 members Mstep: Class 4 contains 18825 members Mstep: Class 6 contains 468 members Mstep: Class 7 contains 15598 members Mstep: Class 8 contains 3532 members Mstep: Class 9 contains 5879 members Mstep: Class 11 contains 1300 members Mstep: Class 13 contains 577 members Mstep: Class 15 contains 1654 members Mstep: Class 17 contains 4241 members Mstep: Class 18 contains 5443 members Mstep: Class 19 contains 2235 members Mstep: Class 21 contains 709 members Mstep: Class 22 contains 23969 members Entering Unmasked Estep ConsiderDeletion Score: -8382932.500000 Penalty: 29714.042969 Iteration 28Q: 17 clusters Score -8382932 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 2874 members Mstep: Class 3 contains 1609 members Mstep: Class 4 contains 18818 members Mstep: Class 6 contains 462 members Mstep: Class 7 contains 15767 members Mstep: Class 8 contains 3535 members Mstep: Class 9 contains 5877 members Mstep: Class 11 contains 1300 members Mstep: Class 13 contains 576 members Mstep: Class 15 contains 1654 members Mstep: Class 17 contains 4240 members Mstep: Class 18 contains 5340 members Mstep: Class 19 contains 2176 members Mstep: Class 21 contains 703 members Mstep: Class 22 contains 23977 members Entering Unmasked Estep ConsiderDeletion Score: -8383187.500000 Penalty: 29714.042969 Iteration 29Q: 17 clusters Score -8383188 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1616 members Mstep: Class 4 contains 18815 members Mstep: Class 6 contains 459 members Mstep: Class 7 contains 15878 members Mstep: Class 8 contains 3536 members Mstep: Class 9 contains 5875 members Mstep: Class 11 contains 1299 members Mstep: Class 13 contains 576 members Mstep: Class 15 contains 1655 members Mstep: Class 17 contains 4240 members Mstep: Class 18 contains 5303 members Mstep: Class 19 contains 2130 members Mstep: Class 21 contains 701 members Mstep: Class 22 contains 23972 members Entering Unmasked Estep ConsiderDeletion Score: -8383354.000000 Penalty: 29714.042969 Iteration 30Q: 17 clusters Score -8383354 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1615 members Mstep: Class 4 contains 18814 members Mstep: Class 6 contains 456 members Mstep: Class 7 contains 15964 members Mstep: Class 8 contains 3535 members Mstep: Class 9 contains 5875 members Mstep: Class 11 contains 1297 members Mstep: Class 13 contains 576 members Mstep: Class 15 contains 1654 members Mstep: Class 17 contains 4240 members Mstep: Class 18 contains 5289 members Mstep: Class 19 contains 2091 members Mstep: Class 21 contains 698 members Mstep: Class 22 contains 23973 members Entering Unmasked Estep ConsiderDeletion Score: -8383506.000000 Penalty: 29714.042969 Iteration 31Q: 17 clusters Score -8383506 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1618 members Mstep: Class 4 contains 18811 members Mstep: Class 6 contains 452 members Mstep: Class 7 contains 16028 members Mstep: Class 8 contains 3535 members Mstep: Class 9 contains 5873 members Mstep: Class 11 contains 1296 members Mstep: Class 13 contains 576 members Mstep: Class 15 contains 1654 members Mstep: Class 17 contains 4240 members Mstep: Class 18 contains 5297 members Mstep: Class 19 contains 2051 members Mstep: Class 21 contains 697 members Mstep: Class 22 contains 23972 members Entering Unmasked Estep ConsiderDeletion Score: -8383655.500000 Penalty: 29714.042969 Iteration 32Q: 17 clusters Score -8383656 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1629 members Mstep: Class 4 contains 18810 members Mstep: Class 6 contains 450 members Mstep: Class 7 contains 16076 members Mstep: Class 8 contains 3532 members Mstep: Class 9 contains 5870 members Mstep: Class 11 contains 1293 members Mstep: Class 13 contains 576 members Mstep: Class 15 contains 1654 members Mstep: Class 17 contains 4240 members Mstep: Class 18 contains 5315 members Mstep: Class 19 contains 2003 members Mstep: Class 21 contains 693 members Mstep: Class 22 contains 23986 members Entering Unmasked Estep ConsiderDeletion Score: -8383783.500000 Penalty: 29714.042969 Iteration 33Q: 17 clusters Score -8383784 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1648 members Mstep: Class 4 contains 18809 members Mstep: Class 6 contains 448 members Mstep: Class 7 contains 16113 members Mstep: Class 8 contains 3527 members Mstep: Class 9 contains 5868 members Mstep: Class 11 contains 1289 members Mstep: Class 13 contains 576 members Mstep: Class 15 contains 1654 members Mstep: Class 17 contains 4241 members Mstep: Class 18 contains 5337 members Mstep: Class 19 contains 1972 members Mstep: Class 21 contains 689 members Mstep: Class 22 contains 23991 members Entering Unmasked Estep ConsiderDeletion Score: -8383921.000000 Penalty: 29714.042969 Iteration 34Q: 17 clusters Score -8383921 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1663 members Mstep: Class 4 contains 18807 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 16145 members Mstep: Class 8 contains 3528 members Mstep: Class 9 contains 5866 members Mstep: Class 11 contains 1288 members Mstep: Class 13 contains 576 members Mstep: Class 15 contains 1654 members Mstep: Class 17 contains 4242 members Mstep: Class 18 contains 5374 members Mstep: Class 19 contains 1944 members Mstep: Class 21 contains 685 members Mstep: Class 22 contains 23996 members Entering Unmasked Estep ConsiderDeletion Score: -8384060.000000 Penalty: 29714.042969 Iteration 35Q: 17 clusters Score -8384060 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1667 members Mstep: Class 4 contains 18806 members Mstep: Class 6 contains 442 members Mstep: Class 7 contains 16178 members Mstep: Class 8 contains 3527 members Mstep: Class 9 contains 5865 members Mstep: Class 11 contains 1287 members Mstep: Class 13 contains 576 members Mstep: Class 15 contains 1654 members Mstep: Class 17 contains 4242 members Mstep: Class 18 contains 5408 members Mstep: Class 19 contains 1910 members Mstep: Class 21 contains 686 members Mstep: Class 22 contains 23996 members Entering Unmasked Estep ConsiderDeletion Score: -8384173.500000 Penalty: 29714.042969 Iteration 36Q: 17 clusters Score -8384174 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1680 members Mstep: Class 4 contains 18806 members Mstep: Class 6 contains 442 members Mstep: Class 7 contains 16200 members Mstep: Class 8 contains 3525 members Mstep: Class 9 contains 5864 members Mstep: Class 11 contains 1285 members Mstep: Class 13 contains 576 members Mstep: Class 15 contains 1655 members Mstep: Class 17 contains 4242 members Mstep: Class 18 contains 5441 members Mstep: Class 19 contains 1877 members Mstep: Class 21 contains 683 members Mstep: Class 22 contains 24003 members Entering Unmasked Estep ConsiderDeletion Score: -8384293.000000 Penalty: 29714.042969 Iteration 37Q: 17 clusters Score -8384293 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1681 members Mstep: Class 4 contains 18804 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 16223 members Mstep: Class 8 contains 3528 members Mstep: Class 9 contains 5862 members Mstep: Class 11 contains 1282 members Mstep: Class 13 contains 577 members Mstep: Class 15 contains 1656 members Mstep: Class 17 contains 4242 members Mstep: Class 18 contains 5479 members Mstep: Class 19 contains 1842 members Mstep: Class 21 contains 681 members Mstep: Class 22 contains 24010 members Entering Unmasked Estep ConsiderDeletion Score: -8384401.000000 Penalty: 29714.042969 Iteration 38Q: 17 clusters Score -8384401 nChanged 130 Entering ConstructFrom: Score: -8384401.000000 Penalty: 29714.042969 Entering ConstructFrom: Trying to split cluster 1 (2689 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Entering Unmasked Estep Score: -251011.468750 Penalty: 1283.250244 Iteration 0F: 2 clusters Score -251011.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -248447.000000 Penalty: 2566.500488 Iteration 0F: 3 clusters Score -248447 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -249135.515625 Penalty: 2566.500488 Iteration 1F: 3 clusters Score -249135.5 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -249345.015625 Penalty: 2566.500488 Iteration 2F: 3 clusters Score -249345 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -249513.453125 Penalty: 2566.500488 Iteration 3F: 3 clusters Score -249513.5 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -249648.125000 Penalty: 2566.500488 Iteration 4F: 3 clusters Score -249648.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -249782.484375 Penalty: 2566.500488 Iteration 5Q: 3 clusters Score -249782.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -249942.437500 Penalty: 2566.500488 Iteration 6F: 3 clusters Score -249942.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -250095.421875 Penalty: 2566.500488 Iteration 7F: 3 clusters Score -250095.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -250176.765625 Penalty: 2566.500488 Iteration 8Q: 3 clusters Score -250176.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -250230.625000 Penalty: 2566.500488 Iteration 9Q: 3 clusters Score -250230.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -250275.390625 Penalty: 2566.500488 Iteration 10Q: 3 clusters Score -250275.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -250306.156250 Penalty: 2566.500488 Iteration 11Q: 3 clusters Score -250306.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -250325.703125 Penalty: 2566.500488 Iteration 12Q: 3 clusters Score -250325.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -250339.375000 Penalty: 2566.500488 Iteration 13Q: 3 clusters Score -250339.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -250350.906250 Penalty: 2566.500488 Iteration 14Q: 3 clusters Score -250350.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -250364.562500 Penalty: 2566.500488 Iteration 15Q: 3 clusters Score -250364.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -250385.828125 Penalty: 2566.500488 Iteration 16Q: 3 clusters Score -250385.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -250399.468750 Penalty: 2566.500488 Iteration 17Q: 3 clusters Score -250399.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -250413.343750 Penalty: 2566.500488 Iteration 18Q: 3 clusters Score -250413.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -250430.812500 Penalty: 2566.500488 Iteration 19Q: 3 clusters Score -250430.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -250450.546875 Penalty: 2566.500488 Iteration 20F: 3 clusters Score -250450.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -250463.000000 Penalty: 2566.500488 Iteration 21Q: 3 clusters Score -250463 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -250474.031250 Penalty: 2566.500488 Iteration 22Q: 3 clusters Score -250474 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -250487.781250 Penalty: 2566.500488 Iteration 23Q: 3 clusters Score -250487.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -250501.140625 Penalty: 2566.500488 Iteration 24Q: 3 clusters Score -250501.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -250504.812500 Penalty: 2566.500488 Iteration 25Q: 3 clusters Score -250504.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -250507.234375 Penalty: 2566.500488 Iteration 26Q: 3 clusters Score -250507.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -250508.609375 Penalty: 2566.500488 Iteration 27Q: 3 clusters Score -250508.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -250510.000000 Penalty: 2566.500488 Iteration 28Q: 3 clusters Score -250510 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -250511.515625 Penalty: 2566.500488 Iteration 29Q: 3 clusters Score -250511.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -250512.187500 Penalty: 2566.500488 Iteration 30Q: 3 clusters Score -250512.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -250512.937500 Penalty: 2566.500488 Iteration 31Q: 3 clusters Score -250512.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -250514.734375 Penalty: 2566.500488 Iteration 32Q: 3 clusters Score -250514.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -250515.265625 Penalty: 2566.500488 Iteration 33Q: 3 clusters Score -250515.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -250515.265625 Penalty: 2566.500488 Iteration 34F: 3 clusters Score -250515.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2873 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Entering Unmasked Estep Score: -274023.156250 Penalty: 1294.005737 Iteration 0F: 2 clusters Score -274023.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -271351.312500 Penalty: 2588.011475 Iteration 0F: 3 clusters Score -271351.3 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -271981.750000 Penalty: 2588.011475 Iteration 1F: 3 clusters Score -271981.8 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -272106.218750 Penalty: 2588.011475 Iteration 2F: 3 clusters Score -272106.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -272168.968750 Penalty: 2588.011475 Iteration 3Q: 3 clusters Score -272169 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -272217.500000 Penalty: 2588.011475 Iteration 4Q: 3 clusters Score -272217.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -272254.968750 Penalty: 2588.011475 Iteration 5Q: 3 clusters Score -272255 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -272282.656250 Penalty: 2588.011475 Iteration 6Q: 3 clusters Score -272282.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -272302.468750 Penalty: 2588.011475 Iteration 7Q: 3 clusters Score -272302.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -272317.906250 Penalty: 2588.011475 Iteration 8Q: 3 clusters Score -272317.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -272330.781250 Penalty: 2588.011475 Iteration 9Q: 3 clusters Score -272330.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -272341.687500 Penalty: 2588.011475 Iteration 10Q: 3 clusters Score -272341.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -272352.593750 Penalty: 2588.011475 Iteration 11Q: 3 clusters Score -272352.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -272363.906250 Penalty: 2588.011475 Iteration 12Q: 3 clusters Score -272363.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -272370.625000 Penalty: 2588.011475 Iteration 13Q: 3 clusters Score -272370.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -272376.062500 Penalty: 2588.011475 Iteration 14Q: 3 clusters Score -272376.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -272382.781250 Penalty: 2588.011475 Iteration 15Q: 3 clusters Score -272382.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -272387.468750 Penalty: 2588.011475 Iteration 16Q: 3 clusters Score -272387.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -272391.093750 Penalty: 2588.011475 Iteration 17Q: 3 clusters Score -272391.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -272393.593750 Penalty: 2588.011475 Iteration 18Q: 3 clusters Score -272393.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -272396.468750 Penalty: 2588.011475 Iteration 19Q: 3 clusters Score -272396.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -272398.843750 Penalty: 2588.011475 Iteration 20F: 3 clusters Score -272398.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -272400.968750 Penalty: 2588.011475 Iteration 21Q: 3 clusters Score -272401 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -272404.125000 Penalty: 2588.011475 Iteration 22Q: 3 clusters Score -272404.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -272407.781250 Penalty: 2588.011475 Iteration 23Q: 3 clusters Score -272407.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -272412.062500 Penalty: 2588.011475 Iteration 24Q: 3 clusters Score -272412.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -272415.656250 Penalty: 2588.011475 Iteration 25Q: 3 clusters Score -272415.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -272424.281250 Penalty: 2588.011475 Iteration 26Q: 3 clusters Score -272424.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -272432.687500 Penalty: 2588.011475 Iteration 27Q: 3 clusters Score -272432.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -272440.531250 Penalty: 2588.011475 Iteration 28Q: 3 clusters Score -272440.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -272451.750000 Penalty: 2588.011475 Iteration 29Q: 3 clusters Score -272451.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -272464.031250 Penalty: 2588.011475 Iteration 30Q: 3 clusters Score -272464 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -272477.531250 Penalty: 2588.011475 Iteration 31Q: 3 clusters Score -272477.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -272498.312500 Penalty: 2588.011475 Iteration 32Q: 3 clusters Score -272498.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -272532.375000 Penalty: 2588.011475 Iteration 33Q: 3 clusters Score -272532.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -272568.000000 Penalty: 2588.011475 Iteration 34Q: 3 clusters Score -272568 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -272608.312500 Penalty: 2588.011475 Iteration 35Q: 3 clusters Score -272608.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -272648.625000 Penalty: 2588.011475 Iteration 36Q: 3 clusters Score -272648.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -272696.343750 Penalty: 2588.011475 Iteration 37Q: 3 clusters Score -272696.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -272753.437500 Penalty: 2588.011475 Iteration 38Q: 3 clusters Score -272753.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -272798.093750 Penalty: 2588.011475 Iteration 39Q: 3 clusters Score -272798.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -272841.375000 Penalty: 2588.011475 Iteration 40F: 3 clusters Score -272841.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -272878.593750 Penalty: 2588.011475 Iteration 41Q: 3 clusters Score -272878.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -272899.406250 Penalty: 2588.011475 Iteration 42Q: 3 clusters Score -272899.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -272923.156250 Penalty: 2588.011475 Iteration 43Q: 3 clusters Score -272923.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -272949.718750 Penalty: 2588.011475 Iteration 44Q: 3 clusters Score -272949.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -272977.375000 Penalty: 2588.011475 Iteration 45Q: 3 clusters Score -272977.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -272999.718750 Penalty: 2588.011475 Iteration 46Q: 3 clusters Score -272999.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -273021.687500 Penalty: 2588.011475 Iteration 47Q: 3 clusters Score -273021.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -273053.593750 Penalty: 2588.011475 Iteration 48Q: 3 clusters Score -273053.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -273071.437500 Penalty: 2588.011475 Iteration 49Q: 3 clusters Score -273071.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -273080.375000 Penalty: 2588.011475 Iteration 50Q: 3 clusters Score -273080.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -273085.906250 Penalty: 2588.011475 Iteration 51Q: 3 clusters Score -273085.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -273092.875000 Penalty: 2588.011475 Iteration 52Q: 3 clusters Score -273092.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -273093.500000 Penalty: 2588.011475 Iteration 53Q: 3 clusters Score -273093.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -273094.187500 Penalty: 2588.011475 Iteration 54Q: 3 clusters Score -273094.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -273095.812500 Penalty: 2588.011475 Iteration 55Q: 3 clusters Score -273095.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -273096.593750 Penalty: 2588.011475 Iteration 56Q: 3 clusters Score -273096.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -273097.343750 Penalty: 2588.011475 Iteration 57Q: 3 clusters Score -273097.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -273097.906250 Penalty: 2588.011475 Iteration 58Q: 3 clusters Score -273097.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -273099.625000 Penalty: 2588.011475 Iteration 59Q: 3 clusters Score -273099.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -273099.625000 Penalty: 2588.011475 Iteration 60F: 3 clusters Score -273099.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1690 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Entering Unmasked Estep Score: -144365.562500 Penalty: 1207.778564 Iteration 0F: 2 clusters Score -144365.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -142452.453125 Penalty: 2415.557129 Iteration 0F: 3 clusters Score -142452.5 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -142955.843750 Penalty: 2415.557129 Iteration 1F: 3 clusters Score -142955.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -143165.343750 Penalty: 2415.557129 Iteration 2F: 3 clusters Score -143165.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -143318.578125 Penalty: 2415.557129 Iteration 3F: 3 clusters Score -143318.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -143430.546875 Penalty: 2415.557129 Iteration 4F: 3 clusters Score -143430.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -143516.359375 Penalty: 2415.557129 Iteration 5Q: 3 clusters Score -143516.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -143604.328125 Penalty: 2415.557129 Iteration 6Q: 3 clusters Score -143604.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -143684.734375 Penalty: 2415.557129 Iteration 7Q: 3 clusters Score -143684.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -143751.765625 Penalty: 2415.557129 Iteration 8Q: 3 clusters Score -143751.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -143813.515625 Penalty: 2415.557129 Iteration 9Q: 3 clusters Score -143813.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -143866.718750 Penalty: 2415.557129 Iteration 10Q: 3 clusters Score -143866.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -143927.046875 Penalty: 2415.557129 Iteration 11Q: 3 clusters Score -143927 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -143969.390625 Penalty: 2415.557129 Iteration 12Q: 3 clusters Score -143969.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -143989.203125 Penalty: 2415.557129 Iteration 13Q: 3 clusters Score -143989.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -144005.609375 Penalty: 2415.557129 Iteration 14Q: 3 clusters Score -144005.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -144022.515625 Penalty: 2415.557129 Iteration 15Q: 3 clusters Score -144022.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -144031.125000 Penalty: 2415.557129 Iteration 16Q: 3 clusters Score -144031.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -144037.343750 Penalty: 2415.557129 Iteration 17Q: 3 clusters Score -144037.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -144040.203125 Penalty: 2415.557129 Iteration 18Q: 3 clusters Score -144040.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -144042.406250 Penalty: 2415.557129 Iteration 19Q: 3 clusters Score -144042.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -144045.046875 Penalty: 2415.557129 Iteration 20F: 3 clusters Score -144045 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -144045.968750 Penalty: 2415.557129 Iteration 21Q: 3 clusters Score -144046 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -144045.968750 Penalty: 2415.557129 Iteration 22F: 3 clusters Score -144046 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (18802 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18802 members Entering Unmasked Estep Score: -1817861.750000 Penalty: 1599.279297 Iteration 0F: 2 clusters Score -1817862 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9358 members Mstep: Class 2 contains 9444 members Entering Unmasked Estep Score: -1805116.125000 Penalty: 3198.558594 Iteration 0F: 3 clusters Score -1805116 nChanged 8455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8537 members Mstep: Class 2 contains 10265 members Entering Unmasked Estep Score: -1810242.250000 Penalty: 3198.558594 Iteration 1F: 3 clusters Score -1810242 nChanged 1466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7985 members Mstep: Class 2 contains 10817 members Entering Unmasked Estep Score: -1811439.875000 Penalty: 3198.558594 Iteration 2F: 3 clusters Score -1811440 nChanged 1659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7328 members Mstep: Class 2 contains 11474 members Entering Unmasked Estep Score: -1812939.500000 Penalty: 3198.558594 Iteration 3F: 3 clusters Score -1812940 nChanged 1590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6656 members Mstep: Class 2 contains 12146 members Entering Unmasked Estep Score: -1814140.750000 Penalty: 3198.558594 Iteration 4F: 3 clusters Score -1814141 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 12747 members Entering Unmasked Estep Score: -1815009.125000 Penalty: 3198.558594 Iteration 5F: 3 clusters Score -1815009 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5556 members Mstep: Class 2 contains 13246 members Entering Unmasked Estep Score: -1815581.000000 Penalty: 3198.558594 Iteration 6Q: 3 clusters Score -1815581 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5154 members Mstep: Class 2 contains 13648 members Entering Unmasked Estep Score: -1815955.750000 Penalty: 3198.558594 Iteration 7Q: 3 clusters Score -1815956 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 13999 members Entering Unmasked Estep Score: -1816254.250000 Penalty: 3198.558594 Iteration 8Q: 3 clusters Score -1816254 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 14313 members Entering Unmasked Estep Score: -1816500.625000 Penalty: 3198.558594 Iteration 9Q: 3 clusters Score -1816501 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 14579 members Entering Unmasked Estep Score: -1816661.125000 Penalty: 3198.558594 Iteration 10Q: 3 clusters Score -1816661 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 14795 members Entering Unmasked Estep Score: -1816767.500000 Penalty: 3198.558594 Iteration 11Q: 3 clusters Score -1816768 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 14978 members Entering Unmasked Estep Score: -1816833.375000 Penalty: 3198.558594 Iteration 12Q: 3 clusters Score -1816833 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 15160 members Entering Unmasked Estep Score: -1816918.500000 Penalty: 3198.558594 Iteration 13Q: 3 clusters Score -1816918 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 15320 members Entering Unmasked Estep Score: -1816980.750000 Penalty: 3198.558594 Iteration 14Q: 3 clusters Score -1816981 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 15454 members Entering Unmasked Estep Score: -1817025.625000 Penalty: 3198.558594 Iteration 15Q: 3 clusters Score -1817026 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 15566 members Entering Unmasked Estep Score: -1817070.250000 Penalty: 3198.558594 Iteration 16Q: 3 clusters Score -1817070 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 15666 members Entering Unmasked Estep Score: -1817102.000000 Penalty: 3198.558594 Iteration 17Q: 3 clusters Score -1817102 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 15779 members Entering Unmasked Estep Score: -1817147.000000 Penalty: 3198.558594 Iteration 18Q: 3 clusters Score -1817147 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 15882 members Entering Unmasked Estep Score: -1817186.750000 Penalty: 3198.558594 Iteration 19Q: 3 clusters Score -1817187 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 15983 members Entering Unmasked Estep Score: -1817224.625000 Penalty: 3198.558594 Iteration 20F: 3 clusters Score -1817225 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 16079 members Entering Unmasked Estep Score: -1817260.625000 Penalty: 3198.558594 Iteration 21Q: 3 clusters Score -1817261 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 16159 members Entering Unmasked Estep Score: -1817284.500000 Penalty: 3198.558594 Iteration 22Q: 3 clusters Score -1817284 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 16228 members Entering Unmasked Estep Score: -1817306.875000 Penalty: 3198.558594 Iteration 23Q: 3 clusters Score -1817307 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 16294 members Entering Unmasked Estep Score: -1817319.875000 Penalty: 3198.558594 Iteration 24Q: 3 clusters Score -1817320 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 16353 members Entering Unmasked Estep Score: -1817334.750000 Penalty: 3198.558594 Iteration 25Q: 3 clusters Score -1817335 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 16408 members Entering Unmasked Estep Score: -1817341.875000 Penalty: 3198.558594 Iteration 26Q: 3 clusters Score -1817342 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 16443 members Entering Unmasked Estep Score: -1817355.000000 Penalty: 3198.558594 Iteration 27Q: 3 clusters Score -1817355 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 16473 members Entering Unmasked Estep Score: -1817355.625000 Penalty: 3198.558594 Iteration 28Q: 3 clusters Score -1817356 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 16492 members Entering Unmasked Estep Score: -1817355.625000 Penalty: 3198.558594 Iteration 29Q: 3 clusters Score -1817356 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 16508 members Entering Unmasked Estep Score: -1817358.625000 Penalty: 3198.558594 Iteration 30Q: 3 clusters Score -1817359 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 16516 members Entering Unmasked Estep Score: -1817359.875000 Penalty: 3198.558594 Iteration 31Q: 3 clusters Score -1817360 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 16522 members Entering Unmasked Estep Score: -1817361.375000 Penalty: 3198.558594 Iteration 32Q: 3 clusters Score -1817361 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 16528 members Entering Unmasked Estep Score: -1817364.750000 Penalty: 3198.558594 Iteration 33Q: 3 clusters Score -1817365 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 16535 members Entering Unmasked Estep Score: -1817366.125000 Penalty: 3198.558594 Iteration 34Q: 3 clusters Score -1817366 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 16542 members Entering Unmasked Estep Score: -1817363.250000 Penalty: 3198.558594 Iteration 35Q: 3 clusters Score -1817363 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 16551 members Entering Unmasked Estep Score: -1817364.625000 Penalty: 3198.558594 Iteration 36Q: 3 clusters Score -1817365 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 16560 members Entering Unmasked Estep Score: -1817366.875000 Penalty: 3198.558594 Iteration 37Q: 3 clusters Score -1817367 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 16565 members Entering Unmasked Estep Score: -1817368.500000 Penalty: 3198.558594 Iteration 38Q: 3 clusters Score -1817368 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 16575 members Entering Unmasked Estep Score: -1817373.125000 Penalty: 3198.558594 Iteration 39Q: 3 clusters Score -1817373 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 16582 members Entering Unmasked Estep Score: -1817371.750000 Penalty: 3198.558594 Iteration 40F: 3 clusters Score -1817372 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 16590 members Entering Unmasked Estep Score: -1817375.750000 Penalty: 3198.558594 Iteration 41Q: 3 clusters Score -1817376 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 16597 members Entering Unmasked Estep Score: -1817375.625000 Penalty: 3198.558594 Iteration 42Q: 3 clusters Score -1817376 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 16603 members Entering Unmasked Estep Score: -1817374.125000 Penalty: 3198.558594 Iteration 43Q: 3 clusters Score -1817374 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 16611 members Entering Unmasked Estep Score: -1817374.125000 Penalty: 3198.558594 Iteration 44Q: 3 clusters Score -1817374 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 16618 members Entering Unmasked Estep Score: -1817377.750000 Penalty: 3198.558594 Iteration 45Q: 3 clusters Score -1817378 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 16620 members Entering Unmasked Estep Score: -1817376.125000 Penalty: 3198.558594 Iteration 46Q: 3 clusters Score -1817376 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 16622 members Entering Unmasked Estep Score: -1817378.125000 Penalty: 3198.558594 Iteration 47Q: 3 clusters Score -1817378 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 16624 members Entering Unmasked Estep Score: -1817379.750000 Penalty: 3198.558594 Iteration 48Q: 3 clusters Score -1817380 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 16627 members Entering Unmasked Estep Score: -1817377.750000 Penalty: 3198.558594 Iteration 49Q: 3 clusters Score -1817378 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 16629 members Entering Unmasked Estep Score: -1817380.250000 Penalty: 3198.558594 Iteration 50Q: 3 clusters Score -1817380 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 16630 members Entering Unmasked Estep Score: -1817379.625000 Penalty: 3198.558594 Iteration 51Q: 3 clusters Score -1817380 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 16634 members Entering Unmasked Estep Score: -1817378.750000 Penalty: 3198.558594 Iteration 52Q: 3 clusters Score -1817379 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 16636 members Entering Unmasked Estep Score: -1817379.375000 Penalty: 3198.558594 Iteration 53Q: 3 clusters Score -1817379 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 16638 members Entering Unmasked Estep Score: -1817379.125000 Penalty: 3198.558594 Iteration 54Q: 3 clusters Score -1817379 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 16639 members Entering Unmasked Estep Score: -1817378.250000 Penalty: 3198.558594 Iteration 55Q: 3 clusters Score -1817378 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 16639 members Entering Unmasked Estep Score: -1817378.250000 Penalty: 3198.558594 Iteration 56F: 3 clusters Score -1817378 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Entering Unmasked Estep Score: -32323.869141 Penalty: 989.100891 Iteration 0F: 2 clusters Score -32323.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -31398.189453 Penalty: 1978.201782 Iteration 0F: 3 clusters Score -31398.19 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -31623.302734 Penalty: 1978.201782 Iteration 1F: 3 clusters Score -31623.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -31705.564453 Penalty: 1978.201782 Iteration 2F: 3 clusters Score -31705.56 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -31746.076172 Penalty: 1978.201782 Iteration 3Q: 3 clusters Score -31746.08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -31773.683594 Penalty: 1978.201782 Iteration 4Q: 3 clusters Score -31773.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -31786.818359 Penalty: 1978.201782 Iteration 5Q: 3 clusters Score -31786.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -31803.535156 Penalty: 1978.201782 Iteration 6Q: 3 clusters Score -31803.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -31824.568359 Penalty: 1978.201782 Iteration 7Q: 3 clusters Score -31824.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -31831.966797 Penalty: 1978.201782 Iteration 8Q: 3 clusters Score -31831.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -31837.457031 Penalty: 1978.201782 Iteration 9Q: 3 clusters Score -31837.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -31845.468750 Penalty: 1978.201782 Iteration 10Q: 3 clusters Score -31845.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -31848.072266 Penalty: 1978.201782 Iteration 11Q: 3 clusters Score -31848.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -31850.875000 Penalty: 1978.201782 Iteration 12Q: 3 clusters Score -31850.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -31850.875000 Penalty: 1978.201782 Iteration 13F: 3 clusters Score -31850.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (16245 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16245 members Entering Unmasked Estep Score: -1554438.125000 Penalty: 1575.525269 Iteration 0F: 2 clusters Score -1554438 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8157 members Mstep: Class 2 contains 8088 members Entering Unmasked Estep Score: -1543220.375000 Penalty: 3151.050537 Iteration 0F: 3 clusters Score -1543220 nChanged 7255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8334 members Mstep: Class 2 contains 7911 members Entering Unmasked Estep Score: -1547249.375000 Penalty: 3151.050537 Iteration 1F: 3 clusters Score -1547249 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8443 members Mstep: Class 2 contains 7802 members Entering Unmasked Estep Score: -1547720.750000 Penalty: 3151.050537 Iteration 2F: 3 clusters Score -1547721 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8548 members Mstep: Class 2 contains 7697 members Entering Unmasked Estep Score: -1548201.000000 Penalty: 3151.050537 Iteration 3F: 3 clusters Score -1548201 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8716 members Mstep: Class 2 contains 7529 members Entering Unmasked Estep Score: -1548650.125000 Penalty: 3151.050537 Iteration 4F: 3 clusters Score -1548650 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8894 members Mstep: Class 2 contains 7351 members Entering Unmasked Estep Score: -1549093.625000 Penalty: 3151.050537 Iteration 5F: 3 clusters Score -1549094 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9124 members Mstep: Class 2 contains 7121 members Entering Unmasked Estep Score: -1549560.875000 Penalty: 3151.050537 Iteration 6F: 3 clusters Score -1549561 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9364 members Mstep: Class 2 contains 6881 members Entering Unmasked Estep Score: -1550031.500000 Penalty: 3151.050537 Iteration 7Q: 3 clusters Score -1550032 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9618 members Mstep: Class 2 contains 6627 members Entering Unmasked Estep Score: -1550471.250000 Penalty: 3151.050537 Iteration 8Q: 3 clusters Score -1550471 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9904 members Mstep: Class 2 contains 6341 members Entering Unmasked Estep Score: -1550862.625000 Penalty: 3151.050537 Iteration 9Q: 3 clusters Score -1550863 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10187 members Mstep: Class 2 contains 6058 members Entering Unmasked Estep Score: -1551231.375000 Penalty: 3151.050537 Iteration 10Q: 3 clusters Score -1551231 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10457 members Mstep: Class 2 contains 5788 members Entering Unmasked Estep Score: -1551536.625000 Penalty: 3151.050537 Iteration 11Q: 3 clusters Score -1551537 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10721 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -1551742.875000 Penalty: 3151.050537 Iteration 12Q: 3 clusters Score -1551743 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10977 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -1551902.750000 Penalty: 3151.050537 Iteration 13Q: 3 clusters Score -1551903 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11209 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -1552030.250000 Penalty: 3151.050537 Iteration 14Q: 3 clusters Score -1552030 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11445 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -1552139.125000 Penalty: 3151.050537 Iteration 15Q: 3 clusters Score -1552139 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11684 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -1552255.000000 Penalty: 3151.050537 Iteration 16Q: 3 clusters Score -1552255 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11962 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -1552390.125000 Penalty: 3151.050537 Iteration 17Q: 3 clusters Score -1552390 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12243 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -1552533.750000 Penalty: 3151.050537 Iteration 18Q: 3 clusters Score -1552534 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12511 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -1552683.750000 Penalty: 3151.050537 Iteration 19Q: 3 clusters Score -1552684 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12751 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -1552818.625000 Penalty: 3151.050537 Iteration 20F: 3 clusters Score -1552819 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12954 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -1552930.750000 Penalty: 3151.050537 Iteration 21Q: 3 clusters Score -1552931 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13135 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -1553034.875000 Penalty: 3151.050537 Iteration 22Q: 3 clusters Score -1553035 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13272 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -1553108.000000 Penalty: 3151.050537 Iteration 23Q: 3 clusters Score -1553108 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13401 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -1553170.125000 Penalty: 3151.050537 Iteration 24Q: 3 clusters Score -1553170 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13518 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -1553206.875000 Penalty: 3151.050537 Iteration 25Q: 3 clusters Score -1553207 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13617 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -1553240.500000 Penalty: 3151.050537 Iteration 26Q: 3 clusters Score -1553240 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13703 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -1553269.625000 Penalty: 3151.050537 Iteration 27Q: 3 clusters Score -1553270 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13784 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -1553295.875000 Penalty: 3151.050537 Iteration 28Q: 3 clusters Score -1553296 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13851 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -1553305.625000 Penalty: 3151.050537 Iteration 29Q: 3 clusters Score -1553306 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13904 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -1553319.250000 Penalty: 3151.050537 Iteration 30Q: 3 clusters Score -1553319 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13939 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -1553322.500000 Penalty: 3151.050537 Iteration 31Q: 3 clusters Score -1553322 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13965 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -1553332.000000 Penalty: 3151.050537 Iteration 32Q: 3 clusters Score -1553332 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13993 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -1553338.000000 Penalty: 3151.050537 Iteration 33Q: 3 clusters Score -1553338 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14024 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -1553340.500000 Penalty: 3151.050537 Iteration 34Q: 3 clusters Score -1553340 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14050 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -1553346.125000 Penalty: 3151.050537 Iteration 35Q: 3 clusters Score -1553346 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14069 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -1553354.750000 Penalty: 3151.050537 Iteration 36Q: 3 clusters Score -1553355 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14079 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -1553356.125000 Penalty: 3151.050537 Iteration 37Q: 3 clusters Score -1553356 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14090 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -1553358.375000 Penalty: 3151.050537 Iteration 38Q: 3 clusters Score -1553358 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14105 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -1553356.125000 Penalty: 3151.050537 Iteration 39Q: 3 clusters Score -1553356 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14114 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -1553355.375000 Penalty: 3151.050537 Iteration 40F: 3 clusters Score -1553355 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14127 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -1553358.375000 Penalty: 3151.050537 Iteration 41Q: 3 clusters Score -1553358 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14140 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -1553356.750000 Penalty: 3151.050537 Iteration 42Q: 3 clusters Score -1553357 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14148 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -1553362.000000 Penalty: 3151.050537 Iteration 43Q: 3 clusters Score -1553362 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14158 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -1553364.875000 Penalty: 3151.050537 Iteration 44Q: 3 clusters Score -1553365 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14165 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -1553363.500000 Penalty: 3151.050537 Iteration 45Q: 3 clusters Score -1553364 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14173 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -1553364.625000 Penalty: 3151.050537 Iteration 46Q: 3 clusters Score -1553365 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14178 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -1553365.625000 Penalty: 3151.050537 Iteration 47Q: 3 clusters Score -1553366 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14181 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -1553362.750000 Penalty: 3151.050537 Iteration 48Q: 3 clusters Score -1553363 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14182 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -1553364.250000 Penalty: 3151.050537 Iteration 49Q: 3 clusters Score -1553364 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14183 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -1553363.250000 Penalty: 3151.050537 Iteration 50Q: 3 clusters Score -1553363 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14183 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -1553363.250000 Penalty: 3151.050537 Iteration 51F: 3 clusters Score -1553363 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Entering Unmasked Estep Score: -322860.031250 Penalty: 1327.471069 Iteration 0F: 2 clusters Score -322860 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 1737 members Entering Unmasked Estep Score: -319827.187500 Penalty: 2654.942139 Iteration 0F: 3 clusters Score -319827.2 nChanged 1375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -320885.531250 Penalty: 2654.942139 Iteration 1F: 3 clusters Score -320885.5 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -321412.937500 Penalty: 2654.942139 Iteration 2F: 3 clusters Score -321412.9 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -321900.250000 Penalty: 2654.942139 Iteration 3F: 3 clusters Score -321900.2 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -322325.687500 Penalty: 2654.942139 Iteration 4F: 3 clusters Score -322325.7 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -322621.125000 Penalty: 2654.942139 Iteration 5F: 3 clusters Score -322621.1 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -322782.156250 Penalty: 2654.942139 Iteration 6Q: 3 clusters Score -322782.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -322850.812500 Penalty: 2654.942139 Iteration 7Q: 3 clusters Score -322850.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -322902.125000 Penalty: 2654.942139 Iteration 8Q: 3 clusters Score -322902.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -322930.906250 Penalty: 2654.942139 Iteration 9Q: 3 clusters Score -322930.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -322950.187500 Penalty: 2654.942139 Iteration 10Q: 3 clusters Score -322950.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -322962.781250 Penalty: 2654.942139 Iteration 11Q: 3 clusters Score -322962.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -322975.625000 Penalty: 2654.942139 Iteration 12Q: 3 clusters Score -322975.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -322985.718750 Penalty: 2654.942139 Iteration 13Q: 3 clusters Score -322985.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -322993.656250 Penalty: 2654.942139 Iteration 14Q: 3 clusters Score -322993.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -323005.406250 Penalty: 2654.942139 Iteration 15Q: 3 clusters Score -323005.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -323017.562500 Penalty: 2654.942139 Iteration 16Q: 3 clusters Score -323017.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -323027.687500 Penalty: 2654.942139 Iteration 17Q: 3 clusters Score -323027.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -323040.312500 Penalty: 2654.942139 Iteration 18Q: 3 clusters Score -323040.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -323053.812500 Penalty: 2654.942139 Iteration 19Q: 3 clusters Score -323053.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -323074.843750 Penalty: 2654.942139 Iteration 20F: 3 clusters Score -323074.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -323097.562500 Penalty: 2654.942139 Iteration 21Q: 3 clusters Score -323097.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -323114.812500 Penalty: 2654.942139 Iteration 22Q: 3 clusters Score -323114.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -323128.437500 Penalty: 2654.942139 Iteration 23Q: 3 clusters Score -323128.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -323139.875000 Penalty: 2654.942139 Iteration 24Q: 3 clusters Score -323139.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -323152.093750 Penalty: 2654.942139 Iteration 25Q: 3 clusters Score -323152.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -323163.343750 Penalty: 2654.942139 Iteration 26Q: 3 clusters Score -323163.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -323178.500000 Penalty: 2654.942139 Iteration 27Q: 3 clusters Score -323178.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -323187.906250 Penalty: 2654.942139 Iteration 28Q: 3 clusters Score -323187.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -323192.718750 Penalty: 2654.942139 Iteration 29Q: 3 clusters Score -323192.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -323195.843750 Penalty: 2654.942139 Iteration 30Q: 3 clusters Score -323195.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -323204.093750 Penalty: 2654.942139 Iteration 31Q: 3 clusters Score -323204.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -323214.375000 Penalty: 2654.942139 Iteration 32Q: 3 clusters Score -323214.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -323218.937500 Penalty: 2654.942139 Iteration 33Q: 3 clusters Score -323218.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -323224.062500 Penalty: 2654.942139 Iteration 34Q: 3 clusters Score -323224.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -323229.375000 Penalty: 2654.942139 Iteration 35Q: 3 clusters Score -323229.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -323235.218750 Penalty: 2654.942139 Iteration 36Q: 3 clusters Score -323235.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -323242.250000 Penalty: 2654.942139 Iteration 37Q: 3 clusters Score -323242.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -323249.593750 Penalty: 2654.942139 Iteration 38Q: 3 clusters Score -323249.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -323254.562500 Penalty: 2654.942139 Iteration 39Q: 3 clusters Score -323254.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -323263.812500 Penalty: 2654.942139 Iteration 40F: 3 clusters Score -323263.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -323291.875000 Penalty: 2654.942139 Iteration 41Q: 3 clusters Score -323291.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -323340.562500 Penalty: 2654.942139 Iteration 42Q: 3 clusters Score -323340.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -323408.500000 Penalty: 2654.942139 Iteration 43Q: 3 clusters Score -323408.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -323537.843750 Penalty: 2654.942139 Iteration 44Q: 3 clusters Score -323537.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -323746.875000 Penalty: 2654.942139 Iteration 45Q: 3 clusters Score -323746.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -323901.437500 Penalty: 2654.942139 Iteration 46Q: 3 clusters Score -323901.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -323959.156250 Penalty: 2654.942139 Iteration 47Q: 3 clusters Score -323959.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -323979.562500 Penalty: 2654.942139 Iteration 48Q: 3 clusters Score -323979.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -323985.218750 Penalty: 2654.942139 Iteration 49Q: 3 clusters Score -323985.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -323998.093750 Penalty: 2654.942139 Iteration 50Q: 3 clusters Score -323998.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -324000.250000 Penalty: 2654.942139 Iteration 51Q: 3 clusters Score -324000.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -324004.718750 Penalty: 2654.942139 Iteration 52F: 3 clusters Score -324004.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -324006.812500 Penalty: 2654.942139 Iteration 53Q: 3 clusters Score -324006.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -324009.531250 Penalty: 2654.942139 Iteration 54Q: 3 clusters Score -324009.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -324010.531250 Penalty: 2654.942139 Iteration 55Q: 3 clusters Score -324010.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -324010.937500 Penalty: 2654.942139 Iteration 56Q: 3 clusters Score -324010.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -324010.937500 Penalty: 2654.942139 Iteration 57F: 3 clusters Score -324010.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1690 members Mstep: Class 4 contains 18802 members Mstep: Class 5 contains 2442 members Mstep: Class 6 contains 440 members Mstep: Class 7 contains 16245 members Mstep: Class 8 contains 1088 members Mstep: Class 9 contains 5861 members Mstep: Class 11 contains 1281 members Mstep: Class 13 contains 577 members Mstep: Class 15 contains 1656 members Mstep: Class 17 contains 4242 members Mstep: Class 18 contains 5508 members Mstep: Class 19 contains 1804 members Mstep: Class 21 contains 682 members Mstep: Class 22 contains 24016 members Entering Unmasked Estep Score: -8385090.000000 Penalty: 31571.171875 Splitting cluster 8 changes total score from -8384401.000000 to -8385090.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 9 (5861 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Entering Unmasked Estep Score: -555815.375000 Penalty: 1409.862305 Iteration 0F: 2 clusters Score -555815.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -551321.312500 Penalty: 2819.724609 Iteration 0F: 3 clusters Score -551321.3 nChanged 2402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -552576.687500 Penalty: 2819.724609 Iteration 1F: 3 clusters Score -552576.7 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -552838.375000 Penalty: 2819.724609 Iteration 2F: 3 clusters Score -552838.4 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -553114.625000 Penalty: 2819.724609 Iteration 3F: 3 clusters Score -553114.6 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -553468.000000 Penalty: 2819.724609 Iteration 4F: 3 clusters Score -553468 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -553919.500000 Penalty: 2819.724609 Iteration 5F: 3 clusters Score -553919.5 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -554416.312500 Penalty: 2819.724609 Iteration 6F: 3 clusters Score -554416.3 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -554892.125000 Penalty: 2819.724609 Iteration 7F: 3 clusters Score -554892.1 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -555312.250000 Penalty: 2819.724609 Iteration 8F: 3 clusters Score -555312.2 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -555602.625000 Penalty: 2819.724609 Iteration 9Q: 3 clusters Score -555602.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -555725.312500 Penalty: 2819.724609 Iteration 10Q: 3 clusters Score -555725.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -555809.000000 Penalty: 2819.724609 Iteration 11Q: 3 clusters Score -555809 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -555877.062500 Penalty: 2819.724609 Iteration 12Q: 3 clusters Score -555877.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -555926.937500 Penalty: 2819.724609 Iteration 13Q: 3 clusters Score -555926.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -555975.375000 Penalty: 2819.724609 Iteration 14Q: 3 clusters Score -555975.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -556025.750000 Penalty: 2819.724609 Iteration 15Q: 3 clusters Score -556025.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -556082.250000 Penalty: 2819.724609 Iteration 16Q: 3 clusters Score -556082.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -556157.125000 Penalty: 2819.724609 Iteration 17Q: 3 clusters Score -556157.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -556274.875000 Penalty: 2819.724609 Iteration 18Q: 3 clusters Score -556274.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -556373.437500 Penalty: 2819.724609 Iteration 19Q: 3 clusters Score -556373.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -556441.437500 Penalty: 2819.724609 Iteration 20F: 3 clusters Score -556441.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -556477.375000 Penalty: 2819.724609 Iteration 21Q: 3 clusters Score -556477.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -556498.187500 Penalty: 2819.724609 Iteration 22Q: 3 clusters Score -556498.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -556506.375000 Penalty: 2819.724609 Iteration 23Q: 3 clusters Score -556506.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -556510.562500 Penalty: 2819.724609 Iteration 24Q: 3 clusters Score -556510.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -556512.562500 Penalty: 2819.724609 Iteration 25Q: 3 clusters Score -556512.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -556513.562500 Penalty: 2819.724609 Iteration 26Q: 3 clusters Score -556513.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -556515.625000 Penalty: 2819.724609 Iteration 27Q: 3 clusters Score -556515.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -556515.625000 Penalty: 2819.724609 Iteration 28Q: 3 clusters Score -556515.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -556516.437500 Penalty: 2819.724609 Iteration 29Q: 3 clusters Score -556516.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -556517.562500 Penalty: 2819.724609 Iteration 30Q: 3 clusters Score -556517.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -556518.812500 Penalty: 2819.724609 Iteration 31Q: 3 clusters Score -556518.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -556518.375000 Penalty: 2819.724609 Iteration 32Q: 3 clusters Score -556518.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -556518.875000 Penalty: 2819.724609 Iteration 33Q: 3 clusters Score -556518.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -556521.062500 Penalty: 2819.724609 Iteration 34Q: 3 clusters Score -556521.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -556520.500000 Penalty: 2819.724609 Iteration 35Q: 3 clusters Score -556520.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -556520.500000 Penalty: 2819.724609 Iteration 36F: 3 clusters Score -556520.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1690 members Mstep: Class 4 contains 18802 members Mstep: Class 5 contains 2442 members Mstep: Class 6 contains 440 members Mstep: Class 7 contains 16245 members Mstep: Class 8 contains 1088 members Mstep: Class 9 contains 3296 members Mstep: Class 10 contains 2565 members Mstep: Class 11 contains 1281 members Mstep: Class 13 contains 577 members Mstep: Class 15 contains 1656 members Mstep: Class 17 contains 4242 members Mstep: Class 18 contains 5508 members Mstep: Class 19 contains 1804 members Mstep: Class 21 contains 682 members Mstep: Class 22 contains 24016 members Entering Unmasked Estep Score: -8385357.500000 Penalty: 33428.300781 Splitting cluster 9 changes total score from -8384401.000000 to -8385357.500000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 11 (1281 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Entering Unmasked Estep Score: -116629.015625 Penalty: 1162.751953 Iteration 0F: 2 clusters Score -116629 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -115051.843750 Penalty: 2325.503906 Iteration 0F: 3 clusters Score -115051.8 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -115405.257812 Penalty: 2325.503906 Iteration 1F: 3 clusters Score -115405.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -115504.664062 Penalty: 2325.503906 Iteration 2F: 3 clusters Score -115504.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -115560.445312 Penalty: 2325.503906 Iteration 3Q: 3 clusters Score -115560.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -115617.265625 Penalty: 2325.503906 Iteration 4Q: 3 clusters Score -115617.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -115654.265625 Penalty: 2325.503906 Iteration 5Q: 3 clusters Score -115654.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -115677.070312 Penalty: 2325.503906 Iteration 6Q: 3 clusters Score -115677.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -115693.023438 Penalty: 2325.503906 Iteration 7Q: 3 clusters Score -115693 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -115707.203125 Penalty: 2325.503906 Iteration 8Q: 3 clusters Score -115707.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -115720.281250 Penalty: 2325.503906 Iteration 9Q: 3 clusters Score -115720.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -115729.187500 Penalty: 2325.503906 Iteration 10Q: 3 clusters Score -115729.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -115737.140625 Penalty: 2325.503906 Iteration 11Q: 3 clusters Score -115737.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -115739.484375 Penalty: 2325.503906 Iteration 12Q: 3 clusters Score -115739.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -115743.984375 Penalty: 2325.503906 Iteration 13Q: 3 clusters Score -115744 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -115750.750000 Penalty: 2325.503906 Iteration 14Q: 3 clusters Score -115750.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -115761.460938 Penalty: 2325.503906 Iteration 15Q: 3 clusters Score -115761.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -115772.968750 Penalty: 2325.503906 Iteration 16Q: 3 clusters Score -115773 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -115781.546875 Penalty: 2325.503906 Iteration 17Q: 3 clusters Score -115781.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -115801.476562 Penalty: 2325.503906 Iteration 18Q: 3 clusters Score -115801.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -115846.882812 Penalty: 2325.503906 Iteration 19Q: 3 clusters Score -115846.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -115966.757812 Penalty: 2325.503906 Iteration 20F: 3 clusters Score -115966.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -116255.343750 Penalty: 2325.503906 Iteration 21Q: 3 clusters Score -116255.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -116372.445312 Penalty: 2325.503906 Iteration 22Q: 3 clusters Score -116372.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -116455.203125 Penalty: 2325.503906 Iteration 23Q: 3 clusters Score -116455.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -116505.507812 Penalty: 2325.503906 Iteration 24Q: 3 clusters Score -116505.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -116534.500000 Penalty: 2325.503906 Iteration 25Q: 3 clusters Score -116534.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -116559.945312 Penalty: 2325.503906 Iteration 26Q: 3 clusters Score -116559.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -116580.117188 Penalty: 2325.503906 Iteration 27Q: 3 clusters Score -116580.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -116593.734375 Penalty: 2325.503906 Iteration 28Q: 3 clusters Score -116593.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -116607.335938 Penalty: 2325.503906 Iteration 29Q: 3 clusters Score -116607.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -116619.156250 Penalty: 2325.503906 Iteration 30Q: 3 clusters Score -116619.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -116624.546875 Penalty: 2325.503906 Iteration 31Q: 3 clusters Score -116624.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -116640.218750 Penalty: 2325.503906 Iteration 32Q: 3 clusters Score -116640.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -116652.382812 Penalty: 2325.503906 Iteration 33Q: 3 clusters Score -116652.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -116652.382812 Penalty: 2325.503906 Iteration 34F: 3 clusters Score -116652.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1690 members Mstep: Class 4 contains 18802 members Mstep: Class 5 contains 2442 members Mstep: Class 6 contains 440 members Mstep: Class 7 contains 16245 members Mstep: Class 8 contains 1088 members Mstep: Class 9 contains 3296 members Mstep: Class 10 contains 2565 members Mstep: Class 11 contains 300 members Mstep: Class 12 contains 981 members Mstep: Class 13 contains 577 members Mstep: Class 15 contains 1656 members Mstep: Class 17 contains 4242 members Mstep: Class 18 contains 5508 members Mstep: Class 19 contains 1804 members Mstep: Class 21 contains 682 members Mstep: Class 22 contains 24016 members Entering Unmasked Estep Score: -8384669.500000 Penalty: 35285.425781 Splitting cluster 11 changes total score from -8384401.000000 to -8384669.500000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 13 (577 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Entering Unmasked Estep Score: -51722.531250 Penalty: 1033.149414 Iteration 0F: 2 clusters Score -51722.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -50675.445312 Penalty: 2066.298828 Iteration 0F: 3 clusters Score -50675.45 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -50933.074219 Penalty: 2066.298828 Iteration 1F: 3 clusters Score -50933.07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -51001.082031 Penalty: 2066.298828 Iteration 2F: 3 clusters Score -51001.08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -51019.480469 Penalty: 2066.298828 Iteration 3Q: 3 clusters Score -51019.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -51025.066406 Penalty: 2066.298828 Iteration 4Q: 3 clusters Score -51025.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -51028.210938 Penalty: 2066.298828 Iteration 5Q: 3 clusters Score -51028.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -51031.148438 Penalty: 2066.298828 Iteration 6Q: 3 clusters Score -51031.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -51031.390625 Penalty: 2066.298828 Iteration 7Q: 3 clusters Score -51031.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -51031.390625 Penalty: 2066.298828 Iteration 8F: 3 clusters Score -51031.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1656 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Entering Unmasked Estep Score: -152519.578125 Penalty: 1204.476074 Iteration 0F: 2 clusters Score -152519.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -150707.328125 Penalty: 2408.952148 Iteration 0F: 3 clusters Score -150707.3 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -151602.875000 Penalty: 2408.952148 Iteration 1F: 3 clusters Score -151602.9 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -153214.156250 Penalty: 2408.952148 Iteration 2F: 3 clusters Score -153214.2 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -155185.734375 Penalty: 2408.952148 Iteration 3F: 3 clusters Score -155185.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -155657.562500 Penalty: 2408.952148 Iteration 4F: 3 clusters Score -155657.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -155669.250000 Penalty: 2408.952148 Iteration 5Q: 3 clusters Score -155669.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -155669.250000 Penalty: 2408.952148 Iteration 6F: 3 clusters Score -155669.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1690 members Mstep: Class 4 contains 18802 members Mstep: Class 5 contains 2442 members Mstep: Class 6 contains 440 members Mstep: Class 7 contains 16245 members Mstep: Class 8 contains 1088 members Mstep: Class 9 contains 3296 members Mstep: Class 10 contains 2565 members Mstep: Class 11 contains 300 members Mstep: Class 12 contains 981 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 681 members Mstep: Class 15 contains 975 members Mstep: Class 17 contains 4242 members Mstep: Class 18 contains 5508 members Mstep: Class 19 contains 1804 members Mstep: Class 21 contains 682 members Mstep: Class 22 contains 24016 members Entering Unmasked Estep Score: -8387160.500000 Penalty: 37142.554688 Splitting cluster 15 changes total score from -8384401.000000 to -8387160.500000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 17 (4242 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Entering Unmasked Estep Score: -396291.093750 Penalty: 1357.328369 Iteration 0F: 2 clusters Score -396291.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -392818.656250 Penalty: 2714.656738 Iteration 0F: 3 clusters Score -392818.7 nChanged 1687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -393694.937500 Penalty: 2714.656738 Iteration 1F: 3 clusters Score -393694.9 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -393842.625000 Penalty: 2714.656738 Iteration 2F: 3 clusters Score -393842.6 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -393928.875000 Penalty: 2714.656738 Iteration 3Q: 3 clusters Score -393928.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -393985.781250 Penalty: 2714.656738 Iteration 4Q: 3 clusters Score -393985.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -394033.843750 Penalty: 2714.656738 Iteration 5Q: 3 clusters Score -394033.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -394078.125000 Penalty: 2714.656738 Iteration 6Q: 3 clusters Score -394078.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -394117.375000 Penalty: 2714.656738 Iteration 7Q: 3 clusters Score -394117.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -394145.718750 Penalty: 2714.656738 Iteration 8Q: 3 clusters Score -394145.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -394172.593750 Penalty: 2714.656738 Iteration 9Q: 3 clusters Score -394172.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -394203.468750 Penalty: 2714.656738 Iteration 10Q: 3 clusters Score -394203.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -394232.906250 Penalty: 2714.656738 Iteration 11Q: 3 clusters Score -394232.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -394267.906250 Penalty: 2714.656738 Iteration 12Q: 3 clusters Score -394267.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -394309.843750 Penalty: 2714.656738 Iteration 13Q: 3 clusters Score -394309.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -394359.562500 Penalty: 2714.656738 Iteration 14Q: 3 clusters Score -394359.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -394419.781250 Penalty: 2714.656738 Iteration 15Q: 3 clusters Score -394419.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -394475.843750 Penalty: 2714.656738 Iteration 16Q: 3 clusters Score -394475.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -394544.531250 Penalty: 2714.656738 Iteration 17Q: 3 clusters Score -394544.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -394601.281250 Penalty: 2714.656738 Iteration 18Q: 3 clusters Score -394601.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -394667.187500 Penalty: 2714.656738 Iteration 19Q: 3 clusters Score -394667.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -394736.687500 Penalty: 2714.656738 Iteration 20F: 3 clusters Score -394736.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -394811.062500 Penalty: 2714.656738 Iteration 21Q: 3 clusters Score -394811.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -394879.281250 Penalty: 2714.656738 Iteration 22Q: 3 clusters Score -394879.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -394937.656250 Penalty: 2714.656738 Iteration 23Q: 3 clusters Score -394937.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -394993.750000 Penalty: 2714.656738 Iteration 24Q: 3 clusters Score -394993.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -395043.062500 Penalty: 2714.656738 Iteration 25Q: 3 clusters Score -395043.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -395079.375000 Penalty: 2714.656738 Iteration 26Q: 3 clusters Score -395079.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -395111.125000 Penalty: 2714.656738 Iteration 27Q: 3 clusters Score -395111.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -395144.531250 Penalty: 2714.656738 Iteration 28Q: 3 clusters Score -395144.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 3683 members Entering Unmasked Estep Score: -395178.750000 Penalty: 2714.656738 Iteration 29Q: 3 clusters Score -395178.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -395201.062500 Penalty: 2714.656738 Iteration 30Q: 3 clusters Score -395201.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -395212.593750 Penalty: 2714.656738 Iteration 31Q: 3 clusters Score -395212.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 3758 members Entering Unmasked Estep Score: -395222.343750 Penalty: 2714.656738 Iteration 32Q: 3 clusters Score -395222.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -395228.000000 Penalty: 2714.656738 Iteration 33Q: 3 clusters Score -395228 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -395235.250000 Penalty: 2714.656738 Iteration 34Q: 3 clusters Score -395235.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -395243.093750 Penalty: 2714.656738 Iteration 35Q: 3 clusters Score -395243.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -395249.187500 Penalty: 2714.656738 Iteration 36Q: 3 clusters Score -395249.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -395256.062500 Penalty: 2714.656738 Iteration 37Q: 3 clusters Score -395256.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -395259.843750 Penalty: 2714.656738 Iteration 38Q: 3 clusters Score -395259.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -395263.562500 Penalty: 2714.656738 Iteration 39Q: 3 clusters Score -395263.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -395267.093750 Penalty: 2714.656738 Iteration 40F: 3 clusters Score -395267.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -395269.687500 Penalty: 2714.656738 Iteration 41Q: 3 clusters Score -395269.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -395271.125000 Penalty: 2714.656738 Iteration 42Q: 3 clusters Score -395271.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -395272.843750 Penalty: 2714.656738 Iteration 43Q: 3 clusters Score -395272.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -395273.468750 Penalty: 2714.656738 Iteration 44Q: 3 clusters Score -395273.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -395273.625000 Penalty: 2714.656738 Iteration 45Q: 3 clusters Score -395273.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -395274.437500 Penalty: 2714.656738 Iteration 46Q: 3 clusters Score -395274.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -395274.437500 Penalty: 2714.656738 Iteration 47F: 3 clusters Score -395274.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5508 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Entering Unmasked Estep Score: -523564.062500 Penalty: 1399.767944 Iteration 0F: 2 clusters Score -523564.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -519292.281250 Penalty: 2799.535889 Iteration 0F: 3 clusters Score -519292.3 nChanged 2231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -520643.937500 Penalty: 2799.535889 Iteration 1F: 3 clusters Score -520643.9 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -520990.125000 Penalty: 2799.535889 Iteration 2F: 3 clusters Score -520990.1 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -521252.843750 Penalty: 2799.535889 Iteration 3F: 3 clusters Score -521252.8 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -521519.562500 Penalty: 2799.535889 Iteration 4F: 3 clusters Score -521519.6 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -521814.093750 Penalty: 2799.535889 Iteration 5F: 3 clusters Score -521814.1 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -522059.531250 Penalty: 2799.535889 Iteration 6F: 3 clusters Score -522059.5 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -522272.531250 Penalty: 2799.535889 Iteration 7Q: 3 clusters Score -522272.5 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4783 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -522442.781250 Penalty: 2799.535889 Iteration 8Q: 3 clusters Score -522442.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4918 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -522565.593750 Penalty: 2799.535889 Iteration 9Q: 3 clusters Score -522565.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -522637.593750 Penalty: 2799.535889 Iteration 10Q: 3 clusters Score -522637.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5055 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -522688.125000 Penalty: 2799.535889 Iteration 11Q: 3 clusters Score -522688.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -522713.781250 Penalty: 2799.535889 Iteration 12Q: 3 clusters Score -522713.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -522729.000000 Penalty: 2799.535889 Iteration 13Q: 3 clusters Score -522729 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5122 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -522743.437500 Penalty: 2799.535889 Iteration 14Q: 3 clusters Score -522743.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -522760.218750 Penalty: 2799.535889 Iteration 15Q: 3 clusters Score -522760.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5152 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -522772.093750 Penalty: 2799.535889 Iteration 16Q: 3 clusters Score -522772.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5163 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -522781.718750 Penalty: 2799.535889 Iteration 17Q: 3 clusters Score -522781.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -522789.593750 Penalty: 2799.535889 Iteration 18Q: 3 clusters Score -522789.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -522795.968750 Penalty: 2799.535889 Iteration 19Q: 3 clusters Score -522796 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -522797.468750 Penalty: 2799.535889 Iteration 20F: 3 clusters Score -522797.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -522802.343750 Penalty: 2799.535889 Iteration 21Q: 3 clusters Score -522802.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5193 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -522807.781250 Penalty: 2799.535889 Iteration 22Q: 3 clusters Score -522807.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -522812.375000 Penalty: 2799.535889 Iteration 23Q: 3 clusters Score -522812.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5198 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -522815.281250 Penalty: 2799.535889 Iteration 24Q: 3 clusters Score -522815.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5198 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -522819.562500 Penalty: 2799.535889 Iteration 25Q: 3 clusters Score -522819.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -522820.250000 Penalty: 2799.535889 Iteration 26Q: 3 clusters Score -522820.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -522820.250000 Penalty: 2799.535889 Iteration 27F: 3 clusters Score -522820.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1804 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Entering Unmasked Estep Score: -168220.187500 Penalty: 1218.386230 Iteration 0F: 2 clusters Score -168220.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -166263.765625 Penalty: 2436.772461 Iteration 0F: 3 clusters Score -166263.8 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -166668.828125 Penalty: 2436.772461 Iteration 1F: 3 clusters Score -166668.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -166783.734375 Penalty: 2436.772461 Iteration 2F: 3 clusters Score -166783.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -166838.406250 Penalty: 2436.772461 Iteration 3Q: 3 clusters Score -166838.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -166877.765625 Penalty: 2436.772461 Iteration 4Q: 3 clusters Score -166877.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -166911.703125 Penalty: 2436.772461 Iteration 5Q: 3 clusters Score -166911.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -166941.703125 Penalty: 2436.772461 Iteration 6Q: 3 clusters Score -166941.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -166961.234375 Penalty: 2436.772461 Iteration 7Q: 3 clusters Score -166961.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -166979.968750 Penalty: 2436.772461 Iteration 8Q: 3 clusters Score -166980 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -166994.984375 Penalty: 2436.772461 Iteration 9Q: 3 clusters Score -166995 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -167015.500000 Penalty: 2436.772461 Iteration 10Q: 3 clusters Score -167015.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -167048.421875 Penalty: 2436.772461 Iteration 11Q: 3 clusters Score -167048.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -167094.734375 Penalty: 2436.772461 Iteration 12Q: 3 clusters Score -167094.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -167152.984375 Penalty: 2436.772461 Iteration 13Q: 3 clusters Score -167153 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -167211.671875 Penalty: 2436.772461 Iteration 14Q: 3 clusters Score -167211.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -167292.921875 Penalty: 2436.772461 Iteration 15Q: 3 clusters Score -167292.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -167422.953125 Penalty: 2436.772461 Iteration 16Q: 3 clusters Score -167423 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -167554.312500 Penalty: 2436.772461 Iteration 17Q: 3 clusters Score -167554.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -167697.500000 Penalty: 2436.772461 Iteration 18Q: 3 clusters Score -167697.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -167890.062500 Penalty: 2436.772461 Iteration 19Q: 3 clusters Score -167890.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -168018.890625 Penalty: 2436.772461 Iteration 20F: 3 clusters Score -168018.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -168052.312500 Penalty: 2436.772461 Iteration 21Q: 3 clusters Score -168052.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -168061.296875 Penalty: 2436.772461 Iteration 22Q: 3 clusters Score -168061.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -168067.562500 Penalty: 2436.772461 Iteration 23Q: 3 clusters Score -168067.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -168071.250000 Penalty: 2436.772461 Iteration 24Q: 3 clusters Score -168071.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -168071.781250 Penalty: 2436.772461 Iteration 25Q: 3 clusters Score -168071.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -168072.453125 Penalty: 2436.772461 Iteration 26Q: 3 clusters Score -168072.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -168072.453125 Penalty: 2436.772461 Iteration 27F: 3 clusters Score -168072.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (682 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Entering Unmasked Estep Score: -56128.191406 Penalty: 1060.317261 Iteration 0F: 2 clusters Score -56128.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -54982.703125 Penalty: 2120.634521 Iteration 0F: 3 clusters Score -54982.7 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -55172.886719 Penalty: 2120.634521 Iteration 1F: 3 clusters Score -55172.89 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -55217.710938 Penalty: 2120.634521 Iteration 2F: 3 clusters Score -55217.71 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -55248.039062 Penalty: 2120.634521 Iteration 3Q: 3 clusters Score -55248.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -55261.648438 Penalty: 2120.634521 Iteration 4Q: 3 clusters Score -55261.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -55266.777344 Penalty: 2120.634521 Iteration 5Q: 3 clusters Score -55266.78 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -55272.734375 Penalty: 2120.634521 Iteration 6Q: 3 clusters Score -55272.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -55277.292969 Penalty: 2120.634521 Iteration 7Q: 3 clusters Score -55277.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -55282.808594 Penalty: 2120.634521 Iteration 8Q: 3 clusters Score -55282.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -55284.714844 Penalty: 2120.634521 Iteration 9Q: 3 clusters Score -55284.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -55294.164062 Penalty: 2120.634521 Iteration 10Q: 3 clusters Score -55294.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -55307.300781 Penalty: 2120.634521 Iteration 11Q: 3 clusters Score -55307.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -55313.511719 Penalty: 2120.634521 Iteration 12Q: 3 clusters Score -55313.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -55324.019531 Penalty: 2120.634521 Iteration 13Q: 3 clusters Score -55324.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -55327.757812 Penalty: 2120.634521 Iteration 14Q: 3 clusters Score -55327.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -55332.296875 Penalty: 2120.634521 Iteration 15Q: 3 clusters Score -55332.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -55333.375000 Penalty: 2120.634521 Iteration 16Q: 3 clusters Score -55333.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -55334.546875 Penalty: 2120.634521 Iteration 17Q: 3 clusters Score -55334.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -55336.195312 Penalty: 2120.634521 Iteration 18Q: 3 clusters Score -55336.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -55336.195312 Penalty: 2120.634521 Iteration 19F: 3 clusters Score -55336.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (24016 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24016 members Entering Unmasked Estep Score: -2176151.750000 Penalty: 1639.052246 Iteration 0F: 2 clusters Score -2176152 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11930 members Mstep: Class 2 contains 12086 members Entering Unmasked Estep Score: -2159959.750000 Penalty: 3278.104492 Iteration 0F: 3 clusters Score -2159960 nChanged 10826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11492 members Mstep: Class 2 contains 12524 members Entering Unmasked Estep Score: -2165728.250000 Penalty: 3278.104492 Iteration 1F: 3 clusters Score -2165728 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11288 members Mstep: Class 2 contains 12728 members Entering Unmasked Estep Score: -2166056.250000 Penalty: 3278.104492 Iteration 2Q: 3 clusters Score -2166056 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10957 members Mstep: Class 2 contains 13059 members Entering Unmasked Estep Score: -2166366.500000 Penalty: 3278.104492 Iteration 3Q: 3 clusters Score -2166366 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10463 members Mstep: Class 2 contains 13553 members Entering Unmasked Estep Score: -2166746.750000 Penalty: 3278.104492 Iteration 4Q: 3 clusters Score -2166747 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9780 members Mstep: Class 2 contains 14236 members Entering Unmasked Estep Score: -2167246.750000 Penalty: 3278.104492 Iteration 5Q: 3 clusters Score -2167247 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8832 members Mstep: Class 2 contains 15184 members Entering Unmasked Estep Score: -2167940.000000 Penalty: 3278.104492 Iteration 6Q: 3 clusters Score -2167940 nChanged 1367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7649 members Mstep: Class 2 contains 16367 members Entering Unmasked Estep Score: -2169008.500000 Penalty: 3278.104492 Iteration 7F: 3 clusters Score -2169008 nChanged 1422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6409 members Mstep: Class 2 contains 17607 members Entering Unmasked Estep Score: -2170809.750000 Penalty: 3278.104492 Iteration 8F: 3 clusters Score -2170810 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 18383 members Entering Unmasked Estep Score: -2173124.000000 Penalty: 3278.104492 Iteration 9Q: 3 clusters Score -2173124 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 18215 members Entering Unmasked Estep Score: -2174266.250000 Penalty: 3278.104492 Iteration 10Q: 3 clusters Score -2174266 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6232 members Mstep: Class 2 contains 17784 members Entering Unmasked Estep Score: -2174986.000000 Penalty: 3278.104492 Iteration 11Q: 3 clusters Score -2174986 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6700 members Mstep: Class 2 contains 17316 members Entering Unmasked Estep Score: -2175570.500000 Penalty: 3278.104492 Iteration 12Q: 3 clusters Score -2175570 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7212 members Mstep: Class 2 contains 16804 members Entering Unmasked Estep Score: -2176083.000000 Penalty: 3278.104492 Iteration 13Q: 3 clusters Score -2176083 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7794 members Mstep: Class 2 contains 16222 members Entering Unmasked Estep Score: -2176545.000000 Penalty: 3278.104492 Iteration 14Q: 3 clusters Score -2176545 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8402 members Mstep: Class 2 contains 15614 members Entering Unmasked Estep Score: -2177000.250000 Penalty: 3278.104492 Iteration 15Q: 3 clusters Score -2177000 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9105 members Mstep: Class 2 contains 14911 members Entering Unmasked Estep Score: -2177471.250000 Penalty: 3278.104492 Iteration 16Q: 3 clusters Score -2177471 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9858 members Mstep: Class 2 contains 14158 members Entering Unmasked Estep Score: -2177972.000000 Penalty: 3278.104492 Iteration 17Q: 3 clusters Score -2177972 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10680 members Mstep: Class 2 contains 13336 members Entering Unmasked Estep Score: -2178489.500000 Penalty: 3278.104492 Iteration 18Q: 3 clusters Score -2178490 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11486 members Mstep: Class 2 contains 12530 members Entering Unmasked Estep Score: -2178962.000000 Penalty: 3278.104492 Iteration 19Q: 3 clusters Score -2178962 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12215 members Mstep: Class 2 contains 11801 members Entering Unmasked Estep Score: -2179423.750000 Penalty: 3278.104492 Iteration 20F: 3 clusters Score -2179424 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12908 members Mstep: Class 2 contains 11108 members Entering Unmasked Estep Score: -2179823.500000 Penalty: 3278.104492 Iteration 21Q: 3 clusters Score -2179824 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13481 members Mstep: Class 2 contains 10535 members Entering Unmasked Estep Score: -2180133.500000 Penalty: 3278.104492 Iteration 22Q: 3 clusters Score -2180134 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13930 members Mstep: Class 2 contains 10086 members Entering Unmasked Estep Score: -2180350.000000 Penalty: 3278.104492 Iteration 23Q: 3 clusters Score -2180350 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14257 members Mstep: Class 2 contains 9759 members Entering Unmasked Estep Score: -2180481.250000 Penalty: 3278.104492 Iteration 24Q: 3 clusters Score -2180481 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14498 members Mstep: Class 2 contains 9518 members Entering Unmasked Estep Score: -2180556.500000 Penalty: 3278.104492 Iteration 25Q: 3 clusters Score -2180556 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14658 members Mstep: Class 2 contains 9358 members Entering Unmasked Estep Score: -2180583.500000 Penalty: 3278.104492 Iteration 26Q: 3 clusters Score -2180584 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14783 members Mstep: Class 2 contains 9233 members Entering Unmasked Estep Score: -2180613.000000 Penalty: 3278.104492 Iteration 27Q: 3 clusters Score -2180613 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14878 members Mstep: Class 2 contains 9138 members Entering Unmasked Estep Score: -2180611.750000 Penalty: 3278.104492 Iteration 28Q: 3 clusters Score -2180612 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14965 members Mstep: Class 2 contains 9051 members Entering Unmasked Estep Score: -2180633.250000 Penalty: 3278.104492 Iteration 29Q: 3 clusters Score -2180633 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15036 members Mstep: Class 2 contains 8980 members Entering Unmasked Estep Score: -2180643.250000 Penalty: 3278.104492 Iteration 30Q: 3 clusters Score -2180643 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15084 members Mstep: Class 2 contains 8932 members Entering Unmasked Estep Score: -2180647.500000 Penalty: 3278.104492 Iteration 31Q: 3 clusters Score -2180648 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15126 members Mstep: Class 2 contains 8890 members Entering Unmasked Estep Score: -2180659.500000 Penalty: 3278.104492 Iteration 32Q: 3 clusters Score -2180660 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15167 members Mstep: Class 2 contains 8849 members Entering Unmasked Estep Score: -2180658.500000 Penalty: 3278.104492 Iteration 33Q: 3 clusters Score -2180658 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15197 members Mstep: Class 2 contains 8819 members Entering Unmasked Estep Score: -2180664.250000 Penalty: 3278.104492 Iteration 34Q: 3 clusters Score -2180664 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15217 members Mstep: Class 2 contains 8799 members Entering Unmasked Estep Score: -2180662.500000 Penalty: 3278.104492 Iteration 35Q: 3 clusters Score -2180662 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15234 members Mstep: Class 2 contains 8782 members Entering Unmasked Estep Score: -2180662.250000 Penalty: 3278.104492 Iteration 36Q: 3 clusters Score -2180662 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15250 members Mstep: Class 2 contains 8766 members Entering Unmasked Estep Score: -2180660.000000 Penalty: 3278.104492 Iteration 37Q: 3 clusters Score -2180660 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15261 members Mstep: Class 2 contains 8755 members Entering Unmasked Estep Score: -2180660.750000 Penalty: 3278.104492 Iteration 38Q: 3 clusters Score -2180661 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15266 members Mstep: Class 2 contains 8750 members Entering Unmasked Estep Score: -2180659.750000 Penalty: 3278.104492 Iteration 39Q: 3 clusters Score -2180660 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15269 members Mstep: Class 2 contains 8747 members Entering Unmasked Estep Score: -2180658.250000 Penalty: 3278.104492 Iteration 40F: 3 clusters Score -2180658 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15275 members Mstep: Class 2 contains 8741 members Entering Unmasked Estep Score: -2180662.000000 Penalty: 3278.104492 Iteration 41Q: 3 clusters Score -2180662 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15278 members Mstep: Class 2 contains 8738 members Entering Unmasked Estep Score: -2180666.250000 Penalty: 3278.104492 Iteration 42Q: 3 clusters Score -2180666 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15282 members Mstep: Class 2 contains 8734 members Entering Unmasked Estep Score: -2180662.500000 Penalty: 3278.104492 Iteration 43Q: 3 clusters Score -2180662 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15286 members Mstep: Class 2 contains 8730 members Entering Unmasked Estep Score: -2180661.750000 Penalty: 3278.104492 Iteration 44Q: 3 clusters Score -2180662 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15289 members Mstep: Class 2 contains 8727 members Entering Unmasked Estep Score: -2180662.500000 Penalty: 3278.104492 Iteration 45Q: 3 clusters Score -2180662 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15292 members Mstep: Class 2 contains 8724 members Entering Unmasked Estep Score: -2180660.750000 Penalty: 3278.104492 Iteration 46Q: 3 clusters Score -2180661 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15296 members Mstep: Class 2 contains 8720 members Entering Unmasked Estep Score: -2180664.500000 Penalty: 3278.104492 Iteration 47Q: 3 clusters Score -2180664 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15303 members Mstep: Class 2 contains 8713 members Entering Unmasked Estep Score: -2180661.750000 Penalty: 3278.104492 Iteration 48Q: 3 clusters Score -2180662 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15309 members Mstep: Class 2 contains 8707 members Entering Unmasked Estep Score: -2180662.750000 Penalty: 3278.104492 Iteration 49Q: 3 clusters Score -2180663 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15318 members Mstep: Class 2 contains 8698 members Entering Unmasked Estep Score: -2180663.500000 Penalty: 3278.104492 Iteration 50Q: 3 clusters Score -2180664 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15328 members Mstep: Class 2 contains 8688 members Entering Unmasked Estep Score: -2180666.250000 Penalty: 3278.104492 Iteration 51Q: 3 clusters Score -2180666 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15341 members Mstep: Class 2 contains 8675 members Entering Unmasked Estep Score: -2180667.000000 Penalty: 3278.104492 Iteration 52Q: 3 clusters Score -2180667 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15347 members Mstep: Class 2 contains 8669 members Entering Unmasked Estep Score: -2180670.250000 Penalty: 3278.104492 Iteration 53Q: 3 clusters Score -2180670 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15352 members Mstep: Class 2 contains 8664 members Entering Unmasked Estep Score: -2180670.750000 Penalty: 3278.104492 Iteration 54Q: 3 clusters Score -2180671 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15360 members Mstep: Class 2 contains 8656 members Entering Unmasked Estep Score: -2180670.000000 Penalty: 3278.104492 Iteration 55Q: 3 clusters Score -2180670 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15370 members Mstep: Class 2 contains 8646 members Entering Unmasked Estep Score: -2180673.750000 Penalty: 3278.104492 Iteration 56Q: 3 clusters Score -2180674 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15380 members Mstep: Class 2 contains 8636 members Entering Unmasked Estep Score: -2180676.250000 Penalty: 3278.104492 Iteration 57Q: 3 clusters Score -2180676 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15394 members Mstep: Class 2 contains 8622 members Entering Unmasked Estep Score: -2180675.000000 Penalty: 3278.104492 Iteration 58Q: 3 clusters Score -2180675 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15415 members Mstep: Class 2 contains 8601 members Entering Unmasked Estep Score: -2180673.250000 Penalty: 3278.104492 Iteration 59Q: 3 clusters Score -2180673 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15427 members Mstep: Class 2 contains 8589 members Entering Unmasked Estep Score: -2180676.750000 Penalty: 3278.104492 Iteration 60F: 3 clusters Score -2180677 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15444 members Mstep: Class 2 contains 8572 members Entering Unmasked Estep Score: -2180672.750000 Penalty: 3278.104492 Iteration 61Q: 3 clusters Score -2180673 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15462 members Mstep: Class 2 contains 8554 members Entering Unmasked Estep Score: -2180676.000000 Penalty: 3278.104492 Iteration 62Q: 3 clusters Score -2180676 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15478 members Mstep: Class 2 contains 8538 members Entering Unmasked Estep Score: -2180676.750000 Penalty: 3278.104492 Iteration 63Q: 3 clusters Score -2180677 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15488 members Mstep: Class 2 contains 8528 members Entering Unmasked Estep Score: -2180678.500000 Penalty: 3278.104492 Iteration 64Q: 3 clusters Score -2180678 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15501 members Mstep: Class 2 contains 8515 members Entering Unmasked Estep Score: -2180681.500000 Penalty: 3278.104492 Iteration 65Q: 3 clusters Score -2180682 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15511 members Mstep: Class 2 contains 8505 members Entering Unmasked Estep Score: -2180680.750000 Penalty: 3278.104492 Iteration 66Q: 3 clusters Score -2180681 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15516 members Mstep: Class 2 contains 8500 members Entering Unmasked Estep Score: -2180683.750000 Penalty: 3278.104492 Iteration 67Q: 3 clusters Score -2180684 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15520 members Mstep: Class 2 contains 8496 members Entering Unmasked Estep Score: -2180682.750000 Penalty: 3278.104492 Iteration 68Q: 3 clusters Score -2180683 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15523 members Mstep: Class 2 contains 8493 members Entering Unmasked Estep Score: -2180682.000000 Penalty: 3278.104492 Iteration 69Q: 3 clusters Score -2180682 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15525 members Mstep: Class 2 contains 8491 members Entering Unmasked Estep Score: -2180686.250000 Penalty: 3278.104492 Iteration 70Q: 3 clusters Score -2180686 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15531 members Mstep: Class 2 contains 8485 members Entering Unmasked Estep Score: -2180684.500000 Penalty: 3278.104492 Iteration 71Q: 3 clusters Score -2180684 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15535 members Mstep: Class 2 contains 8481 members Entering Unmasked Estep Score: -2180684.500000 Penalty: 3278.104492 Iteration 72Q: 3 clusters Score -2180684 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15538 members Mstep: Class 2 contains 8478 members Entering Unmasked Estep Score: -2180681.000000 Penalty: 3278.104492 Iteration 73Q: 3 clusters Score -2180681 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15543 members Mstep: Class 2 contains 8473 members Entering Unmasked Estep Score: -2180679.750000 Penalty: 3278.104492 Iteration 74Q: 3 clusters Score -2180680 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15551 members Mstep: Class 2 contains 8465 members Entering Unmasked Estep Score: -2180687.250000 Penalty: 3278.104492 Iteration 75Q: 3 clusters Score -2180687 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15558 members Mstep: Class 2 contains 8458 members Entering Unmasked Estep Score: -2180688.000000 Penalty: 3278.104492 Iteration 76Q: 3 clusters Score -2180688 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15570 members Mstep: Class 2 contains 8446 members Entering Unmasked Estep Score: -2180682.500000 Penalty: 3278.104492 Iteration 77Q: 3 clusters Score -2180682 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15584 members Mstep: Class 2 contains 8432 members Entering Unmasked Estep Score: -2180690.750000 Penalty: 3278.104492 Iteration 78Q: 3 clusters Score -2180691 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15596 members Mstep: Class 2 contains 8420 members Entering Unmasked Estep Score: -2180686.500000 Penalty: 3278.104492 Iteration 79Q: 3 clusters Score -2180686 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15608 members Mstep: Class 2 contains 8408 members Entering Unmasked Estep Score: -2180686.250000 Penalty: 3278.104492 Iteration 80F: 3 clusters Score -2180686 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15627 members Mstep: Class 2 contains 8389 members Entering Unmasked Estep Score: -2180690.750000 Penalty: 3278.104492 Iteration 81Q: 3 clusters Score -2180691 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15644 members Mstep: Class 2 contains 8372 members Entering Unmasked Estep Score: -2180689.250000 Penalty: 3278.104492 Iteration 82Q: 3 clusters Score -2180689 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15656 members Mstep: Class 2 contains 8360 members Entering Unmasked Estep Score: -2180689.750000 Penalty: 3278.104492 Iteration 83Q: 3 clusters Score -2180690 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15667 members Mstep: Class 2 contains 8349 members Entering Unmasked Estep Score: -2180692.250000 Penalty: 3278.104492 Iteration 84Q: 3 clusters Score -2180692 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15676 members Mstep: Class 2 contains 8340 members Entering Unmasked Estep Score: -2180693.000000 Penalty: 3278.104492 Iteration 85Q: 3 clusters Score -2180693 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15683 members Mstep: Class 2 contains 8333 members Entering Unmasked Estep Score: -2180696.750000 Penalty: 3278.104492 Iteration 86Q: 3 clusters Score -2180697 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15687 members Mstep: Class 2 contains 8329 members Entering Unmasked Estep Score: -2180695.250000 Penalty: 3278.104492 Iteration 87Q: 3 clusters Score -2180695 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15691 members Mstep: Class 2 contains 8325 members Entering Unmasked Estep Score: -2180695.500000 Penalty: 3278.104492 Iteration 88Q: 3 clusters Score -2180696 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15692 members Mstep: Class 2 contains 8324 members Entering Unmasked Estep Score: -2180694.750000 Penalty: 3278.104492 Iteration 89Q: 3 clusters Score -2180695 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15695 members Mstep: Class 2 contains 8321 members Entering Unmasked Estep Score: -2180692.250000 Penalty: 3278.104492 Iteration 90Q: 3 clusters Score -2180692 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15701 members Mstep: Class 2 contains 8315 members Entering Unmasked Estep Score: -2180698.000000 Penalty: 3278.104492 Iteration 91Q: 3 clusters Score -2180698 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15703 members Mstep: Class 2 contains 8313 members Entering Unmasked Estep Score: -2180694.750000 Penalty: 3278.104492 Iteration 92Q: 3 clusters Score -2180695 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15706 members Mstep: Class 2 contains 8310 members Entering Unmasked Estep Score: -2180693.750000 Penalty: 3278.104492 Iteration 93Q: 3 clusters Score -2180694 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15708 members Mstep: Class 2 contains 8308 members Entering Unmasked Estep Score: -2180696.000000 Penalty: 3278.104492 Iteration 94Q: 3 clusters Score -2180696 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15711 members Mstep: Class 2 contains 8305 members Entering Unmasked Estep Score: -2180698.000000 Penalty: 3278.104492 Iteration 95Q: 3 clusters Score -2180698 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15715 members Mstep: Class 2 contains 8301 members Entering Unmasked Estep Score: -2180699.750000 Penalty: 3278.104492 Iteration 96Q: 3 clusters Score -2180700 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15716 members Mstep: Class 2 contains 8300 members Entering Unmasked Estep Score: -2180697.750000 Penalty: 3278.104492 Iteration 97Q: 3 clusters Score -2180698 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15717 members Mstep: Class 2 contains 8299 members Entering Unmasked Estep Score: -2180698.750000 Penalty: 3278.104492 Iteration 98Q: 3 clusters Score -2180699 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15719 members Mstep: Class 2 contains 8297 members Entering Unmasked Estep Score: -2180700.000000 Penalty: 3278.104492 Iteration 99Q: 3 clusters Score -2180700 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15720 members Mstep: Class 2 contains 8296 members Entering Unmasked Estep Score: -2180701.500000 Penalty: 3278.104492 Iteration 100F: 3 clusters Score -2180702 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15722 members Mstep: Class 2 contains 8294 members Entering Unmasked Estep Score: -2180698.500000 Penalty: 3278.104492 Iteration 101Q: 3 clusters Score -2180698 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15723 members Mstep: Class 2 contains 8293 members Entering Unmasked Estep Score: -2180699.250000 Penalty: 3278.104492 Iteration 102Q: 3 clusters Score -2180699 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15724 members Mstep: Class 2 contains 8292 members Entering Unmasked Estep Score: -2180700.000000 Penalty: 3278.104492 Iteration 103Q: 3 clusters Score -2180700 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15725 members Mstep: Class 2 contains 8291 members Entering Unmasked Estep Score: -2180697.500000 Penalty: 3278.104492 Iteration 104Q: 3 clusters Score -2180698 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15725 members Mstep: Class 2 contains 8291 members Entering Unmasked Estep Score: -2180697.500000 Penalty: 3278.104492 Iteration 105F: 3 clusters Score -2180698 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1690 members Mstep: Class 4 contains 18802 members Mstep: Class 5 contains 2442 members Mstep: Class 6 contains 440 members Mstep: Class 7 contains 16245 members Mstep: Class 8 contains 1088 members Mstep: Class 9 contains 3296 members Mstep: Class 10 contains 2565 members Mstep: Class 11 contains 300 members Mstep: Class 12 contains 981 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 681 members Mstep: Class 15 contains 975 members Mstep: Class 16 contains 8291 members Mstep: Class 17 contains 4242 members Mstep: Class 18 contains 5508 members Mstep: Class 19 contains 1804 members Mstep: Class 21 contains 682 members Mstep: Class 22 contains 15725 members Entering Unmasked Estep Score: -8391484.000000 Penalty: 38999.683594 Splitting cluster 22 changes total score from -8384401.000000 to -8391484.000000 So it's getting split into cluster 16. Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1690 members Mstep: Class 4 contains 18802 members Mstep: Class 6 contains 440 members Mstep: Class 7 contains 16245 members Mstep: Class 8 contains 1088 members Mstep: Class 9 contains 3296 members Mstep: Class 11 contains 300 members Mstep: Class 13 contains 577 members Mstep: Class 15 contains 975 members Mstep: Class 17 contains 4242 members Mstep: Class 18 contains 5508 members Mstep: Class 19 contains 1804 members Mstep: Class 21 contains 682 members Mstep: Class 22 contains 15725 members Entering Unmasked Estep ConsiderDeletion Score: -8392107.000000 Penalty: 38999.683594 Iteration 39Q: 22 clusters Score -8392107 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 2872 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 18814 members Mstep: Class 5 contains 2468 members Mstep: Class 6 contains 440 members Mstep: Class 7 contains 16269 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 3326 members Mstep: Class 10 contains 2488 members Mstep: Class 11 contains 324 members Mstep: Class 12 contains 981 members Mstep: Class 13 contains 578 members Mstep: Class 14 contains 673 members Mstep: Class 15 contains 984 members Mstep: Class 16 contains 8165 members Mstep: Class 17 contains 4241 members Mstep: Class 18 contains 5531 members Mstep: Class 19 contains 1663 members Mstep: Class 21 contains 784 members Mstep: Class 22 contains 15855 members Entering Unmasked Estep ConsiderDeletion Score: -8393169.000000 Penalty: 38999.683594 Iteration 40F: 22 clusters Score -8393169 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 2872 members Mstep: Class 3 contains 1681 members Mstep: Class 4 contains 18714 members Mstep: Class 5 contains 2688 members Mstep: Class 6 contains 420 members Mstep: Class 7 contains 16335 members Mstep: Class 8 contains 1081 members Mstep: Class 9 contains 3299 members Mstep: Class 10 contains 2438 members Mstep: Class 11 contains 330 members Mstep: Class 12 contains 986 members Mstep: Class 13 contains 541 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 986 members Mstep: Class 16 contains 8089 members Mstep: Class 17 contains 4235 members Mstep: Class 18 contains 5520 members Mstep: Class 19 contains 1569 members Mstep: Class 21 contains 832 members Mstep: Class 22 contains 15918 members Entering Unmasked Estep ConsiderDeletion Score: -8393702.000000 Penalty: 38999.683594 Iteration 41Q: 22 clusters Score -8393702 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1671 members Mstep: Class 4 contains 18656 members Mstep: Class 5 contains 2827 members Mstep: Class 6 contains 418 members Mstep: Class 7 contains 16355 members Mstep: Class 8 contains 1076 members Mstep: Class 9 contains 3271 members Mstep: Class 10 contains 2396 members Mstep: Class 11 contains 334 members Mstep: Class 12 contains 991 members Mstep: Class 13 contains 532 members Mstep: Class 14 contains 741 members Mstep: Class 15 contains 987 members Mstep: Class 16 contains 7972 members Mstep: Class 17 contains 4233 members Mstep: Class 18 contains 5545 members Mstep: Class 19 contains 1499 members Mstep: Class 21 contains 896 members Mstep: Class 22 contains 16014 members Entering Unmasked Estep ConsiderDeletion Score: -8394002.000000 Penalty: 38999.683594 Iteration 42Q: 22 clusters Score -8394002 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 2872 members Mstep: Class 3 contains 1661 members Mstep: Class 4 contains 18624 members Mstep: Class 5 contains 2903 members Mstep: Class 6 contains 421 members Mstep: Class 7 contains 16367 members Mstep: Class 8 contains 1075 members Mstep: Class 9 contains 3257 members Mstep: Class 10 contains 2367 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 992 members Mstep: Class 13 contains 529 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 987 members Mstep: Class 16 contains 7822 members Mstep: Class 17 contains 4233 members Mstep: Class 18 contains 5573 members Mstep: Class 19 contains 1451 members Mstep: Class 21 contains 978 members Mstep: Class 22 contains 16107 members Entering Unmasked Estep ConsiderDeletion Score: -8394211.000000 Penalty: 38999.683594 Iteration 43Q: 22 clusters Score -8394211 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 2872 members Mstep: Class 3 contains 1654 members Mstep: Class 4 contains 18603 members Mstep: Class 5 contains 2956 members Mstep: Class 6 contains 421 members Mstep: Class 7 contains 16370 members Mstep: Class 8 contains 1074 members Mstep: Class 9 contains 3243 members Mstep: Class 10 contains 2344 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 993 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 745 members Mstep: Class 15 contains 987 members Mstep: Class 16 contains 7641 members Mstep: Class 17 contains 4235 members Mstep: Class 18 contains 5599 members Mstep: Class 19 contains 1407 members Mstep: Class 21 contains 1078 members Mstep: Class 22 contains 16217 members Entering Unmasked Estep ConsiderDeletion Score: -8394443.000000 Penalty: 38999.683594 Iteration 44Q: 22 clusters Score -8394443 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 2872 members Mstep: Class 3 contains 1656 members Mstep: Class 4 contains 18589 members Mstep: Class 5 contains 2995 members Mstep: Class 6 contains 423 members Mstep: Class 7 contains 16372 members Mstep: Class 8 contains 1074 members Mstep: Class 9 contains 3231 members Mstep: Class 10 contains 2327 members Mstep: Class 11 contains 342 members Mstep: Class 12 contains 995 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 745 members Mstep: Class 15 contains 987 members Mstep: Class 16 contains 7399 members Mstep: Class 17 contains 4235 members Mstep: Class 18 contains 5614 members Mstep: Class 19 contains 1383 members Mstep: Class 21 contains 1207 members Mstep: Class 22 contains 16342 members Entering Unmasked Estep ConsiderDeletion Score: -8394828.000000 Penalty: 38999.683594 Iteration 45Q: 22 clusters Score -8394828 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 2872 members Mstep: Class 3 contains 1659 members Mstep: Class 4 contains 18584 members Mstep: Class 5 contains 3022 members Mstep: Class 6 contains 425 members Mstep: Class 7 contains 16373 members Mstep: Class 8 contains 1074 members Mstep: Class 9 contains 3222 members Mstep: Class 10 contains 2311 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 996 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 745 members Mstep: Class 15 contains 987 members Mstep: Class 16 contains 7014 members Mstep: Class 17 contains 4236 members Mstep: Class 18 contains 5625 members Mstep: Class 19 contains 1363 members Mstep: Class 21 contains 1446 members Mstep: Class 22 contains 16496 members Entering Unmasked Estep ConsiderDeletion Score: -8396376.000000 Penalty: 38999.683594 Iteration 46Q: 22 clusters Score -8396376 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 2872 members Mstep: Class 3 contains 1653 members Mstep: Class 4 contains 18578 members Mstep: Class 5 contains 3048 members Mstep: Class 6 contains 427 members Mstep: Class 7 contains 16375 members Mstep: Class 8 contains 1074 members Mstep: Class 9 contains 3214 members Mstep: Class 10 contains 2299 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 745 members Mstep: Class 15 contains 988 members Mstep: Class 16 contains 6571 members Mstep: Class 17 contains 4234 members Mstep: Class 18 contains 5634 members Mstep: Class 19 contains 1344 members Mstep: Class 21 contains 1748 members Mstep: Class 22 contains 16650 members Entering Unmasked Estep ConsiderDeletion Score: -8400019.000000 Penalty: 38999.683594 Iteration 47Q: 22 clusters Score -8400019 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 2874 members Mstep: Class 3 contains 1655 members Mstep: Class 4 contains 18571 members Mstep: Class 5 contains 3073 members Mstep: Class 6 contains 433 members Mstep: Class 7 contains 16376 members Mstep: Class 8 contains 1074 members Mstep: Class 9 contains 3204 members Mstep: Class 10 contains 2292 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 745 members Mstep: Class 15 contains 989 members Mstep: Class 16 contains 6550 members Mstep: Class 17 contains 4234 members Mstep: Class 18 contains 5637 members Mstep: Class 19 contains 1330 members Mstep: Class 21 contains 1803 members Mstep: Class 22 contains 16613 members Entering Unmasked Estep ConsiderDeletion Score: -8400298.000000 Penalty: 38999.683594 Iteration 48Q: 22 clusters Score -8400298 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 2874 members Mstep: Class 3 contains 1663 members Mstep: Class 4 contains 18568 members Mstep: Class 5 contains 3089 members Mstep: Class 6 contains 436 members Mstep: Class 7 contains 16376 members Mstep: Class 8 contains 1074 members Mstep: Class 9 contains 3196 members Mstep: Class 10 contains 2289 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6534 members Mstep: Class 17 contains 4232 members Mstep: Class 18 contains 5641 members Mstep: Class 19 contains 1314 members Mstep: Class 21 contains 1865 members Mstep: Class 22 contains 16565 members Entering Unmasked Estep ConsiderDeletion Score: -8400457.000000 Penalty: 38999.683594 Iteration 49Q: 22 clusters Score -8400457 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 2874 members Mstep: Class 3 contains 1671 members Mstep: Class 4 contains 18563 members Mstep: Class 5 contains 3111 members Mstep: Class 6 contains 439 members Mstep: Class 7 contains 16376 members Mstep: Class 8 contains 1074 members Mstep: Class 9 contains 3184 members Mstep: Class 10 contains 2285 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6510 members Mstep: Class 17 contains 4231 members Mstep: Class 18 contains 5642 members Mstep: Class 19 contains 1303 members Mstep: Class 21 contains 1910 members Mstep: Class 22 contains 16543 members Entering Unmasked Estep ConsiderDeletion Score: -8400567.000000 Penalty: 38999.683594 Iteration 50Q: 22 clusters Score -8400567 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 2874 members Mstep: Class 3 contains 1677 members Mstep: Class 4 contains 18561 members Mstep: Class 5 contains 3125 members Mstep: Class 6 contains 438 members Mstep: Class 7 contains 16377 members Mstep: Class 8 contains 1074 members Mstep: Class 9 contains 3176 members Mstep: Class 10 contains 2281 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6478 members Mstep: Class 17 contains 4231 members Mstep: Class 18 contains 5646 members Mstep: Class 19 contains 1291 members Mstep: Class 21 contains 1952 members Mstep: Class 22 contains 16535 members Entering Unmasked Estep ConsiderDeletion Score: -8400628.000000 Penalty: 38999.683594 Iteration 51Q: 22 clusters Score -8400628 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2874 members Mstep: Class 3 contains 1681 members Mstep: Class 4 contains 18560 members Mstep: Class 5 contains 3135 members Mstep: Class 6 contains 434 members Mstep: Class 7 contains 16377 members Mstep: Class 8 contains 1073 members Mstep: Class 9 contains 3170 members Mstep: Class 10 contains 2280 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6444 members Mstep: Class 17 contains 4232 members Mstep: Class 18 contains 5648 members Mstep: Class 19 contains 1286 members Mstep: Class 21 contains 1988 members Mstep: Class 22 contains 16535 members Entering Unmasked Estep ConsiderDeletion Score: -8400686.000000 Penalty: 38999.683594 Iteration 52Q: 22 clusters Score -8400686 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2874 members Mstep: Class 3 contains 1687 members Mstep: Class 4 contains 18559 members Mstep: Class 5 contains 3145 members Mstep: Class 6 contains 435 members Mstep: Class 7 contains 16378 members Mstep: Class 8 contains 1073 members Mstep: Class 9 contains 3163 members Mstep: Class 10 contains 2277 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6415 members Mstep: Class 17 contains 4233 members Mstep: Class 18 contains 5652 members Mstep: Class 19 contains 1277 members Mstep: Class 21 contains 2011 members Mstep: Class 22 contains 16538 members Entering Unmasked Estep ConsiderDeletion Score: -8400701.000000 Penalty: 38999.683594 Iteration 53Q: 22 clusters Score -8400701 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1693 members Mstep: Class 4 contains 18558 members Mstep: Class 5 contains 3149 members Mstep: Class 6 contains 436 members Mstep: Class 7 contains 16379 members Mstep: Class 8 contains 1073 members Mstep: Class 9 contains 3157 members Mstep: Class 10 contains 2278 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6389 members Mstep: Class 17 contains 4232 members Mstep: Class 18 contains 5657 members Mstep: Class 19 contains 1271 members Mstep: Class 21 contains 2032 members Mstep: Class 22 contains 16540 members Entering Unmasked Estep ConsiderDeletion Score: -8400732.000000 Penalty: 38999.683594 Iteration 54Q: 22 clusters Score -8400732 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1697 members Mstep: Class 4 contains 18557 members Mstep: Class 5 contains 3154 members Mstep: Class 6 contains 436 members Mstep: Class 7 contains 16379 members Mstep: Class 8 contains 1073 members Mstep: Class 9 contains 3152 members Mstep: Class 10 contains 2279 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6374 members Mstep: Class 17 contains 4232 members Mstep: Class 18 contains 5662 members Mstep: Class 19 contains 1266 members Mstep: Class 21 contains 2039 members Mstep: Class 22 contains 16544 members Entering Unmasked Estep ConsiderDeletion Score: -8400735.000000 Penalty: 38999.683594 Iteration 55Q: 22 clusters Score -8400735 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1701 members Mstep: Class 4 contains 18555 members Mstep: Class 5 contains 3160 members Mstep: Class 6 contains 436 members Mstep: Class 7 contains 16379 members Mstep: Class 8 contains 1073 members Mstep: Class 9 contains 3150 members Mstep: Class 10 contains 2278 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6365 members Mstep: Class 17 contains 4231 members Mstep: Class 18 contains 5664 members Mstep: Class 19 contains 1260 members Mstep: Class 21 contains 2041 members Mstep: Class 22 contains 16551 members Entering Unmasked Estep ConsiderDeletion Score: -8400741.000000 Penalty: 38999.683594 Iteration 56Q: 22 clusters Score -8400741 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1701 members Mstep: Class 4 contains 18555 members Mstep: Class 5 contains 3165 members Mstep: Class 6 contains 438 members Mstep: Class 7 contains 16379 members Mstep: Class 8 contains 1073 members Mstep: Class 9 contains 3145 members Mstep: Class 10 contains 2279 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6360 members Mstep: Class 17 contains 4230 members Mstep: Class 18 contains 5666 members Mstep: Class 19 contains 1253 members Mstep: Class 21 contains 2042 members Mstep: Class 22 contains 16558 members Entering Unmasked Estep ConsiderDeletion Score: -8400749.000000 Penalty: 38999.683594 Iteration 57Q: 22 clusters Score -8400749 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1702 members Mstep: Class 4 contains 18553 members Mstep: Class 5 contains 3174 members Mstep: Class 6 contains 438 members Mstep: Class 7 contains 16379 members Mstep: Class 8 contains 1073 members Mstep: Class 9 contains 3138 members Mstep: Class 10 contains 2280 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6359 members Mstep: Class 17 contains 4230 members Mstep: Class 18 contains 5665 members Mstep: Class 19 contains 1249 members Mstep: Class 21 contains 2041 members Mstep: Class 22 contains 16563 members Entering Unmasked Estep ConsiderDeletion Score: -8400762.000000 Penalty: 38999.683594 Iteration 58Q: 22 clusters Score -8400762 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1702 members Mstep: Class 4 contains 18552 members Mstep: Class 5 contains 3182 members Mstep: Class 6 contains 438 members Mstep: Class 7 contains 16380 members Mstep: Class 8 contains 1073 members Mstep: Class 9 contains 3130 members Mstep: Class 10 contains 2282 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6357 members Mstep: Class 17 contains 4230 members Mstep: Class 18 contains 5668 members Mstep: Class 19 contains 1242 members Mstep: Class 21 contains 2042 members Mstep: Class 22 contains 16566 members Entering Unmasked Estep ConsiderDeletion Score: -8400767.000000 Penalty: 38999.683594 Iteration 59Q: 22 clusters Score -8400767 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1702 members Mstep: Class 4 contains 18551 members Mstep: Class 5 contains 3190 members Mstep: Class 6 contains 438 members Mstep: Class 7 contains 16380 members Mstep: Class 8 contains 1073 members Mstep: Class 9 contains 3122 members Mstep: Class 10 contains 2283 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6354 members Mstep: Class 17 contains 4231 members Mstep: Class 18 contains 5672 members Mstep: Class 19 contains 1234 members Mstep: Class 21 contains 2043 members Mstep: Class 22 contains 16571 members Entering Unmasked Estep ConsiderDeletion Score: -8400804.000000 Penalty: 38999.683594 Iteration 60F: 22 clusters Score -8400804 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1705 members Mstep: Class 4 contains 18550 members Mstep: Class 5 contains 3202 members Mstep: Class 6 contains 438 members Mstep: Class 7 contains 16380 members Mstep: Class 8 contains 1073 members Mstep: Class 9 contains 3112 members Mstep: Class 10 contains 2281 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6342 members Mstep: Class 17 contains 4232 members Mstep: Class 18 contains 5675 members Mstep: Class 19 contains 1224 members Mstep: Class 21 contains 2054 members Mstep: Class 22 contains 16576 members Entering Unmasked Estep ConsiderDeletion Score: -8400784.000000 Penalty: 38999.683594 Iteration 61Q: 22 clusters Score -8400784 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1706 members Mstep: Class 4 contains 18549 members Mstep: Class 5 contains 3207 members Mstep: Class 6 contains 439 members Mstep: Class 7 contains 16380 members Mstep: Class 8 contains 1074 members Mstep: Class 9 contains 3109 members Mstep: Class 10 contains 2279 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6333 members Mstep: Class 17 contains 4232 members Mstep: Class 18 contains 5681 members Mstep: Class 19 contains 1209 members Mstep: Class 21 contains 2063 members Mstep: Class 22 contains 16583 members Entering Unmasked Estep ConsiderDeletion Score: -8400799.000000 Penalty: 38999.683594 Iteration 62Q: 22 clusters Score -8400799 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1707 members Mstep: Class 4 contains 18549 members Mstep: Class 5 contains 3210 members Mstep: Class 6 contains 439 members Mstep: Class 7 contains 16380 members Mstep: Class 8 contains 1074 members Mstep: Class 9 contains 3107 members Mstep: Class 10 contains 2278 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6329 members Mstep: Class 17 contains 4231 members Mstep: Class 18 contains 5690 members Mstep: Class 19 contains 1191 members Mstep: Class 21 contains 2068 members Mstep: Class 22 contains 16591 members Entering Unmasked Estep ConsiderDeletion Score: -8400825.000000 Penalty: 38999.683594 Iteration 63Q: 22 clusters Score -8400825 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1707 members Mstep: Class 4 contains 18548 members Mstep: Class 5 contains 3216 members Mstep: Class 6 contains 439 members Mstep: Class 7 contains 16381 members Mstep: Class 8 contains 1074 members Mstep: Class 9 contains 3104 members Mstep: Class 10 contains 2277 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6326 members Mstep: Class 17 contains 4231 members Mstep: Class 18 contains 5698 members Mstep: Class 19 contains 1171 members Mstep: Class 21 contains 2070 members Mstep: Class 22 contains 16602 members Entering Unmasked Estep ConsiderDeletion Score: -8400821.000000 Penalty: 38999.683594 Iteration 64Q: 22 clusters Score -8400821 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1709 members Mstep: Class 4 contains 18546 members Mstep: Class 5 contains 3220 members Mstep: Class 6 contains 439 members Mstep: Class 7 contains 16381 members Mstep: Class 8 contains 1075 members Mstep: Class 9 contains 3101 members Mstep: Class 10 contains 2278 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6323 members Mstep: Class 17 contains 4231 members Mstep: Class 18 contains 5707 members Mstep: Class 19 contains 1151 members Mstep: Class 21 contains 2073 members Mstep: Class 22 contains 16610 members Entering Unmasked Estep ConsiderDeletion Score: -8400847.000000 Penalty: 38999.683594 Iteration 65Q: 22 clusters Score -8400847 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1710 members Mstep: Class 4 contains 18546 members Mstep: Class 5 contains 3224 members Mstep: Class 6 contains 440 members Mstep: Class 7 contains 16381 members Mstep: Class 8 contains 1075 members Mstep: Class 9 contains 3097 members Mstep: Class 10 contains 2278 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6321 members Mstep: Class 17 contains 4231 members Mstep: Class 18 contains 5724 members Mstep: Class 19 contains 1127 members Mstep: Class 21 contains 2074 members Mstep: Class 22 contains 16616 members Entering Unmasked Estep ConsiderDeletion Score: -8400883.000000 Penalty: 38999.683594 Iteration 66Q: 22 clusters Score -8400883 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1712 members Mstep: Class 4 contains 18545 members Mstep: Class 5 contains 3228 members Mstep: Class 6 contains 440 members Mstep: Class 7 contains 16381 members Mstep: Class 8 contains 1075 members Mstep: Class 9 contains 3092 members Mstep: Class 10 contains 2279 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6318 members Mstep: Class 17 contains 4231 members Mstep: Class 18 contains 5744 members Mstep: Class 19 contains 1105 members Mstep: Class 21 contains 2077 members Mstep: Class 22 contains 16618 members Entering Unmasked Estep ConsiderDeletion Score: -8400926.000000 Penalty: 38999.683594 Iteration 67Q: 22 clusters Score -8400926 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1714 members Mstep: Class 4 contains 18544 members Mstep: Class 5 contains 3238 members Mstep: Class 6 contains 440 members Mstep: Class 7 contains 16381 members Mstep: Class 8 contains 1075 members Mstep: Class 9 contains 3085 members Mstep: Class 10 contains 2278 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6318 members Mstep: Class 17 contains 4231 members Mstep: Class 18 contains 5755 members Mstep: Class 19 contains 1085 members Mstep: Class 21 contains 2079 members Mstep: Class 22 contains 16622 members Entering Unmasked Estep ConsiderDeletion Score: -8400932.000000 Penalty: 38999.683594 Iteration 68Q: 22 clusters Score -8400932 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1717 members Mstep: Class 4 contains 18544 members Mstep: Class 5 contains 3242 members Mstep: Class 6 contains 439 members Mstep: Class 7 contains 16381 members Mstep: Class 8 contains 1075 members Mstep: Class 9 contains 3082 members Mstep: Class 10 contains 2279 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6318 members Mstep: Class 17 contains 4230 members Mstep: Class 18 contains 5771 members Mstep: Class 19 contains 1056 members Mstep: Class 21 contains 2082 members Mstep: Class 22 contains 16629 members Entering Unmasked Estep ConsiderDeletion Score: -8400992.000000 Penalty: 38999.683594 Iteration 69Q: 22 clusters Score -8400992 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1723 members Mstep: Class 4 contains 18542 members Mstep: Class 5 contains 3246 members Mstep: Class 6 contains 439 members Mstep: Class 7 contains 16381 members Mstep: Class 8 contains 1075 members Mstep: Class 9 contains 3081 members Mstep: Class 10 contains 2278 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6317 members Mstep: Class 17 contains 4229 members Mstep: Class 18 contains 5785 members Mstep: Class 19 contains 1027 members Mstep: Class 21 contains 2082 members Mstep: Class 22 contains 16640 members Entering Unmasked Estep ConsiderDeletion Score: -8401074.000000 Penalty: 38999.683594 Iteration 70Q: 22 clusters Score -8401074 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1730 members Mstep: Class 4 contains 18541 members Mstep: Class 5 contains 3247 members Mstep: Class 6 contains 438 members Mstep: Class 7 contains 16381 members Mstep: Class 8 contains 1075 members Mstep: Class 9 contains 3081 members Mstep: Class 10 contains 2278 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6317 members Mstep: Class 17 contains 4229 members Mstep: Class 18 contains 5795 members Mstep: Class 19 contains 995 members Mstep: Class 21 contains 2078 members Mstep: Class 22 contains 16660 members Entering Unmasked Estep ConsiderDeletion Score: -8401180.000000 Penalty: 38999.683594 Iteration 71Q: 22 clusters Score -8401180 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1730 members Mstep: Class 4 contains 18540 members Mstep: Class 5 contains 3248 members Mstep: Class 6 contains 438 members Mstep: Class 7 contains 16382 members Mstep: Class 8 contains 1075 members Mstep: Class 9 contains 3081 members Mstep: Class 10 contains 2278 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6317 members Mstep: Class 17 contains 4229 members Mstep: Class 18 contains 5802 members Mstep: Class 19 contains 974 members Mstep: Class 21 contains 2076 members Mstep: Class 22 contains 16675 members Entering Unmasked Estep ConsiderDeletion Score: -8401230.000000 Penalty: 38999.683594 Iteration 72Q: 22 clusters Score -8401230 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1730 members Mstep: Class 4 contains 18540 members Mstep: Class 5 contains 3249 members Mstep: Class 6 contains 438 members Mstep: Class 7 contains 16382 members Mstep: Class 8 contains 1075 members Mstep: Class 9 contains 3080 members Mstep: Class 10 contains 2278 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6317 members Mstep: Class 17 contains 4229 members Mstep: Class 18 contains 5808 members Mstep: Class 19 contains 957 members Mstep: Class 21 contains 2075 members Mstep: Class 22 contains 16689 members Entering Unmasked Estep ConsiderDeletion Score: -8401258.000000 Penalty: 38999.683594 Iteration 73Q: 22 clusters Score -8401258 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1728 members Mstep: Class 4 contains 18540 members Mstep: Class 5 contains 3249 members Mstep: Class 6 contains 438 members Mstep: Class 7 contains 16383 members Mstep: Class 8 contains 1075 members Mstep: Class 9 contains 3080 members Mstep: Class 10 contains 2278 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6317 members Mstep: Class 17 contains 4229 members Mstep: Class 18 contains 5813 members Mstep: Class 19 contains 947 members Mstep: Class 21 contains 2073 members Mstep: Class 22 contains 16697 members Entering Unmasked Estep ConsiderDeletion Score: -8401278.000000 Penalty: 38999.683594 Iteration 74Q: 22 clusters Score -8401278 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1728 members Mstep: Class 4 contains 18540 members Mstep: Class 5 contains 3249 members Mstep: Class 6 contains 438 members Mstep: Class 7 contains 16383 members Mstep: Class 8 contains 1075 members Mstep: Class 9 contains 3080 members Mstep: Class 10 contains 2278 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6317 members Mstep: Class 17 contains 4229 members Mstep: Class 18 contains 5813 members Mstep: Class 19 contains 945 members Mstep: Class 21 contains 2074 members Mstep: Class 22 contains 16698 members Entering Unmasked Estep ConsiderDeletion Score: -8401276.000000 Penalty: 38999.683594 Iteration 75Q: 22 clusters Score -8401276 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1728 members Mstep: Class 4 contains 18540 members Mstep: Class 5 contains 3249 members Mstep: Class 6 contains 438 members Mstep: Class 7 contains 16383 members Mstep: Class 8 contains 1075 members Mstep: Class 9 contains 3080 members Mstep: Class 10 contains 2278 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6317 members Mstep: Class 17 contains 4229 members Mstep: Class 18 contains 5813 members Mstep: Class 19 contains 940 members Mstep: Class 21 contains 2074 members Mstep: Class 22 contains 16703 members Entering Unmasked Estep ConsiderDeletion Score: -8401277.000000 Penalty: 38999.683594 Iteration 76Q: 22 clusters Score -8401277 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1728 members Mstep: Class 4 contains 18540 members Mstep: Class 5 contains 3249 members Mstep: Class 6 contains 438 members Mstep: Class 7 contains 16383 members Mstep: Class 8 contains 1075 members Mstep: Class 9 contains 3080 members Mstep: Class 10 contains 2278 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6317 members Mstep: Class 17 contains 4229 members Mstep: Class 18 contains 5813 members Mstep: Class 19 contains 941 members Mstep: Class 21 contains 2074 members Mstep: Class 22 contains 16702 members Entering Unmasked Estep ConsiderDeletion Score: -8401279.000000 Penalty: 38999.683594 Iteration 77Q: 22 clusters Score -8401279 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1728 members Mstep: Class 4 contains 18540 members Mstep: Class 5 contains 3249 members Mstep: Class 6 contains 438 members Mstep: Class 7 contains 16383 members Mstep: Class 8 contains 1075 members Mstep: Class 9 contains 3080 members Mstep: Class 10 contains 2278 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6317 members Mstep: Class 17 contains 4229 members Mstep: Class 18 contains 5813 members Mstep: Class 19 contains 941 members Mstep: Class 21 contains 2074 members Mstep: Class 22 contains 16702 members Entering Unmasked Estep ConsiderDeletion Score: -8401279.000000 Penalty: 38999.683594 Iteration 78F: 22 clusters Score -8401279 nChanged 0 Entering ConstructFrom: Score: -8401279.000000 Penalty: 38999.683594 Entering ConstructFrom: Trying to split cluster 1 (2572 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Entering Unmasked Estep Score: -240352.812500 Penalty: 1276.021362 Iteration 0F: 2 clusters Score -240352.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -237878.406250 Penalty: 2552.042725 Iteration 0F: 3 clusters Score -237878.4 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -238485.500000 Penalty: 2552.042725 Iteration 1F: 3 clusters Score -238485.5 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -238680.812500 Penalty: 2552.042725 Iteration 2F: 3 clusters Score -238680.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -238849.906250 Penalty: 2552.042725 Iteration 3F: 3 clusters Score -238849.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -238989.765625 Penalty: 2552.042725 Iteration 4F: 3 clusters Score -238989.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -239117.796875 Penalty: 2552.042725 Iteration 5Q: 3 clusters Score -239117.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -239240.531250 Penalty: 2552.042725 Iteration 6Q: 3 clusters Score -239240.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -239348.875000 Penalty: 2552.042725 Iteration 7Q: 3 clusters Score -239348.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -239433.218750 Penalty: 2552.042725 Iteration 8Q: 3 clusters Score -239433.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -239549.031250 Penalty: 2552.042725 Iteration 9Q: 3 clusters Score -239549 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -239658.046875 Penalty: 2552.042725 Iteration 10Q: 3 clusters Score -239658 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -239765.171875 Penalty: 2552.042725 Iteration 11Q: 3 clusters Score -239765.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -239903.843750 Penalty: 2552.042725 Iteration 12Q: 3 clusters Score -239903.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -240079.218750 Penalty: 2552.042725 Iteration 13Q: 3 clusters Score -240079.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -240253.156250 Penalty: 2552.042725 Iteration 14F: 3 clusters Score -240253.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -240375.875000 Penalty: 2552.042725 Iteration 15Q: 3 clusters Score -240375.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -240486.750000 Penalty: 2552.042725 Iteration 16Q: 3 clusters Score -240486.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -240547.609375 Penalty: 2552.042725 Iteration 17Q: 3 clusters Score -240547.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -240601.140625 Penalty: 2552.042725 Iteration 18Q: 3 clusters Score -240601.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -240633.968750 Penalty: 2552.042725 Iteration 19Q: 3 clusters Score -240634 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -240660.453125 Penalty: 2552.042725 Iteration 20F: 3 clusters Score -240660.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -240678.406250 Penalty: 2552.042725 Iteration 21Q: 3 clusters Score -240678.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -240693.312500 Penalty: 2552.042725 Iteration 22Q: 3 clusters Score -240693.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -240712.234375 Penalty: 2552.042725 Iteration 23Q: 3 clusters Score -240712.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -240727.796875 Penalty: 2552.042725 Iteration 24Q: 3 clusters Score -240727.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -240733.406250 Penalty: 2552.042725 Iteration 25Q: 3 clusters Score -240733.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -240736.546875 Penalty: 2552.042725 Iteration 26Q: 3 clusters Score -240736.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -240740.062500 Penalty: 2552.042725 Iteration 27Q: 3 clusters Score -240740.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -240742.265625 Penalty: 2552.042725 Iteration 28Q: 3 clusters Score -240742.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -240743.968750 Penalty: 2552.042725 Iteration 29Q: 3 clusters Score -240744 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -240744.671875 Penalty: 2552.042725 Iteration 30Q: 3 clusters Score -240744.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -240745.250000 Penalty: 2552.042725 Iteration 31Q: 3 clusters Score -240745.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -240745.250000 Penalty: 2552.042725 Iteration 32F: 3 clusters Score -240745.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 1728 members Mstep: Class 4 contains 18540 members Mstep: Class 5 contains 3249 members Mstep: Class 6 contains 438 members Mstep: Class 7 contains 16383 members Mstep: Class 8 contains 1075 members Mstep: Class 9 contains 3080 members Mstep: Class 10 contains 2278 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 997 members Mstep: Class 13 contains 528 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 991 members Mstep: Class 16 contains 6317 members Mstep: Class 17 contains 4229 members Mstep: Class 18 contains 5813 members Mstep: Class 19 contains 941 members Mstep: Class 20 contains 1079 members Mstep: Class 21 contains 2074 members Mstep: Class 22 contains 16702 members Entering Unmasked Estep Score: -8401071.000000 Penalty: 40856.808594 Splitting cluster 1 changes total score from -8401279.000000 to -8401071.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (2873 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Entering Unmasked Estep Score: -274011.437500 Penalty: 1294.005737 Iteration 0F: 2 clusters Score -274011.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -271394.375000 Penalty: 2588.011475 Iteration 0F: 3 clusters Score -271394.4 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -271994.750000 Penalty: 2588.011475 Iteration 1F: 3 clusters Score -271994.8 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -272112.656250 Penalty: 2588.011475 Iteration 2F: 3 clusters Score -272112.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -272188.968750 Penalty: 2588.011475 Iteration 3Q: 3 clusters Score -272189 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -272261.125000 Penalty: 2588.011475 Iteration 4Q: 3 clusters Score -272261.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -272325.718750 Penalty: 2588.011475 Iteration 5Q: 3 clusters Score -272325.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -272384.781250 Penalty: 2588.011475 Iteration 6Q: 3 clusters Score -272384.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -272445.125000 Penalty: 2588.011475 Iteration 7Q: 3 clusters Score -272445.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -272516.937500 Penalty: 2588.011475 Iteration 8Q: 3 clusters Score -272516.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -272580.843750 Penalty: 2588.011475 Iteration 9Q: 3 clusters Score -272580.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -272639.500000 Penalty: 2588.011475 Iteration 10Q: 3 clusters Score -272639.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -272700.906250 Penalty: 2588.011475 Iteration 11Q: 3 clusters Score -272700.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -272753.656250 Penalty: 2588.011475 Iteration 12Q: 3 clusters Score -272753.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -272794.875000 Penalty: 2588.011475 Iteration 13Q: 3 clusters Score -272794.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -272832.156250 Penalty: 2588.011475 Iteration 14Q: 3 clusters Score -272832.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -272866.906250 Penalty: 2588.011475 Iteration 15Q: 3 clusters Score -272866.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -272892.156250 Penalty: 2588.011475 Iteration 16Q: 3 clusters Score -272892.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -272915.812500 Penalty: 2588.011475 Iteration 17Q: 3 clusters Score -272915.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -272940.500000 Penalty: 2588.011475 Iteration 18Q: 3 clusters Score -272940.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -272961.093750 Penalty: 2588.011475 Iteration 19Q: 3 clusters Score -272961.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -272981.250000 Penalty: 2588.011475 Iteration 20F: 3 clusters Score -272981.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -273000.281250 Penalty: 2588.011475 Iteration 21Q: 3 clusters Score -273000.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -273024.437500 Penalty: 2588.011475 Iteration 22Q: 3 clusters Score -273024.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -273045.156250 Penalty: 2588.011475 Iteration 23Q: 3 clusters Score -273045.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -273060.281250 Penalty: 2588.011475 Iteration 24Q: 3 clusters Score -273060.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -273069.468750 Penalty: 2588.011475 Iteration 25Q: 3 clusters Score -273069.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -273077.531250 Penalty: 2588.011475 Iteration 26Q: 3 clusters Score -273077.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -273082.437500 Penalty: 2588.011475 Iteration 27Q: 3 clusters Score -273082.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -273085.906250 Penalty: 2588.011475 Iteration 28Q: 3 clusters Score -273085.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -273088.156250 Penalty: 2588.011475 Iteration 29Q: 3 clusters Score -273088.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -273088.718750 Penalty: 2588.011475 Iteration 30Q: 3 clusters Score -273088.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -273088.718750 Penalty: 2588.011475 Iteration 31F: 3 clusters Score -273088.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1728 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Entering Unmasked Estep Score: -147229.796875 Penalty: 1211.391968 Iteration 0F: 2 clusters Score -147229.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -145288.546875 Penalty: 2422.783936 Iteration 0F: 3 clusters Score -145288.5 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -145816.562500 Penalty: 2422.783936 Iteration 1F: 3 clusters Score -145816.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -145977.265625 Penalty: 2422.783936 Iteration 2F: 3 clusters Score -145977.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -146067.015625 Penalty: 2422.783936 Iteration 3F: 3 clusters Score -146067 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -146145.500000 Penalty: 2422.783936 Iteration 4Q: 3 clusters Score -146145.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -146199.140625 Penalty: 2422.783936 Iteration 5Q: 3 clusters Score -146199.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -146238.140625 Penalty: 2422.783936 Iteration 6Q: 3 clusters Score -146238.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -146268.265625 Penalty: 2422.783936 Iteration 7Q: 3 clusters Score -146268.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -146290.593750 Penalty: 2422.783936 Iteration 8Q: 3 clusters Score -146290.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -146316.828125 Penalty: 2422.783936 Iteration 9Q: 3 clusters Score -146316.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -146345.406250 Penalty: 2422.783936 Iteration 10Q: 3 clusters Score -146345.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -146372.828125 Penalty: 2422.783936 Iteration 11Q: 3 clusters Score -146372.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -146399.109375 Penalty: 2422.783936 Iteration 12Q: 3 clusters Score -146399.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -146428.078125 Penalty: 2422.783936 Iteration 13Q: 3 clusters Score -146428.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -146454.031250 Penalty: 2422.783936 Iteration 14Q: 3 clusters Score -146454 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -146488.890625 Penalty: 2422.783936 Iteration 15Q: 3 clusters Score -146488.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -146530.312500 Penalty: 2422.783936 Iteration 16Q: 3 clusters Score -146530.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -146560.843750 Penalty: 2422.783936 Iteration 17Q: 3 clusters Score -146560.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -146590.453125 Penalty: 2422.783936 Iteration 18Q: 3 clusters Score -146590.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -146613.937500 Penalty: 2422.783936 Iteration 19Q: 3 clusters Score -146613.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -146621.562500 Penalty: 2422.783936 Iteration 20F: 3 clusters Score -146621.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -146626.515625 Penalty: 2422.783936 Iteration 21Q: 3 clusters Score -146626.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -146633.468750 Penalty: 2422.783936 Iteration 22Q: 3 clusters Score -146633.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -146638.625000 Penalty: 2422.783936 Iteration 23Q: 3 clusters Score -146638.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -146646.968750 Penalty: 2422.783936 Iteration 24Q: 3 clusters Score -146647 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -146658.109375 Penalty: 2422.783936 Iteration 25Q: 3 clusters Score -146658.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -146666.500000 Penalty: 2422.783936 Iteration 26Q: 3 clusters Score -146666.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -146674.593750 Penalty: 2422.783936 Iteration 27Q: 3 clusters Score -146674.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -146680.375000 Penalty: 2422.783936 Iteration 28Q: 3 clusters Score -146680.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -146683.484375 Penalty: 2422.783936 Iteration 29Q: 3 clusters Score -146683.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -146685.312500 Penalty: 2422.783936 Iteration 30Q: 3 clusters Score -146685.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -146686.343750 Penalty: 2422.783936 Iteration 31Q: 3 clusters Score -146686.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -146687.109375 Penalty: 2422.783936 Iteration 32Q: 3 clusters Score -146687.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -146687.109375 Penalty: 2422.783936 Iteration 33F: 3 clusters Score -146687.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (18540 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18540 members Entering Unmasked Estep Score: -1793758.500000 Penalty: 1596.999023 Iteration 0F: 2 clusters Score -1793758 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9280 members Mstep: Class 2 contains 9260 members Entering Unmasked Estep Score: -1781124.000000 Penalty: 3193.998047 Iteration 0F: 3 clusters Score -1781124 nChanged 8327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9367 members Mstep: Class 2 contains 9173 members Entering Unmasked Estep Score: -1786184.875000 Penalty: 3193.998047 Iteration 1F: 3 clusters Score -1786185 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9209 members Mstep: Class 2 contains 9331 members Entering Unmasked Estep Score: -1786991.750000 Penalty: 3193.998047 Iteration 2F: 3 clusters Score -1786992 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8873 members Mstep: Class 2 contains 9667 members Entering Unmasked Estep Score: -1787824.125000 Penalty: 3193.998047 Iteration 3F: 3 clusters Score -1787824 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8292 members Mstep: Class 2 contains 10248 members Entering Unmasked Estep Score: -1788731.250000 Penalty: 3193.998047 Iteration 4F: 3 clusters Score -1788731 nChanged 1340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7548 members Mstep: Class 2 contains 10992 members Entering Unmasked Estep Score: -1789679.750000 Penalty: 3193.998047 Iteration 5F: 3 clusters Score -1789680 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6719 members Mstep: Class 2 contains 11821 members Entering Unmasked Estep Score: -1790642.875000 Penalty: 3193.998047 Iteration 6F: 3 clusters Score -1790643 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 12515 members Entering Unmasked Estep Score: -1791353.875000 Penalty: 3193.998047 Iteration 7F: 3 clusters Score -1791354 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5461 members Mstep: Class 2 contains 13079 members Entering Unmasked Estep Score: -1791795.750000 Penalty: 3193.998047 Iteration 8Q: 3 clusters Score -1791796 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 13540 members Entering Unmasked Estep Score: -1792077.125000 Penalty: 3193.998047 Iteration 9Q: 3 clusters Score -1792077 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 13923 members Entering Unmasked Estep Score: -1792258.750000 Penalty: 3193.998047 Iteration 10Q: 3 clusters Score -1792259 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 14234 members Entering Unmasked Estep Score: -1792380.375000 Penalty: 3193.998047 Iteration 11Q: 3 clusters Score -1792380 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 14486 members Entering Unmasked Estep Score: -1792479.500000 Penalty: 3193.998047 Iteration 12Q: 3 clusters Score -1792480 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 14711 members Entering Unmasked Estep Score: -1792548.500000 Penalty: 3193.998047 Iteration 13Q: 3 clusters Score -1792548 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 14923 members Entering Unmasked Estep Score: -1792622.125000 Penalty: 3193.998047 Iteration 14Q: 3 clusters Score -1792622 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 15133 members Entering Unmasked Estep Score: -1792695.250000 Penalty: 3193.998047 Iteration 15Q: 3 clusters Score -1792695 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 15319 members Entering Unmasked Estep Score: -1792749.375000 Penalty: 3193.998047 Iteration 16Q: 3 clusters Score -1792749 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 15465 members Entering Unmasked Estep Score: -1792782.750000 Penalty: 3193.998047 Iteration 17Q: 3 clusters Score -1792783 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 15586 members Entering Unmasked Estep Score: -1792821.500000 Penalty: 3193.998047 Iteration 18Q: 3 clusters Score -1792822 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 15699 members Entering Unmasked Estep Score: -1792851.500000 Penalty: 3193.998047 Iteration 19Q: 3 clusters Score -1792852 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 15806 members Entering Unmasked Estep Score: -1792893.500000 Penalty: 3193.998047 Iteration 20F: 3 clusters Score -1792894 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 15919 members Entering Unmasked Estep Score: -1792939.125000 Penalty: 3193.998047 Iteration 21Q: 3 clusters Score -1792939 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 16027 members Entering Unmasked Estep Score: -1793009.750000 Penalty: 3193.998047 Iteration 22Q: 3 clusters Score -1793010 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 16128 members Entering Unmasked Estep Score: -1793102.125000 Penalty: 3193.998047 Iteration 23Q: 3 clusters Score -1793102 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 16216 members Entering Unmasked Estep Score: -1793191.500000 Penalty: 3193.998047 Iteration 24Q: 3 clusters Score -1793192 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 16296 members Entering Unmasked Estep Score: -1793249.250000 Penalty: 3193.998047 Iteration 25Q: 3 clusters Score -1793249 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 16354 members Entering Unmasked Estep Score: -1793265.250000 Penalty: 3193.998047 Iteration 26Q: 3 clusters Score -1793265 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 16403 members Entering Unmasked Estep Score: -1793275.375000 Penalty: 3193.998047 Iteration 27Q: 3 clusters Score -1793275 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 16449 members Entering Unmasked Estep Score: -1793292.500000 Penalty: 3193.998047 Iteration 28Q: 3 clusters Score -1793292 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 16474 members Entering Unmasked Estep Score: -1793298.375000 Penalty: 3193.998047 Iteration 29Q: 3 clusters Score -1793298 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 16502 members Entering Unmasked Estep Score: -1793306.000000 Penalty: 3193.998047 Iteration 30Q: 3 clusters Score -1793306 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 16514 members Entering Unmasked Estep Score: -1793309.500000 Penalty: 3193.998047 Iteration 31Q: 3 clusters Score -1793310 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 16518 members Entering Unmasked Estep Score: -1793310.875000 Penalty: 3193.998047 Iteration 32Q: 3 clusters Score -1793311 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 16522 members Entering Unmasked Estep Score: -1793306.125000 Penalty: 3193.998047 Iteration 33Q: 3 clusters Score -1793306 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 16528 members Entering Unmasked Estep Score: -1793306.625000 Penalty: 3193.998047 Iteration 34Q: 3 clusters Score -1793307 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 16539 members Entering Unmasked Estep Score: -1793310.750000 Penalty: 3193.998047 Iteration 35Q: 3 clusters Score -1793311 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 16546 members Entering Unmasked Estep Score: -1793314.625000 Penalty: 3193.998047 Iteration 36Q: 3 clusters Score -1793315 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 16553 members Entering Unmasked Estep Score: -1793313.500000 Penalty: 3193.998047 Iteration 37Q: 3 clusters Score -1793314 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 16561 members Entering Unmasked Estep Score: -1793311.125000 Penalty: 3193.998047 Iteration 38Q: 3 clusters Score -1793311 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 16567 members Entering Unmasked Estep Score: -1793316.500000 Penalty: 3193.998047 Iteration 39Q: 3 clusters Score -1793316 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 16571 members Entering Unmasked Estep Score: -1793316.625000 Penalty: 3193.998047 Iteration 40F: 3 clusters Score -1793317 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 16575 members Entering Unmasked Estep Score: -1793319.625000 Penalty: 3193.998047 Iteration 41Q: 3 clusters Score -1793320 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 16576 members Entering Unmasked Estep Score: -1793317.625000 Penalty: 3193.998047 Iteration 42Q: 3 clusters Score -1793318 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 16578 members Entering Unmasked Estep Score: -1793319.250000 Penalty: 3193.998047 Iteration 43Q: 3 clusters Score -1793319 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 16580 members Entering Unmasked Estep Score: -1793319.500000 Penalty: 3193.998047 Iteration 44Q: 3 clusters Score -1793320 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 16583 members Entering Unmasked Estep Score: -1793317.625000 Penalty: 3193.998047 Iteration 45Q: 3 clusters Score -1793318 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 16589 members Entering Unmasked Estep Score: -1793324.125000 Penalty: 3193.998047 Iteration 46Q: 3 clusters Score -1793324 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 16592 members Entering Unmasked Estep Score: -1793325.250000 Penalty: 3193.998047 Iteration 47Q: 3 clusters Score -1793325 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 16596 members Entering Unmasked Estep Score: -1793325.875000 Penalty: 3193.998047 Iteration 48Q: 3 clusters Score -1793326 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 16597 members Entering Unmasked Estep Score: -1793324.250000 Penalty: 3193.998047 Iteration 49Q: 3 clusters Score -1793324 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 16598 members Entering Unmasked Estep Score: -1793323.875000 Penalty: 3193.998047 Iteration 50Q: 3 clusters Score -1793324 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 16599 members Entering Unmasked Estep Score: -1793326.750000 Penalty: 3193.998047 Iteration 51Q: 3 clusters Score -1793327 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 16599 members Entering Unmasked Estep Score: -1793326.750000 Penalty: 3193.998047 Iteration 52F: 3 clusters Score -1793327 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3249 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Entering Unmasked Estep Score: -303648.656250 Penalty: 1313.991699 Iteration 0F: 2 clusters Score -303648.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -300779.375000 Penalty: 2627.983398 Iteration 0F: 3 clusters Score -300779.4 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -301585.968750 Penalty: 2627.983398 Iteration 1F: 3 clusters Score -301586 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -301777.187500 Penalty: 2627.983398 Iteration 2F: 3 clusters Score -301777.2 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -301923.968750 Penalty: 2627.983398 Iteration 3F: 3 clusters Score -301924 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -302028.781250 Penalty: 2627.983398 Iteration 4Q: 3 clusters Score -302028.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -302123.718750 Penalty: 2627.983398 Iteration 5Q: 3 clusters Score -302123.7 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -302215.562500 Penalty: 2627.983398 Iteration 6Q: 3 clusters Score -302215.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -302303.781250 Penalty: 2627.983398 Iteration 7Q: 3 clusters Score -302303.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -302378.656250 Penalty: 2627.983398 Iteration 8Q: 3 clusters Score -302378.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -302437.500000 Penalty: 2627.983398 Iteration 9Q: 3 clusters Score -302437.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -302485.812500 Penalty: 2627.983398 Iteration 10Q: 3 clusters Score -302485.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -302533.000000 Penalty: 2627.983398 Iteration 11Q: 3 clusters Score -302533 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -302559.031250 Penalty: 2627.983398 Iteration 12Q: 3 clusters Score -302559 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -302579.281250 Penalty: 2627.983398 Iteration 13Q: 3 clusters Score -302579.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -302597.468750 Penalty: 2627.983398 Iteration 14Q: 3 clusters Score -302597.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -302607.093750 Penalty: 2627.983398 Iteration 15Q: 3 clusters Score -302607.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -302618.937500 Penalty: 2627.983398 Iteration 16Q: 3 clusters Score -302618.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -302627.531250 Penalty: 2627.983398 Iteration 17Q: 3 clusters Score -302627.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -302636.437500 Penalty: 2627.983398 Iteration 18Q: 3 clusters Score -302636.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -302642.812500 Penalty: 2627.983398 Iteration 19Q: 3 clusters Score -302642.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -302650.062500 Penalty: 2627.983398 Iteration 20F: 3 clusters Score -302650.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -302655.593750 Penalty: 2627.983398 Iteration 21Q: 3 clusters Score -302655.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -302660.250000 Penalty: 2627.983398 Iteration 22Q: 3 clusters Score -302660.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -302666.687500 Penalty: 2627.983398 Iteration 23Q: 3 clusters Score -302666.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -302671.000000 Penalty: 2627.983398 Iteration 24Q: 3 clusters Score -302671 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -302676.718750 Penalty: 2627.983398 Iteration 25Q: 3 clusters Score -302676.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -302682.593750 Penalty: 2627.983398 Iteration 26Q: 3 clusters Score -302682.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -302688.468750 Penalty: 2627.983398 Iteration 27Q: 3 clusters Score -302688.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -302696.125000 Penalty: 2627.983398 Iteration 28Q: 3 clusters Score -302696.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -302700.468750 Penalty: 2627.983398 Iteration 29Q: 3 clusters Score -302700.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -302705.843750 Penalty: 2627.983398 Iteration 30Q: 3 clusters Score -302705.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -302710.812500 Penalty: 2627.983398 Iteration 31Q: 3 clusters Score -302710.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -302717.906250 Penalty: 2627.983398 Iteration 32Q: 3 clusters Score -302717.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -302732.093750 Penalty: 2627.983398 Iteration 33Q: 3 clusters Score -302732.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -302740.500000 Penalty: 2627.983398 Iteration 34Q: 3 clusters Score -302740.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -302752.562500 Penalty: 2627.983398 Iteration 35Q: 3 clusters Score -302752.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -302760.625000 Penalty: 2627.983398 Iteration 36Q: 3 clusters Score -302760.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -302766.968750 Penalty: 2627.983398 Iteration 37Q: 3 clusters Score -302767 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -302770.000000 Penalty: 2627.983398 Iteration 38Q: 3 clusters Score -302770 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -302773.531250 Penalty: 2627.983398 Iteration 39Q: 3 clusters Score -302773.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -302776.750000 Penalty: 2627.983398 Iteration 40F: 3 clusters Score -302776.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -302777.593750 Penalty: 2627.983398 Iteration 41Q: 3 clusters Score -302777.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -302780.562500 Penalty: 2627.983398 Iteration 42Q: 3 clusters Score -302780.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -302784.000000 Penalty: 2627.983398 Iteration 43Q: 3 clusters Score -302784 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -302787.562500 Penalty: 2627.983398 Iteration 44Q: 3 clusters Score -302787.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -302790.781250 Penalty: 2627.983398 Iteration 45Q: 3 clusters Score -302790.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -302794.031250 Penalty: 2627.983398 Iteration 46Q: 3 clusters Score -302794 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -302795.031250 Penalty: 2627.983398 Iteration 47Q: 3 clusters Score -302795 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -302796.156250 Penalty: 2627.983398 Iteration 48Q: 3 clusters Score -302796.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -302797.343750 Penalty: 2627.983398 Iteration 49Q: 3 clusters Score -302797.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -302798.625000 Penalty: 2627.983398 Iteration 50Q: 3 clusters Score -302798.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -302801.406250 Penalty: 2627.983398 Iteration 51Q: 3 clusters Score -302801.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -302804.312500 Penalty: 2627.983398 Iteration 52Q: 3 clusters Score -302804.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -302806.000000 Penalty: 2627.983398 Iteration 53Q: 3 clusters Score -302806 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -302806.000000 Penalty: 2627.983398 Iteration 54F: 3 clusters Score -302806 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (438 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Entering Unmasked Estep Score: -32217.115234 Penalty: 988.360596 Iteration 0F: 2 clusters Score -32217.12 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -31285.759766 Penalty: 1976.721191 Iteration 0F: 3 clusters Score -31285.76 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -31582.443359 Penalty: 1976.721191 Iteration 1F: 3 clusters Score -31582.44 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -31737.859375 Penalty: 1976.721191 Iteration 2F: 3 clusters Score -31737.86 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -31892.166016 Penalty: 1976.721191 Iteration 3F: 3 clusters Score -31892.17 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -31978.839844 Penalty: 1976.721191 Iteration 4F: 3 clusters Score -31978.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -32025.232422 Penalty: 1976.721191 Iteration 5Q: 3 clusters Score -32025.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -32096.554688 Penalty: 1976.721191 Iteration 6Q: 3 clusters Score -32096.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -32130.449219 Penalty: 1976.721191 Iteration 7Q: 3 clusters Score -32130.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -32149.904297 Penalty: 1976.721191 Iteration 8Q: 3 clusters Score -32149.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -32156.912109 Penalty: 1976.721191 Iteration 9Q: 3 clusters Score -32156.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -32161.275391 Penalty: 1976.721191 Iteration 10Q: 3 clusters Score -32161.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -32162.666016 Penalty: 1976.721191 Iteration 11Q: 3 clusters Score -32162.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -32162.666016 Penalty: 1976.721191 Iteration 12F: 3 clusters Score -32162.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (16383 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16383 members Entering Unmasked Estep Score: -1566837.500000 Penalty: 1576.899902 Iteration 0F: 2 clusters Score -1566838 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8137 members Mstep: Class 2 contains 8246 members Entering Unmasked Estep Score: -1555612.500000 Penalty: 3153.799805 Iteration 0F: 3 clusters Score -1555612 nChanged 7306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7649 members Mstep: Class 2 contains 8734 members Entering Unmasked Estep Score: -1559652.750000 Penalty: 3153.799805 Iteration 1F: 3 clusters Score -1559653 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7307 members Mstep: Class 2 contains 9076 members Entering Unmasked Estep Score: -1560075.125000 Penalty: 3153.799805 Iteration 2F: 3 clusters Score -1560075 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6791 members Mstep: Class 2 contains 9592 members Entering Unmasked Estep Score: -1560632.125000 Penalty: 3153.799805 Iteration 3F: 3 clusters Score -1560632 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6134 members Mstep: Class 2 contains 10249 members Entering Unmasked Estep Score: -1561259.625000 Penalty: 3153.799805 Iteration 4F: 3 clusters Score -1561260 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 11051 members Entering Unmasked Estep Score: -1561985.125000 Penalty: 3153.799805 Iteration 5F: 3 clusters Score -1561985 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 11955 members Entering Unmasked Estep Score: -1562812.375000 Penalty: 3153.799805 Iteration 6F: 3 clusters Score -1562812 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 12882 members Entering Unmasked Estep Score: -1563653.000000 Penalty: 3153.799805 Iteration 7F: 3 clusters Score -1563653 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 13674 members Entering Unmasked Estep Score: -1564341.500000 Penalty: 3153.799805 Iteration 8F: 3 clusters Score -1564342 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 14249 members Entering Unmasked Estep Score: -1564839.750000 Penalty: 3153.799805 Iteration 9Q: 3 clusters Score -1564840 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 14620 members Entering Unmasked Estep Score: -1565189.250000 Penalty: 3153.799805 Iteration 10Q: 3 clusters Score -1565189 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 14882 members Entering Unmasked Estep Score: -1565487.375000 Penalty: 3153.799805 Iteration 11Q: 3 clusters Score -1565487 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 15045 members Entering Unmasked Estep Score: -1565685.750000 Penalty: 3153.799805 Iteration 12Q: 3 clusters Score -1565686 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 15149 members Entering Unmasked Estep Score: -1565819.250000 Penalty: 3153.799805 Iteration 13Q: 3 clusters Score -1565819 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 15216 members Entering Unmasked Estep Score: -1565908.750000 Penalty: 3153.799805 Iteration 14Q: 3 clusters Score -1565909 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 15273 members Entering Unmasked Estep Score: -1565979.250000 Penalty: 3153.799805 Iteration 15Q: 3 clusters Score -1565979 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 15302 members Entering Unmasked Estep Score: -1566009.750000 Penalty: 3153.799805 Iteration 16Q: 3 clusters Score -1566010 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 15334 members Entering Unmasked Estep Score: -1566034.750000 Penalty: 3153.799805 Iteration 17Q: 3 clusters Score -1566035 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 15348 members Entering Unmasked Estep Score: -1566047.625000 Penalty: 3153.799805 Iteration 18Q: 3 clusters Score -1566048 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 15363 members Entering Unmasked Estep Score: -1566057.625000 Penalty: 3153.799805 Iteration 19Q: 3 clusters Score -1566058 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 15371 members Entering Unmasked Estep Score: -1566064.000000 Penalty: 3153.799805 Iteration 20F: 3 clusters Score -1566064 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 15381 members Entering Unmasked Estep Score: -1566072.375000 Penalty: 3153.799805 Iteration 21Q: 3 clusters Score -1566072 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 15399 members Entering Unmasked Estep Score: -1566082.750000 Penalty: 3153.799805 Iteration 22Q: 3 clusters Score -1566083 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 15408 members Entering Unmasked Estep Score: -1566089.250000 Penalty: 3153.799805 Iteration 23Q: 3 clusters Score -1566089 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 15423 members Entering Unmasked Estep Score: -1566100.500000 Penalty: 3153.799805 Iteration 24Q: 3 clusters Score -1566100 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 15436 members Entering Unmasked Estep Score: -1566106.500000 Penalty: 3153.799805 Iteration 25Q: 3 clusters Score -1566106 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 15443 members Entering Unmasked Estep Score: -1566113.000000 Penalty: 3153.799805 Iteration 26Q: 3 clusters Score -1566113 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 15445 members Entering Unmasked Estep Score: -1566114.250000 Penalty: 3153.799805 Iteration 27Q: 3 clusters Score -1566114 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 15447 members Entering Unmasked Estep Score: -1566119.500000 Penalty: 3153.799805 Iteration 28Q: 3 clusters Score -1566120 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 15450 members Entering Unmasked Estep Score: -1566118.000000 Penalty: 3153.799805 Iteration 29Q: 3 clusters Score -1566118 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 15455 members Entering Unmasked Estep Score: -1566119.375000 Penalty: 3153.799805 Iteration 30Q: 3 clusters Score -1566119 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 15456 members Entering Unmasked Estep Score: -1566120.625000 Penalty: 3153.799805 Iteration 31Q: 3 clusters Score -1566121 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 15456 members Entering Unmasked Estep Score: -1566120.625000 Penalty: 3153.799805 Iteration 32F: 3 clusters Score -1566121 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1075 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Entering Unmasked Estep Score: -98352.953125 Penalty: 1134.262329 Iteration 0F: 2 clusters Score -98352.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -96830.703125 Penalty: 2268.524658 Iteration 0F: 3 clusters Score -96830.7 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -97082.789062 Penalty: 2268.524658 Iteration 1F: 3 clusters Score -97082.79 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -97176.656250 Penalty: 2268.524658 Iteration 2F: 3 clusters Score -97176.66 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -97223.468750 Penalty: 2268.524658 Iteration 3Q: 3 clusters Score -97223.47 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -97251.648438 Penalty: 2268.524658 Iteration 4Q: 3 clusters Score -97251.65 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -97272.109375 Penalty: 2268.524658 Iteration 5Q: 3 clusters Score -97272.11 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -97292.148438 Penalty: 2268.524658 Iteration 6Q: 3 clusters Score -97292.15 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -97315.578125 Penalty: 2268.524658 Iteration 7Q: 3 clusters Score -97315.58 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -97333.093750 Penalty: 2268.524658 Iteration 8Q: 3 clusters Score -97333.09 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -97344.523438 Penalty: 2268.524658 Iteration 9Q: 3 clusters Score -97344.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -97354.867188 Penalty: 2268.524658 Iteration 10Q: 3 clusters Score -97354.87 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -97367.929688 Penalty: 2268.524658 Iteration 11Q: 3 clusters Score -97367.93 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -97376.531250 Penalty: 2268.524658 Iteration 12Q: 3 clusters Score -97376.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -97381.757812 Penalty: 2268.524658 Iteration 13Q: 3 clusters Score -97381.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -97386.093750 Penalty: 2268.524658 Iteration 14Q: 3 clusters Score -97386.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -97389.367188 Penalty: 2268.524658 Iteration 15Q: 3 clusters Score -97389.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -97393.390625 Penalty: 2268.524658 Iteration 16Q: 3 clusters Score -97393.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -97399.304688 Penalty: 2268.524658 Iteration 17Q: 3 clusters Score -97399.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -97403.539062 Penalty: 2268.524658 Iteration 18Q: 3 clusters Score -97403.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -97406.617188 Penalty: 2268.524658 Iteration 19Q: 3 clusters Score -97406.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -97410.843750 Penalty: 2268.524658 Iteration 20F: 3 clusters Score -97410.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -97415.101562 Penalty: 2268.524658 Iteration 21Q: 3 clusters Score -97415.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -97418.664062 Penalty: 2268.524658 Iteration 22Q: 3 clusters Score -97418.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -97425.304688 Penalty: 2268.524658 Iteration 23Q: 3 clusters Score -97425.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -97428.484375 Penalty: 2268.524658 Iteration 24Q: 3 clusters Score -97428.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -97429.718750 Penalty: 2268.524658 Iteration 25Q: 3 clusters Score -97429.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -97432.226562 Penalty: 2268.524658 Iteration 26Q: 3 clusters Score -97432.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -97437.632812 Penalty: 2268.524658 Iteration 27Q: 3 clusters Score -97437.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -97445.648438 Penalty: 2268.524658 Iteration 28Q: 3 clusters Score -97445.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -97447.718750 Penalty: 2268.524658 Iteration 29Q: 3 clusters Score -97447.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -97450.679688 Penalty: 2268.524658 Iteration 30Q: 3 clusters Score -97450.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -97454.656250 Penalty: 2268.524658 Iteration 31Q: 3 clusters Score -97454.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -97456.562500 Penalty: 2268.524658 Iteration 32Q: 3 clusters Score -97456.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -97456.992188 Penalty: 2268.524658 Iteration 33Q: 3 clusters Score -97456.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -97458.914062 Penalty: 2268.524658 Iteration 34Q: 3 clusters Score -97458.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -97465.210938 Penalty: 2268.524658 Iteration 35Q: 3 clusters Score -97465.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -97469.460938 Penalty: 2268.524658 Iteration 36Q: 3 clusters Score -97469.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -97471.312500 Penalty: 2268.524658 Iteration 37Q: 3 clusters Score -97471.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -97472.890625 Penalty: 2268.524658 Iteration 38Q: 3 clusters Score -97472.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -97476.804688 Penalty: 2268.524658 Iteration 39Q: 3 clusters Score -97476.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -97479.054688 Penalty: 2268.524658 Iteration 40F: 3 clusters Score -97479.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -97481.343750 Penalty: 2268.524658 Iteration 41Q: 3 clusters Score -97481.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -97482.656250 Penalty: 2268.524658 Iteration 42Q: 3 clusters Score -97482.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -97483.617188 Penalty: 2268.524658 Iteration 43Q: 3 clusters Score -97483.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -97483.812500 Penalty: 2268.524658 Iteration 44Q: 3 clusters Score -97483.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -97483.812500 Penalty: 2268.524658 Iteration 45F: 3 clusters Score -97483.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3080 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Entering Unmasked Estep Score: -297006.656250 Penalty: 1305.311401 Iteration 0F: 2 clusters Score -297006.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -294259.625000 Penalty: 2610.622803 Iteration 0F: 3 clusters Score -294259.6 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -294922.125000 Penalty: 2610.622803 Iteration 1F: 3 clusters Score -294922.1 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -295070.156250 Penalty: 2610.622803 Iteration 2F: 3 clusters Score -295070.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -295154.906250 Penalty: 2610.622803 Iteration 3Q: 3 clusters Score -295154.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -295217.968750 Penalty: 2610.622803 Iteration 4Q: 3 clusters Score -295218 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -295278.125000 Penalty: 2610.622803 Iteration 5Q: 3 clusters Score -295278.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -295354.312500 Penalty: 2610.622803 Iteration 6Q: 3 clusters Score -295354.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -295414.875000 Penalty: 2610.622803 Iteration 7Q: 3 clusters Score -295414.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -295477.843750 Penalty: 2610.622803 Iteration 8Q: 3 clusters Score -295477.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -295539.968750 Penalty: 2610.622803 Iteration 9Q: 3 clusters Score -295540 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -295603.343750 Penalty: 2610.622803 Iteration 10Q: 3 clusters Score -295603.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -295661.906250 Penalty: 2610.622803 Iteration 11Q: 3 clusters Score -295661.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -295713.656250 Penalty: 2610.622803 Iteration 12Q: 3 clusters Score -295713.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -295765.562500 Penalty: 2610.622803 Iteration 13Q: 3 clusters Score -295765.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -295808.718750 Penalty: 2610.622803 Iteration 14Q: 3 clusters Score -295808.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -295840.000000 Penalty: 2610.622803 Iteration 15Q: 3 clusters Score -295840 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -295870.031250 Penalty: 2610.622803 Iteration 16Q: 3 clusters Score -295870 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -295896.062500 Penalty: 2610.622803 Iteration 17Q: 3 clusters Score -295896.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -295929.875000 Penalty: 2610.622803 Iteration 18Q: 3 clusters Score -295929.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -295957.968750 Penalty: 2610.622803 Iteration 19Q: 3 clusters Score -295958 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -295990.156250 Penalty: 2610.622803 Iteration 20F: 3 clusters Score -295990.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -296014.656250 Penalty: 2610.622803 Iteration 21Q: 3 clusters Score -296014.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -296024.281250 Penalty: 2610.622803 Iteration 22Q: 3 clusters Score -296024.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -296033.593750 Penalty: 2610.622803 Iteration 23Q: 3 clusters Score -296033.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -296038.031250 Penalty: 2610.622803 Iteration 24Q: 3 clusters Score -296038 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -296039.468750 Penalty: 2610.622803 Iteration 25Q: 3 clusters Score -296039.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -296041.187500 Penalty: 2610.622803 Iteration 26Q: 3 clusters Score -296041.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -296043.718750 Penalty: 2610.622803 Iteration 27Q: 3 clusters Score -296043.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -296045.375000 Penalty: 2610.622803 Iteration 28Q: 3 clusters Score -296045.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -296045.500000 Penalty: 2610.622803 Iteration 29Q: 3 clusters Score -296045.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -296045.906250 Penalty: 2610.622803 Iteration 30Q: 3 clusters Score -296045.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -296045.906250 Penalty: 2610.622803 Iteration 31F: 3 clusters Score -296045.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2278 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Entering Unmasked Estep Score: -216322.921875 Penalty: 1256.296143 Iteration 0F: 2 clusters Score -216322.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -214038.609375 Penalty: 2512.592285 Iteration 0F: 3 clusters Score -214038.6 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -214559.937500 Penalty: 2512.592285 Iteration 1F: 3 clusters Score -214559.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -214685.781250 Penalty: 2512.592285 Iteration 2F: 3 clusters Score -214685.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -214740.671875 Penalty: 2512.592285 Iteration 3Q: 3 clusters Score -214740.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -214772.468750 Penalty: 2512.592285 Iteration 4Q: 3 clusters Score -214772.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -214799.609375 Penalty: 2512.592285 Iteration 5Q: 3 clusters Score -214799.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -214815.890625 Penalty: 2512.592285 Iteration 6Q: 3 clusters Score -214815.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -214825.812500 Penalty: 2512.592285 Iteration 7Q: 3 clusters Score -214825.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -214831.312500 Penalty: 2512.592285 Iteration 8Q: 3 clusters Score -214831.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -214836.703125 Penalty: 2512.592285 Iteration 9Q: 3 clusters Score -214836.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -214839.656250 Penalty: 2512.592285 Iteration 10Q: 3 clusters Score -214839.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -214842.062500 Penalty: 2512.592285 Iteration 11Q: 3 clusters Score -214842.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -214845.171875 Penalty: 2512.592285 Iteration 12Q: 3 clusters Score -214845.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -214847.390625 Penalty: 2512.592285 Iteration 13Q: 3 clusters Score -214847.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -214848.687500 Penalty: 2512.592285 Iteration 14Q: 3 clusters Score -214848.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -214851.359375 Penalty: 2512.592285 Iteration 15Q: 3 clusters Score -214851.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -214854.828125 Penalty: 2512.592285 Iteration 16Q: 3 clusters Score -214854.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -214857.500000 Penalty: 2512.592285 Iteration 17Q: 3 clusters Score -214857.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -214858.500000 Penalty: 2512.592285 Iteration 18Q: 3 clusters Score -214858.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -214858.953125 Penalty: 2512.592285 Iteration 19Q: 3 clusters Score -214859 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -214858.953125 Penalty: 2512.592285 Iteration 20F: 3 clusters Score -214859 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (340 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Entering Unmasked Estep Score: -31120.580078 Penalty: 947.203674 Iteration 0F: 2 clusters Score -31120.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -30178.884766 Penalty: 1894.407349 Iteration 0F: 3 clusters Score -30178.88 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -30294.865234 Penalty: 1894.407349 Iteration 1F: 3 clusters Score -30294.87 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -30316.845703 Penalty: 1894.407349 Iteration 2Q: 3 clusters Score -30316.85 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -30333.052734 Penalty: 1894.407349 Iteration 3Q: 3 clusters Score -30333.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -30340.146484 Penalty: 1894.407349 Iteration 4Q: 3 clusters Score -30340.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -30344.269531 Penalty: 1894.407349 Iteration 5Q: 3 clusters Score -30344.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -30348.169922 Penalty: 1894.407349 Iteration 6Q: 3 clusters Score -30348.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -30356.056641 Penalty: 1894.407349 Iteration 7Q: 3 clusters Score -30356.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -30362.644531 Penalty: 1894.407349 Iteration 8Q: 3 clusters Score -30362.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -30365.121094 Penalty: 1894.407349 Iteration 9Q: 3 clusters Score -30365.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -30365.121094 Penalty: 1894.407349 Iteration 10F: 3 clusters Score -30365.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (997 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Entering Unmasked Estep Score: -91954.023438 Penalty: 1122.021973 Iteration 0F: 2 clusters Score -91954.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -90540.320312 Penalty: 2244.043945 Iteration 0F: 3 clusters Score -90540.32 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -90748.812500 Penalty: 2244.043945 Iteration 1F: 3 clusters Score -90748.81 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -90802.437500 Penalty: 2244.043945 Iteration 2F: 3 clusters Score -90802.44 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -90820.828125 Penalty: 2244.043945 Iteration 3Q: 3 clusters Score -90820.83 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -90832.484375 Penalty: 2244.043945 Iteration 4Q: 3 clusters Score -90832.48 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -90847.984375 Penalty: 2244.043945 Iteration 5Q: 3 clusters Score -90847.98 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -90853.757812 Penalty: 2244.043945 Iteration 6Q: 3 clusters Score -90853.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -90857.179688 Penalty: 2244.043945 Iteration 7Q: 3 clusters Score -90857.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -90857.960938 Penalty: 2244.043945 Iteration 8Q: 3 clusters Score -90857.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -90858.718750 Penalty: 2244.043945 Iteration 9Q: 3 clusters Score -90858.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -90858.718750 Penalty: 2244.043945 Iteration 10F: 3 clusters Score -90858.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (528 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Entering Unmasked Estep Score: -47270.949219 Penalty: 1018.728149 Iteration 0F: 2 clusters Score -47270.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -46215.988281 Penalty: 2037.456299 Iteration 0F: 3 clusters Score -46215.99 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -46438.382812 Penalty: 2037.456299 Iteration 1F: 3 clusters Score -46438.38 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -46521.367188 Penalty: 2037.456299 Iteration 2F: 3 clusters Score -46521.37 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -46564.011719 Penalty: 2037.456299 Iteration 3Q: 3 clusters Score -46564.01 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -46620.414062 Penalty: 2037.456299 Iteration 4Q: 3 clusters Score -46620.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -46639.519531 Penalty: 2037.456299 Iteration 5Q: 3 clusters Score -46639.52 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -46659.925781 Penalty: 2037.456299 Iteration 6Q: 3 clusters Score -46659.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -46668.742188 Penalty: 2037.456299 Iteration 7Q: 3 clusters Score -46668.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -46671.386719 Penalty: 2037.456299 Iteration 8Q: 3 clusters Score -46671.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -46671.542969 Penalty: 2037.456299 Iteration 9Q: 3 clusters Score -46671.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -46671.542969 Penalty: 2037.456299 Iteration 10F: 3 clusters Score -46671.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (747 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Entering Unmasked Estep Score: -70028.273438 Penalty: 1075.110596 Iteration 0F: 2 clusters Score -70028.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -68765.945312 Penalty: 2150.221191 Iteration 0F: 3 clusters Score -68765.95 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -69041.773438 Penalty: 2150.221191 Iteration 1F: 3 clusters Score -69041.77 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -69218.703125 Penalty: 2150.221191 Iteration 2F: 3 clusters Score -69218.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -69351.265625 Penalty: 2150.221191 Iteration 3F: 3 clusters Score -69351.27 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -69444.507812 Penalty: 2150.221191 Iteration 4F: 3 clusters Score -69444.51 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -69516.773438 Penalty: 2150.221191 Iteration 5Q: 3 clusters Score -69516.77 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -69552.484375 Penalty: 2150.221191 Iteration 6Q: 3 clusters Score -69552.48 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -69589.945312 Penalty: 2150.221191 Iteration 7Q: 3 clusters Score -69589.95 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -69608.898438 Penalty: 2150.221191 Iteration 8Q: 3 clusters Score -69608.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -69628.820312 Penalty: 2150.221191 Iteration 9Q: 3 clusters Score -69628.82 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -69647.796875 Penalty: 2150.221191 Iteration 10Q: 3 clusters Score -69647.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -69661.367188 Penalty: 2150.221191 Iteration 11Q: 3 clusters Score -69661.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -69679.757812 Penalty: 2150.221191 Iteration 12Q: 3 clusters Score -69679.76 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -69693.710938 Penalty: 2150.221191 Iteration 13Q: 3 clusters Score -69693.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -69699.929688 Penalty: 2150.221191 Iteration 14Q: 3 clusters Score -69699.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -69702.625000 Penalty: 2150.221191 Iteration 15Q: 3 clusters Score -69702.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -69710.046875 Penalty: 2150.221191 Iteration 16Q: 3 clusters Score -69710.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -69711.812500 Penalty: 2150.221191 Iteration 17Q: 3 clusters Score -69711.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -69711.812500 Penalty: 2150.221191 Iteration 18F: 3 clusters Score -69711.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Entering Unmasked Estep Score: -94333.351562 Penalty: 1121.041138 Iteration 0F: 2 clusters Score -94333.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -92918.507812 Penalty: 2242.082275 Iteration 0F: 3 clusters Score -92918.51 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -93176.523438 Penalty: 2242.082275 Iteration 1F: 3 clusters Score -93176.52 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -93237.117188 Penalty: 2242.082275 Iteration 2F: 3 clusters Score -93237.12 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -93266.148438 Penalty: 2242.082275 Iteration 3Q: 3 clusters Score -93266.15 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -93277.843750 Penalty: 2242.082275 Iteration 4Q: 3 clusters Score -93277.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -93285.148438 Penalty: 2242.082275 Iteration 5Q: 3 clusters Score -93285.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -93290.750000 Penalty: 2242.082275 Iteration 6Q: 3 clusters Score -93290.75 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -93297.757812 Penalty: 2242.082275 Iteration 7Q: 3 clusters Score -93297.76 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -93302.078125 Penalty: 2242.082275 Iteration 8Q: 3 clusters Score -93302.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -93305.687500 Penalty: 2242.082275 Iteration 9Q: 3 clusters Score -93305.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -93311.117188 Penalty: 2242.082275 Iteration 10Q: 3 clusters Score -93311.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -93312.125000 Penalty: 2242.082275 Iteration 11Q: 3 clusters Score -93312.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -93317.773438 Penalty: 2242.082275 Iteration 12Q: 3 clusters Score -93317.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -93324.476562 Penalty: 2242.082275 Iteration 13Q: 3 clusters Score -93324.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -93332.710938 Penalty: 2242.082275 Iteration 14Q: 3 clusters Score -93332.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -93334.812500 Penalty: 2242.082275 Iteration 15Q: 3 clusters Score -93334.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -93336.656250 Penalty: 2242.082275 Iteration 16Q: 3 clusters Score -93336.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -93339.140625 Penalty: 2242.082275 Iteration 17Q: 3 clusters Score -93339.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -93341.000000 Penalty: 2242.082275 Iteration 18Q: 3 clusters Score -93341 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -93341.187500 Penalty: 2242.082275 Iteration 19Q: 3 clusters Score -93341.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -93341.187500 Penalty: 2242.082275 Iteration 20F: 3 clusters Score -93341.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (6317 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Entering Unmasked Estep Score: -581872.687500 Penalty: 1422.037354 Iteration 0F: 2 clusters Score -581872.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -577057.125000 Penalty: 2844.074707 Iteration 0F: 3 clusters Score -577057.1 nChanged 2626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -578558.250000 Penalty: 2844.074707 Iteration 1F: 3 clusters Score -578558.2 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -578858.375000 Penalty: 2844.074707 Iteration 2F: 3 clusters Score -578858.4 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -579124.812500 Penalty: 2844.074707 Iteration 3F: 3 clusters Score -579124.8 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -579386.875000 Penalty: 2844.074707 Iteration 4F: 3 clusters Score -579386.9 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -579632.750000 Penalty: 2844.074707 Iteration 5F: 3 clusters Score -579632.8 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -579866.125000 Penalty: 2844.074707 Iteration 6F: 3 clusters Score -579866.1 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -580049.812500 Penalty: 2844.074707 Iteration 7Q: 3 clusters Score -580049.8 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -580202.937500 Penalty: 2844.074707 Iteration 8Q: 3 clusters Score -580202.9 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -580320.062500 Penalty: 2844.074707 Iteration 9Q: 3 clusters Score -580320.1 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -580394.812500 Penalty: 2844.074707 Iteration 10Q: 3 clusters Score -580394.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -580436.562500 Penalty: 2844.074707 Iteration 11Q: 3 clusters Score -580436.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -580466.750000 Penalty: 2844.074707 Iteration 12Q: 3 clusters Score -580466.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -580492.687500 Penalty: 2844.074707 Iteration 13Q: 3 clusters Score -580492.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -580511.000000 Penalty: 2844.074707 Iteration 14Q: 3 clusters Score -580511 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -580525.250000 Penalty: 2844.074707 Iteration 15Q: 3 clusters Score -580525.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -580538.062500 Penalty: 2844.074707 Iteration 16Q: 3 clusters Score -580538.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -580550.125000 Penalty: 2844.074707 Iteration 17Q: 3 clusters Score -580550.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -580562.062500 Penalty: 2844.074707 Iteration 18Q: 3 clusters Score -580562.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -580577.812500 Penalty: 2844.074707 Iteration 19Q: 3 clusters Score -580577.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -580590.687500 Penalty: 2844.074707 Iteration 20F: 3 clusters Score -580590.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -580604.187500 Penalty: 2844.074707 Iteration 21Q: 3 clusters Score -580604.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -580615.000000 Penalty: 2844.074707 Iteration 22Q: 3 clusters Score -580615 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -580626.250000 Penalty: 2844.074707 Iteration 23Q: 3 clusters Score -580626.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -580636.812500 Penalty: 2844.074707 Iteration 24Q: 3 clusters Score -580636.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -580643.875000 Penalty: 2844.074707 Iteration 25Q: 3 clusters Score -580643.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -580649.187500 Penalty: 2844.074707 Iteration 26Q: 3 clusters Score -580649.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -580651.125000 Penalty: 2844.074707 Iteration 27Q: 3 clusters Score -580651.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -580653.250000 Penalty: 2844.074707 Iteration 28Q: 3 clusters Score -580653.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -580654.562500 Penalty: 2844.074707 Iteration 29Q: 3 clusters Score -580654.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -580655.000000 Penalty: 2844.074707 Iteration 30Q: 3 clusters Score -580655 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -580656.687500 Penalty: 2844.074707 Iteration 31Q: 3 clusters Score -580656.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -580657.750000 Penalty: 2844.074707 Iteration 32Q: 3 clusters Score -580657.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -580659.687500 Penalty: 2844.074707 Iteration 33Q: 3 clusters Score -580659.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -580660.062500 Penalty: 2844.074707 Iteration 34Q: 3 clusters Score -580660.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -580660.625000 Penalty: 2844.074707 Iteration 35Q: 3 clusters Score -580660.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -580661.187500 Penalty: 2844.074707 Iteration 36Q: 3 clusters Score -580661.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -580661.187500 Penalty: 2844.074707 Iteration 37F: 3 clusters Score -580661.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (4229 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Entering Unmasked Estep Score: -395099.687500 Penalty: 1356.829712 Iteration 0F: 2 clusters Score -395099.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -391535.781250 Penalty: 2713.659424 Iteration 0F: 3 clusters Score -391535.8 nChanged 1714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -392564.281250 Penalty: 2713.659424 Iteration 1F: 3 clusters Score -392564.3 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -392759.593750 Penalty: 2713.659424 Iteration 2F: 3 clusters Score -392759.6 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -392894.468750 Penalty: 2713.659424 Iteration 3F: 3 clusters Score -392894.5 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -392997.406250 Penalty: 2713.659424 Iteration 4Q: 3 clusters Score -392997.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -393088.562500 Penalty: 2713.659424 Iteration 5Q: 3 clusters Score -393088.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -393177.437500 Penalty: 2713.659424 Iteration 6Q: 3 clusters Score -393177.4 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -393283.593750 Penalty: 2713.659424 Iteration 7Q: 3 clusters Score -393283.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -393383.562500 Penalty: 2713.659424 Iteration 8Q: 3 clusters Score -393383.6 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -393505.125000 Penalty: 2713.659424 Iteration 9Q: 3 clusters Score -393505.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -393599.593750 Penalty: 2713.659424 Iteration 10Q: 3 clusters Score -393599.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -393669.375000 Penalty: 2713.659424 Iteration 11Q: 3 clusters Score -393669.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -393733.593750 Penalty: 2713.659424 Iteration 12Q: 3 clusters Score -393733.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -393794.375000 Penalty: 2713.659424 Iteration 13Q: 3 clusters Score -393794.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -393829.375000 Penalty: 2713.659424 Iteration 14Q: 3 clusters Score -393829.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -393855.218750 Penalty: 2713.659424 Iteration 15Q: 3 clusters Score -393855.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -393875.062500 Penalty: 2713.659424 Iteration 16Q: 3 clusters Score -393875.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -393885.656250 Penalty: 2713.659424 Iteration 17Q: 3 clusters Score -393885.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -393896.312500 Penalty: 2713.659424 Iteration 18Q: 3 clusters Score -393896.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -393905.593750 Penalty: 2713.659424 Iteration 19Q: 3 clusters Score -393905.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -393911.656250 Penalty: 2713.659424 Iteration 20F: 3 clusters Score -393911.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -393919.687500 Penalty: 2713.659424 Iteration 21Q: 3 clusters Score -393919.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -393925.968750 Penalty: 2713.659424 Iteration 22Q: 3 clusters Score -393926 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -393926.906250 Penalty: 2713.659424 Iteration 23Q: 3 clusters Score -393926.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -393929.187500 Penalty: 2713.659424 Iteration 24Q: 3 clusters Score -393929.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -393931.156250 Penalty: 2713.659424 Iteration 25Q: 3 clusters Score -393931.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -393933.656250 Penalty: 2713.659424 Iteration 26Q: 3 clusters Score -393933.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -393937.843750 Penalty: 2713.659424 Iteration 27Q: 3 clusters Score -393937.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -393943.406250 Penalty: 2713.659424 Iteration 28Q: 3 clusters Score -393943.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -393948.031250 Penalty: 2713.659424 Iteration 29Q: 3 clusters Score -393948 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -393951.406250 Penalty: 2713.659424 Iteration 30Q: 3 clusters Score -393951.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -393956.218750 Penalty: 2713.659424 Iteration 31Q: 3 clusters Score -393956.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -393959.406250 Penalty: 2713.659424 Iteration 32Q: 3 clusters Score -393959.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -393962.843750 Penalty: 2713.659424 Iteration 33Q: 3 clusters Score -393962.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -393967.687500 Penalty: 2713.659424 Iteration 34Q: 3 clusters Score -393967.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -393972.906250 Penalty: 2713.659424 Iteration 35Q: 3 clusters Score -393972.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -393977.843750 Penalty: 2713.659424 Iteration 36Q: 3 clusters Score -393977.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -393983.281250 Penalty: 2713.659424 Iteration 37Q: 3 clusters Score -393983.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -393988.843750 Penalty: 2713.659424 Iteration 38Q: 3 clusters Score -393988.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -393992.687500 Penalty: 2713.659424 Iteration 39Q: 3 clusters Score -393992.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -393997.875000 Penalty: 2713.659424 Iteration 40F: 3 clusters Score -393997.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -394002.718750 Penalty: 2713.659424 Iteration 41Q: 3 clusters Score -394002.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -394005.906250 Penalty: 2713.659424 Iteration 42Q: 3 clusters Score -394005.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -394008.281250 Penalty: 2713.659424 Iteration 43Q: 3 clusters Score -394008.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -394009.781250 Penalty: 2713.659424 Iteration 44Q: 3 clusters Score -394009.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -394011.281250 Penalty: 2713.659424 Iteration 45Q: 3 clusters Score -394011.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -394011.656250 Penalty: 2713.659424 Iteration 46Q: 3 clusters Score -394011.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -394012.875000 Penalty: 2713.659424 Iteration 47Q: 3 clusters Score -394012.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -394012.875000 Penalty: 2713.659424 Iteration 48F: 3 clusters Score -394012.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5813 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5813 members Entering Unmasked Estep Score: -551467.312500 Penalty: 1408.526001 Iteration 0F: 2 clusters Score -551467.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -547039.937500 Penalty: 2817.052002 Iteration 0F: 3 clusters Score -547039.9 nChanged 2345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -548353.062500 Penalty: 2817.052002 Iteration 1F: 3 clusters Score -548353.1 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -548630.625000 Penalty: 2817.052002 Iteration 2F: 3 clusters Score -548630.6 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -548857.125000 Penalty: 2817.052002 Iteration 3F: 3 clusters Score -548857.1 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -549123.812500 Penalty: 2817.052002 Iteration 4F: 3 clusters Score -549123.8 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -549469.187500 Penalty: 2817.052002 Iteration 5F: 3 clusters Score -549469.2 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -549891.000000 Penalty: 2817.052002 Iteration 6F: 3 clusters Score -549891 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -550312.750000 Penalty: 2817.052002 Iteration 7F: 3 clusters Score -550312.8 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -550610.500000 Penalty: 2817.052002 Iteration 8F: 3 clusters Score -550610.5 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -550812.437500 Penalty: 2817.052002 Iteration 9Q: 3 clusters Score -550812.4 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -550942.312500 Penalty: 2817.052002 Iteration 10Q: 3 clusters Score -550942.3 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -551026.375000 Penalty: 2817.052002 Iteration 11Q: 3 clusters Score -551026.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -551094.937500 Penalty: 2817.052002 Iteration 12Q: 3 clusters Score -551094.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -551144.312500 Penalty: 2817.052002 Iteration 13Q: 3 clusters Score -551144.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -551175.937500 Penalty: 2817.052002 Iteration 14Q: 3 clusters Score -551175.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -551200.812500 Penalty: 2817.052002 Iteration 15Q: 3 clusters Score -551200.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -551218.250000 Penalty: 2817.052002 Iteration 16Q: 3 clusters Score -551218.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -551230.375000 Penalty: 2817.052002 Iteration 17Q: 3 clusters Score -551230.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -551233.812500 Penalty: 2817.052002 Iteration 18Q: 3 clusters Score -551233.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -551237.500000 Penalty: 2817.052002 Iteration 19Q: 3 clusters Score -551237.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -551238.875000 Penalty: 2817.052002 Iteration 20F: 3 clusters Score -551238.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -551239.750000 Penalty: 2817.052002 Iteration 21Q: 3 clusters Score -551239.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -551240.875000 Penalty: 2817.052002 Iteration 22Q: 3 clusters Score -551240.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -551242.625000 Penalty: 2817.052002 Iteration 23Q: 3 clusters Score -551242.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -551242.500000 Penalty: 2817.052002 Iteration 24Q: 3 clusters Score -551242.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -551243.062500 Penalty: 2817.052002 Iteration 25Q: 3 clusters Score -551243.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -551243.437500 Penalty: 2817.052002 Iteration 26Q: 3 clusters Score -551243.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -551242.812500 Penalty: 2817.052002 Iteration 27Q: 3 clusters Score -551242.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -551244.625000 Penalty: 2817.052002 Iteration 28Q: 3 clusters Score -551244.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -551244.187500 Penalty: 2817.052002 Iteration 29Q: 3 clusters Score -551244.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -551244.437500 Penalty: 2817.052002 Iteration 30Q: 3 clusters Score -551244.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -551245.250000 Penalty: 2817.052002 Iteration 31Q: 3 clusters Score -551245.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -551245.937500 Penalty: 2817.052002 Iteration 32Q: 3 clusters Score -551245.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -551246.125000 Penalty: 2817.052002 Iteration 33Q: 3 clusters Score -551246.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -551246.437500 Penalty: 2817.052002 Iteration 34Q: 3 clusters Score -551246.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -551247.250000 Penalty: 2817.052002 Iteration 35Q: 3 clusters Score -551247.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -551246.937500 Penalty: 2817.052002 Iteration 36Q: 3 clusters Score -551246.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -551249.750000 Penalty: 2817.052002 Iteration 37Q: 3 clusters Score -551249.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -551249.437500 Penalty: 2817.052002 Iteration 38Q: 3 clusters Score -551249.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -551250.437500 Penalty: 2817.052002 Iteration 39Q: 3 clusters Score -551250.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -551252.000000 Penalty: 2817.052002 Iteration 40F: 3 clusters Score -551252 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -551251.375000 Penalty: 2817.052002 Iteration 41Q: 3 clusters Score -551251.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -551251.500000 Penalty: 2817.052002 Iteration 42Q: 3 clusters Score -551251.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -551252.250000 Penalty: 2817.052002 Iteration 43Q: 3 clusters Score -551252.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -551251.687500 Penalty: 2817.052002 Iteration 44Q: 3 clusters Score -551251.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -551252.875000 Penalty: 2817.052002 Iteration 45Q: 3 clusters Score -551252.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -551252.875000 Penalty: 2817.052002 Iteration 46F: 3 clusters Score -551252.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (941 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Entering Unmasked Estep Score: -89371.539062 Penalty: 1112.628174 Iteration 0F: 2 clusters Score -89371.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -87973.015625 Penalty: 2225.256348 Iteration 0F: 3 clusters Score -87973.02 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -88195.218750 Penalty: 2225.256348 Iteration 1F: 3 clusters Score -88195.22 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -88265.195312 Penalty: 2225.256348 Iteration 2F: 3 clusters Score -88265.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -88313.500000 Penalty: 2225.256348 Iteration 3Q: 3 clusters Score -88313.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -88349.687500 Penalty: 2225.256348 Iteration 4Q: 3 clusters Score -88349.69 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -88380.695312 Penalty: 2225.256348 Iteration 5Q: 3 clusters Score -88380.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -88396.257812 Penalty: 2225.256348 Iteration 6Q: 3 clusters Score -88396.26 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -88403.593750 Penalty: 2225.256348 Iteration 7Q: 3 clusters Score -88403.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -88410.195312 Penalty: 2225.256348 Iteration 8Q: 3 clusters Score -88410.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -88415.625000 Penalty: 2225.256348 Iteration 9Q: 3 clusters Score -88415.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -88419.992188 Penalty: 2225.256348 Iteration 10Q: 3 clusters Score -88419.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -88428.203125 Penalty: 2225.256348 Iteration 11Q: 3 clusters Score -88428.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -88433.601562 Penalty: 2225.256348 Iteration 12Q: 3 clusters Score -88433.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -88437.882812 Penalty: 2225.256348 Iteration 13Q: 3 clusters Score -88437.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -88443.320312 Penalty: 2225.256348 Iteration 14Q: 3 clusters Score -88443.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -88446.890625 Penalty: 2225.256348 Iteration 15Q: 3 clusters Score -88446.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -88449.531250 Penalty: 2225.256348 Iteration 16Q: 3 clusters Score -88449.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -88450.429688 Penalty: 2225.256348 Iteration 17Q: 3 clusters Score -88450.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -88453.093750 Penalty: 2225.256348 Iteration 18Q: 3 clusters Score -88453.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -88455.718750 Penalty: 2225.256348 Iteration 19Q: 3 clusters Score -88455.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -88456.367188 Penalty: 2225.256348 Iteration 20F: 3 clusters Score -88456.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2074 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Entering Unmasked Estep Score: -179291.421875 Penalty: 1241.050537 Iteration 0F: 2 clusters Score -179291.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -177156.843750 Penalty: 2482.101074 Iteration 0F: 3 clusters Score -177156.8 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -177874.062500 Penalty: 2482.101074 Iteration 1F: 3 clusters Score -177874.1 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -178096.671875 Penalty: 2482.101074 Iteration 2F: 3 clusters Score -178096.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -178242.546875 Penalty: 2482.101074 Iteration 3F: 3 clusters Score -178242.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -178373.343750 Penalty: 2482.101074 Iteration 4F: 3 clusters Score -178373.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -178496.140625 Penalty: 2482.101074 Iteration 5F: 3 clusters Score -178496.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -178591.265625 Penalty: 2482.101074 Iteration 6Q: 3 clusters Score -178591.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -178674.531250 Penalty: 2482.101074 Iteration 7Q: 3 clusters Score -178674.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -178758.343750 Penalty: 2482.101074 Iteration 8Q: 3 clusters Score -178758.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -178810.828125 Penalty: 2482.101074 Iteration 9Q: 3 clusters Score -178810.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -178846.203125 Penalty: 2482.101074 Iteration 10Q: 3 clusters Score -178846.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -178873.750000 Penalty: 2482.101074 Iteration 11Q: 3 clusters Score -178873.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -178889.968750 Penalty: 2482.101074 Iteration 12Q: 3 clusters Score -178890 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -178900.171875 Penalty: 2482.101074 Iteration 13Q: 3 clusters Score -178900.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -178905.703125 Penalty: 2482.101074 Iteration 14Q: 3 clusters Score -178905.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -178907.125000 Penalty: 2482.101074 Iteration 15Q: 3 clusters Score -178907.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -178909.468750 Penalty: 2482.101074 Iteration 16Q: 3 clusters Score -178909.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -178910.625000 Penalty: 2482.101074 Iteration 17Q: 3 clusters Score -178910.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -178913.062500 Penalty: 2482.101074 Iteration 18Q: 3 clusters Score -178913.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -178914.296875 Penalty: 2482.101074 Iteration 19Q: 3 clusters Score -178914.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -178914.656250 Penalty: 2482.101074 Iteration 20F: 3 clusters Score -178914.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (16702 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16702 members Entering Unmasked Estep Score: -1537065.500000 Penalty: 1580.033569 Iteration 0F: 2 clusters Score -1537066 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8284 members Mstep: Class 2 contains 8418 members Entering Unmasked Estep Score: -1525563.375000 Penalty: 3160.067139 Iteration 0F: 3 clusters Score -1525563 nChanged 7512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7910 members Mstep: Class 2 contains 8792 members Entering Unmasked Estep Score: -1529750.875000 Penalty: 3160.067139 Iteration 1F: 3 clusters Score -1529751 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7687 members Mstep: Class 2 contains 9015 members Entering Unmasked Estep Score: -1530140.125000 Penalty: 3160.067139 Iteration 2F: 3 clusters Score -1530140 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7433 members Mstep: Class 2 contains 9269 members Entering Unmasked Estep Score: -1530555.000000 Penalty: 3160.067139 Iteration 3F: 3 clusters Score -1530555 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7186 members Mstep: Class 2 contains 9516 members Entering Unmasked Estep Score: -1531046.750000 Penalty: 3160.067139 Iteration 4F: 3 clusters Score -1531047 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6929 members Mstep: Class 2 contains 9773 members Entering Unmasked Estep Score: -1531598.500000 Penalty: 3160.067139 Iteration 5Q: 3 clusters Score -1531598 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6705 members Mstep: Class 2 contains 9997 members Entering Unmasked Estep Score: -1532240.500000 Penalty: 3160.067139 Iteration 6F: 3 clusters Score -1532240 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6505 members Mstep: Class 2 contains 10197 members Entering Unmasked Estep Score: -1532930.625000 Penalty: 3160.067139 Iteration 7F: 3 clusters Score -1532931 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6388 members Mstep: Class 2 contains 10314 members Entering Unmasked Estep Score: -1533550.375000 Penalty: 3160.067139 Iteration 8F: 3 clusters Score -1533550 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 10410 members Entering Unmasked Estep Score: -1534095.250000 Penalty: 3160.067139 Iteration 9F: 3 clusters Score -1534095 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6181 members Mstep: Class 2 contains 10521 members Entering Unmasked Estep Score: -1534501.375000 Penalty: 3160.067139 Iteration 10Q: 3 clusters Score -1534501 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6071 members Mstep: Class 2 contains 10631 members Entering Unmasked Estep Score: -1534749.125000 Penalty: 3160.067139 Iteration 11Q: 3 clusters Score -1534749 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5977 members Mstep: Class 2 contains 10725 members Entering Unmasked Estep Score: -1534878.750000 Penalty: 3160.067139 Iteration 12Q: 3 clusters Score -1534879 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5912 members Mstep: Class 2 contains 10790 members Entering Unmasked Estep Score: -1534958.750000 Penalty: 3160.067139 Iteration 13Q: 3 clusters Score -1534959 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5819 members Mstep: Class 2 contains 10883 members Entering Unmasked Estep Score: -1535008.125000 Penalty: 3160.067139 Iteration 14Q: 3 clusters Score -1535008 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5741 members Mstep: Class 2 contains 10961 members Entering Unmasked Estep Score: -1535047.625000 Penalty: 3160.067139 Iteration 15Q: 3 clusters Score -1535048 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5678 members Mstep: Class 2 contains 11024 members Entering Unmasked Estep Score: -1535072.000000 Penalty: 3160.067139 Iteration 16Q: 3 clusters Score -1535072 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5618 members Mstep: Class 2 contains 11084 members Entering Unmasked Estep Score: -1535085.375000 Penalty: 3160.067139 Iteration 17Q: 3 clusters Score -1535085 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5563 members Mstep: Class 2 contains 11139 members Entering Unmasked Estep Score: -1535100.000000 Penalty: 3160.067139 Iteration 18Q: 3 clusters Score -1535100 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5523 members Mstep: Class 2 contains 11179 members Entering Unmasked Estep Score: -1535108.375000 Penalty: 3160.067139 Iteration 19Q: 3 clusters Score -1535108 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 11220 members Entering Unmasked Estep Score: -1535118.625000 Penalty: 3160.067139 Iteration 20F: 3 clusters Score -1535119 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5460 members Mstep: Class 2 contains 11242 members Entering Unmasked Estep Score: -1535122.000000 Penalty: 3160.067139 Iteration 21Q: 3 clusters Score -1535122 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5441 members Mstep: Class 2 contains 11261 members Entering Unmasked Estep Score: -1535127.500000 Penalty: 3160.067139 Iteration 22Q: 3 clusters Score -1535128 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 11292 members Entering Unmasked Estep Score: -1535137.125000 Penalty: 3160.067139 Iteration 23Q: 3 clusters Score -1535137 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5378 members Mstep: Class 2 contains 11324 members Entering Unmasked Estep Score: -1535140.125000 Penalty: 3160.067139 Iteration 24Q: 3 clusters Score -1535140 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 11351 members Entering Unmasked Estep Score: -1535145.250000 Penalty: 3160.067139 Iteration 25Q: 3 clusters Score -1535145 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 11380 members Entering Unmasked Estep Score: -1535145.750000 Penalty: 3160.067139 Iteration 26Q: 3 clusters Score -1535146 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5292 members Mstep: Class 2 contains 11410 members Entering Unmasked Estep Score: -1535152.500000 Penalty: 3160.067139 Iteration 27Q: 3 clusters Score -1535152 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 11443 members Entering Unmasked Estep Score: -1535157.250000 Penalty: 3160.067139 Iteration 28Q: 3 clusters Score -1535157 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5226 members Mstep: Class 2 contains 11476 members Entering Unmasked Estep Score: -1535162.500000 Penalty: 3160.067139 Iteration 29Q: 3 clusters Score -1535162 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5190 members Mstep: Class 2 contains 11512 members Entering Unmasked Estep Score: -1535170.750000 Penalty: 3160.067139 Iteration 30Q: 3 clusters Score -1535171 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5157 members Mstep: Class 2 contains 11545 members Entering Unmasked Estep Score: -1535167.875000 Penalty: 3160.067139 Iteration 31Q: 3 clusters Score -1535168 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5129 members Mstep: Class 2 contains 11573 members Entering Unmasked Estep Score: -1535178.875000 Penalty: 3160.067139 Iteration 32Q: 3 clusters Score -1535179 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 11589 members Entering Unmasked Estep Score: -1535180.750000 Penalty: 3160.067139 Iteration 33Q: 3 clusters Score -1535181 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5099 members Mstep: Class 2 contains 11603 members Entering Unmasked Estep Score: -1535179.750000 Penalty: 3160.067139 Iteration 34Q: 3 clusters Score -1535180 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 11611 members Entering Unmasked Estep Score: -1535180.250000 Penalty: 3160.067139 Iteration 35Q: 3 clusters Score -1535180 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5088 members Mstep: Class 2 contains 11614 members Entering Unmasked Estep Score: -1535179.250000 Penalty: 3160.067139 Iteration 36Q: 3 clusters Score -1535179 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5088 members Mstep: Class 2 contains 11614 members Entering Unmasked Estep Score: -1535177.750000 Penalty: 3160.067139 Iteration 37Q: 3 clusters Score -1535178 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 11615 members Entering Unmasked Estep Score: -1535182.375000 Penalty: 3160.067139 Iteration 38Q: 3 clusters Score -1535182 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 11621 members Entering Unmasked Estep Score: -1535183.375000 Penalty: 3160.067139 Iteration 39Q: 3 clusters Score -1535183 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 11627 members Entering Unmasked Estep Score: -1535182.750000 Penalty: 3160.067139 Iteration 40F: 3 clusters Score -1535183 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 11630 members Entering Unmasked Estep Score: -1535183.625000 Penalty: 3160.067139 Iteration 41Q: 3 clusters Score -1535184 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5070 members Mstep: Class 2 contains 11632 members Entering Unmasked Estep Score: -1535182.875000 Penalty: 3160.067139 Iteration 42Q: 3 clusters Score -1535183 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5069 members Mstep: Class 2 contains 11633 members Entering Unmasked Estep Score: -1535183.250000 Penalty: 3160.067139 Iteration 43Q: 3 clusters Score -1535183 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 11635 members Entering Unmasked Estep Score: -1535181.375000 Penalty: 3160.067139 Iteration 44Q: 3 clusters Score -1535181 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 11638 members Entering Unmasked Estep Score: -1535179.500000 Penalty: 3160.067139 Iteration 45Q: 3 clusters Score -1535180 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5061 members Mstep: Class 2 contains 11641 members Entering Unmasked Estep Score: -1535181.375000 Penalty: 3160.067139 Iteration 46Q: 3 clusters Score -1535181 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5054 members Mstep: Class 2 contains 11648 members Entering Unmasked Estep Score: -1535183.625000 Penalty: 3160.067139 Iteration 47Q: 3 clusters Score -1535184 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5046 members Mstep: Class 2 contains 11656 members Entering Unmasked Estep Score: -1535182.250000 Penalty: 3160.067139 Iteration 48Q: 3 clusters Score -1535182 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 11666 members Entering Unmasked Estep Score: -1535185.250000 Penalty: 3160.067139 Iteration 49Q: 3 clusters Score -1535185 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5032 members Mstep: Class 2 contains 11670 members Entering Unmasked Estep Score: -1535186.625000 Penalty: 3160.067139 Iteration 50Q: 3 clusters Score -1535187 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5020 members Mstep: Class 2 contains 11682 members Entering Unmasked Estep Score: -1535185.875000 Penalty: 3160.067139 Iteration 51Q: 3 clusters Score -1535186 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 11694 members Entering Unmasked Estep Score: -1535186.500000 Penalty: 3160.067139 Iteration 52Q: 3 clusters Score -1535186 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 11703 members Entering Unmasked Estep Score: -1535191.500000 Penalty: 3160.067139 Iteration 53Q: 3 clusters Score -1535192 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 11716 members Entering Unmasked Estep Score: -1535193.500000 Penalty: 3160.067139 Iteration 54Q: 3 clusters Score -1535194 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 11732 members Entering Unmasked Estep Score: -1535196.750000 Penalty: 3160.067139 Iteration 55Q: 3 clusters Score -1535197 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 11748 members Entering Unmasked Estep Score: -1535196.250000 Penalty: 3160.067139 Iteration 56Q: 3 clusters Score -1535196 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 11762 members Entering Unmasked Estep Score: -1535196.000000 Penalty: 3160.067139 Iteration 57Q: 3 clusters Score -1535196 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4918 members Mstep: Class 2 contains 11784 members Entering Unmasked Estep Score: -1535197.625000 Penalty: 3160.067139 Iteration 58Q: 3 clusters Score -1535198 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 11803 members Entering Unmasked Estep Score: -1535200.625000 Penalty: 3160.067139 Iteration 59Q: 3 clusters Score -1535201 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Mstep: Class 2 contains 11820 members Entering Unmasked Estep Score: -1535204.875000 Penalty: 3160.067139 Iteration 60F: 3 clusters Score -1535205 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4869 members Mstep: Class 2 contains 11833 members Entering Unmasked Estep Score: -1535205.375000 Penalty: 3160.067139 Iteration 61Q: 3 clusters Score -1535205 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4853 members Mstep: Class 2 contains 11849 members Entering Unmasked Estep Score: -1535204.125000 Penalty: 3160.067139 Iteration 62Q: 3 clusters Score -1535204 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 11867 members Entering Unmasked Estep Score: -1535206.750000 Penalty: 3160.067139 Iteration 63Q: 3 clusters Score -1535207 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4816 members Mstep: Class 2 contains 11886 members Entering Unmasked Estep Score: -1535206.625000 Penalty: 3160.067139 Iteration 64Q: 3 clusters Score -1535207 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 11910 members Entering Unmasked Estep Score: -1535212.125000 Penalty: 3160.067139 Iteration 65Q: 3 clusters Score -1535212 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 11929 members Entering Unmasked Estep Score: -1535212.875000 Penalty: 3160.067139 Iteration 66Q: 3 clusters Score -1535213 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4757 members Mstep: Class 2 contains 11945 members Entering Unmasked Estep Score: -1535215.250000 Penalty: 3160.067139 Iteration 67Q: 3 clusters Score -1535215 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 11954 members Entering Unmasked Estep Score: -1535217.750000 Penalty: 3160.067139 Iteration 68Q: 3 clusters Score -1535218 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 11960 members Entering Unmasked Estep Score: -1535221.375000 Penalty: 3160.067139 Iteration 69Q: 3 clusters Score -1535221 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 11970 members Entering Unmasked Estep Score: -1535217.500000 Penalty: 3160.067139 Iteration 70Q: 3 clusters Score -1535218 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 11975 members Entering Unmasked Estep Score: -1535220.875000 Penalty: 3160.067139 Iteration 71Q: 3 clusters Score -1535221 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 11984 members Entering Unmasked Estep Score: -1535221.875000 Penalty: 3160.067139 Iteration 72Q: 3 clusters Score -1535222 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4714 members Mstep: Class 2 contains 11988 members Entering Unmasked Estep Score: -1535226.500000 Penalty: 3160.067139 Iteration 73Q: 3 clusters Score -1535226 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 12002 members Entering Unmasked Estep Score: -1535222.125000 Penalty: 3160.067139 Iteration 74Q: 3 clusters Score -1535222 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 12016 members Entering Unmasked Estep Score: -1535222.500000 Penalty: 3160.067139 Iteration 75Q: 3 clusters Score -1535222 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 12027 members Entering Unmasked Estep Score: -1535223.250000 Penalty: 3160.067139 Iteration 76Q: 3 clusters Score -1535223 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 12039 members Entering Unmasked Estep Score: -1535225.625000 Penalty: 3160.067139 Iteration 77Q: 3 clusters Score -1535226 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4657 members Mstep: Class 2 contains 12045 members Entering Unmasked Estep Score: -1535226.125000 Penalty: 3160.067139 Iteration 78Q: 3 clusters Score -1535226 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 12050 members Entering Unmasked Estep Score: -1535225.375000 Penalty: 3160.067139 Iteration 79Q: 3 clusters Score -1535225 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 12055 members Entering Unmasked Estep Score: -1535223.625000 Penalty: 3160.067139 Iteration 80F: 3 clusters Score -1535224 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 12059 members Entering Unmasked Estep Score: -1535226.250000 Penalty: 3160.067139 Iteration 81Q: 3 clusters Score -1535226 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 12064 members Entering Unmasked Estep Score: -1535225.625000 Penalty: 3160.067139 Iteration 82Q: 3 clusters Score -1535226 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Mstep: Class 2 contains 12065 members Entering Unmasked Estep Score: -1535227.250000 Penalty: 3160.067139 Iteration 83Q: 3 clusters Score -1535227 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 12066 members Entering Unmasked Estep Score: -1535226.875000 Penalty: 3160.067139 Iteration 84Q: 3 clusters Score -1535227 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 12067 members Entering Unmasked Estep Score: -1535228.875000 Penalty: 3160.067139 Iteration 85Q: 3 clusters Score -1535229 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 12069 members Entering Unmasked Estep Score: -1535229.000000 Penalty: 3160.067139 Iteration 86Q: 3 clusters Score -1535229 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 12070 members Entering Unmasked Estep Score: -1535229.125000 Penalty: 3160.067139 Iteration 87Q: 3 clusters Score -1535229 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 12072 members Entering Unmasked Estep Score: -1535230.125000 Penalty: 3160.067139 Iteration 88Q: 3 clusters Score -1535230 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 12073 members Entering Unmasked Estep Score: -1535227.625000 Penalty: 3160.067139 Iteration 89Q: 3 clusters Score -1535228 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 12073 members Entering Unmasked Estep Score: -1535227.625000 Penalty: 3160.067139 Iteration 90F: 3 clusters Score -1535228 nChanged 0 --- Evaluating fit on full set of 275708 points --- Entering Unmasked Estep Score: -24767180.000000 Penalty: 42748.722656 23->22 Clusters: Score -24767180.000000, best is -25266208.000000 Starting from 24 clusters... Entering ConstructFrom: --- Running on subset of 91902 points --- Entering CEM Assigned 24 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 3954 members Mstep: Class 3 contains 4082 members Mstep: Class 4 contains 4088 members Mstep: Class 5 contains 3931 members Mstep: Class 6 contains 4027 members Mstep: Class 7 contains 4047 members Mstep: Class 8 contains 4081 members Mstep: Class 9 contains 3956 members Mstep: Class 10 contains 4047 members Mstep: Class 11 contains 3950 members Mstep: Class 12 contains 4023 members Mstep: Class 13 contains 3999 members Mstep: Class 14 contains 3867 members Mstep: Class 15 contains 3995 members Mstep: Class 16 contains 4025 members Mstep: Class 17 contains 3974 members Mstep: Class 18 contains 3967 members Mstep: Class 19 contains 3921 members Mstep: Class 20 contains 4082 members Mstep: Class 21 contains 3934 members Mstep: Class 22 contains 3973 members Mstep: Class 23 contains 4027 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 183.743713 but Gain 1857.128906 Score: -7580664.000000 Penalty: 40856.808594 Iteration 0F: 23 clusters Score -7580664 nChanged 86578 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 2089 members Mstep: Class 3 contains 1924 members Mstep: Class 4 contains 13252 members Mstep: Class 5 contains 1803 members Mstep: Class 6 contains 2108 members Mstep: Class 7 contains 1915 members Mstep: Class 8 contains 4605 members Mstep: Class 9 contains 3497 members Mstep: Class 10 contains 3546 members Mstep: Class 12 contains 2247 members Mstep: Class 13 contains 2776 members Mstep: Class 14 contains 2196 members Mstep: Class 15 contains 4369 members Mstep: Class 16 contains 4720 members Mstep: Class 17 contains 1882 members Mstep: Class 18 contains 2111 members Mstep: Class 19 contains 6494 members Mstep: Class 20 contains 2955 members Mstep: Class 21 contains 1835 members Mstep: Class 22 contains 16898 members Mstep: Class 23 contains 6525 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 1342.725708 but Gain 1857.125000 Score: -8002799.000000 Penalty: 38999.683594 Iteration 1F: 22 clusters Score -8002799 nChanged 37620 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1823 members Mstep: Class 3 contains 1286 members Mstep: Class 4 contains 16626 members Mstep: Class 5 contains 1458 members Mstep: Class 6 contains 2057 members Mstep: Class 8 contains 5589 members Mstep: Class 9 contains 2238 members Mstep: Class 10 contains 2928 members Mstep: Class 12 contains 1531 members Mstep: Class 13 contains 1563 members Mstep: Class 14 contains 2742 members Mstep: Class 15 contains 3637 members Mstep: Class 16 contains 6918 members Mstep: Class 17 contains 1130 members Mstep: Class 18 contains 2870 members Mstep: Class 19 contains 5338 members Mstep: Class 20 contains 2051 members Mstep: Class 21 contains 2289 members Mstep: Class 22 contains 19544 members Mstep: Class 23 contains 6333 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 1484.335205 but Gain 1857.128906 Score: -8177452.000000 Penalty: 37142.554688 Iteration 2F: 21 clusters Score -8177452 nChanged 25304 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 2061 members Mstep: Class 3 contains 774 members Mstep: Class 4 contains 20662 members Mstep: Class 5 contains 1535 members Mstep: Class 6 contains 1605 members Mstep: Class 8 contains 5751 members Mstep: Class 10 contains 2228 members Mstep: Class 12 contains 1198 members Mstep: Class 13 contains 987 members Mstep: Class 14 contains 3016 members Mstep: Class 15 contains 3513 members Mstep: Class 16 contains 11073 members Mstep: Class 17 contains 902 members Mstep: Class 18 contains 3398 members Mstep: Class 19 contains 3485 members Mstep: Class 20 contains 1401 members Mstep: Class 21 contains 3248 members Mstep: Class 22 contains 17889 members Mstep: Class 23 contains 5576 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 1015.006958 but Gain 1857.128906 Score: -8255874.000000 Penalty: 35285.425781 Iteration 3F: 20 clusters Score -8255874 nChanged 16310 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 3245 members Mstep: Class 3 contains 674 members Mstep: Class 4 contains 20645 members Mstep: Class 5 contains 1800 members Mstep: Class 6 contains 941 members Mstep: Class 8 contains 4741 members Mstep: Class 10 contains 1570 members Mstep: Class 12 contains 1074 members Mstep: Class 13 contains 829 members Mstep: Class 14 contains 3240 members Mstep: Class 15 contains 3401 members Mstep: Class 16 contains 15091 members Mstep: Class 18 contains 3784 members Mstep: Class 19 contains 2711 members Mstep: Class 20 contains 1012 members Mstep: Class 21 contains 4406 members Mstep: Class 22 contains 16884 members Mstep: Class 23 contains 4532 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 1774.237549 but Gain 1857.125000 Score: -8308949.500000 Penalty: 33428.300781 Iteration 4F: 19 clusters Score -8308950 nChanged 10609 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 4017 members Mstep: Class 3 contains 613 members Mstep: Class 4 contains 21003 members Mstep: Class 5 contains 2180 members Mstep: Class 6 contains 798 members Mstep: Class 8 contains 3425 members Mstep: Class 10 contains 1064 members Mstep: Class 13 contains 893 members Mstep: Class 14 contains 2703 members Mstep: Class 15 contains 3430 members Mstep: Class 16 contains 17490 members Mstep: Class 18 contains 3833 members Mstep: Class 19 contains 2488 members Mstep: Class 20 contains 886 members Mstep: Class 21 contains 5119 members Mstep: Class 22 contains 17138 members Mstep: Class 23 contains 3628 members Entering Unmasked Estep ConsiderDeletion Score: -8336945.500000 Penalty: 33428.300781 Iteration 5F: 19 clusters Score -8336946 nChanged 5879 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 4398 members Mstep: Class 3 contains 588 members Mstep: Class 4 contains 20842 members Mstep: Class 5 contains 2364 members Mstep: Class 6 contains 699 members Mstep: Class 8 contains 2343 members Mstep: Class 10 contains 865 members Mstep: Class 13 contains 988 members Mstep: Class 14 contains 2299 members Mstep: Class 15 contains 3502 members Mstep: Class 16 contains 18350 members Mstep: Class 18 contains 3858 members Mstep: Class 19 contains 2437 members Mstep: Class 20 contains 872 members Mstep: Class 21 contains 5372 members Mstep: Class 22 contains 17739 members Mstep: Class 23 contains 3199 members Entering Unmasked Estep ConsiderDeletion Score: -8346399.500000 Penalty: 33428.300781 Iteration 6F: 19 clusters Score -8346400 nChanged 4180 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 4636 members Mstep: Class 3 contains 557 members Mstep: Class 4 contains 20443 members Mstep: Class 5 contains 2526 members Mstep: Class 6 contains 655 members Mstep: Class 8 contains 1637 members Mstep: Class 10 contains 787 members Mstep: Class 13 contains 1092 members Mstep: Class 14 contains 2082 members Mstep: Class 15 contains 3737 members Mstep: Class 16 contains 18597 members Mstep: Class 18 contains 3866 members Mstep: Class 19 contains 2399 members Mstep: Class 20 contains 839 members Mstep: Class 21 contains 5414 members Mstep: Class 22 contains 18149 members Mstep: Class 23 contains 3145 members Entering Unmasked Estep ConsiderDeletion Score: -8352485.000000 Penalty: 33428.300781 Iteration 7Q: 19 clusters Score -8352485 nChanged 3430 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 4808 members Mstep: Class 3 contains 536 members Mstep: Class 4 contains 19908 members Mstep: Class 5 contains 2703 members Mstep: Class 6 contains 623 members Mstep: Class 8 contains 1309 members Mstep: Class 10 contains 723 members Mstep: Class 13 contains 1202 members Mstep: Class 14 contains 1984 members Mstep: Class 15 contains 4016 members Mstep: Class 16 contains 18627 members Mstep: Class 18 contains 3878 members Mstep: Class 19 contains 2374 members Mstep: Class 20 contains 817 members Mstep: Class 21 contains 5376 members Mstep: Class 22 contains 18262 members Mstep: Class 23 contains 3259 members Entering Unmasked Estep ConsiderDeletion Score: -8357338.000000 Penalty: 33428.300781 Iteration 8Q: 19 clusters Score -8357338 nChanged 3021 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 4932 members Mstep: Class 3 contains 534 members Mstep: Class 4 contains 19208 members Mstep: Class 5 contains 2874 members Mstep: Class 6 contains 611 members Mstep: Class 8 contains 1186 members Mstep: Class 10 contains 658 members Mstep: Class 13 contains 1321 members Mstep: Class 14 contains 1930 members Mstep: Class 15 contains 4402 members Mstep: Class 16 contains 18431 members Mstep: Class 18 contains 3887 members Mstep: Class 19 contains 2339 members Mstep: Class 20 contains 875 members Mstep: Class 21 contains 5310 members Mstep: Class 22 contains 18215 members Mstep: Class 23 contains 3583 members Entering Unmasked Estep ConsiderDeletion Score: -8361333.000000 Penalty: 33428.300781 Iteration 9Q: 19 clusters Score -8361333 nChanged 2684 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 5019 members Mstep: Class 3 contains 537 members Mstep: Class 4 contains 18425 members Mstep: Class 5 contains 2958 members Mstep: Class 6 contains 622 members Mstep: Class 8 contains 1181 members Mstep: Class 10 contains 616 members Mstep: Class 13 contains 1440 members Mstep: Class 14 contains 1898 members Mstep: Class 15 contains 4827 members Mstep: Class 16 contains 18091 members Mstep: Class 18 contains 3895 members Mstep: Class 19 contains 2323 members Mstep: Class 20 contains 926 members Mstep: Class 21 contains 5241 members Mstep: Class 22 contains 18097 members Mstep: Class 23 contains 4137 members Entering Unmasked Estep ConsiderDeletion Score: -8364852.000000 Penalty: 33428.300781 Iteration 10Q: 19 clusters Score -8364852 nChanged 2431 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 5086 members Mstep: Class 3 contains 542 members Mstep: Class 4 contains 17602 members Mstep: Class 5 contains 3004 members Mstep: Class 6 contains 641 members Mstep: Class 8 contains 1209 members Mstep: Class 10 contains 610 members Mstep: Class 13 contains 1520 members Mstep: Class 14 contains 1866 members Mstep: Class 15 contains 5271 members Mstep: Class 16 contains 17679 members Mstep: Class 18 contains 3902 members Mstep: Class 19 contains 2387 members Mstep: Class 20 contains 958 members Mstep: Class 21 contains 5178 members Mstep: Class 22 contains 17979 members Mstep: Class 23 contains 4764 members Entering Unmasked Estep ConsiderDeletion Score: -8368136.500000 Penalty: 33428.300781 Iteration 11Q: 19 clusters Score -8368136 nChanged 2048 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 5147 members Mstep: Class 3 contains 544 members Mstep: Class 4 contains 16869 members Mstep: Class 5 contains 3039 members Mstep: Class 6 contains 670 members Mstep: Class 8 contains 1232 members Mstep: Class 10 contains 609 members Mstep: Class 13 contains 1577 members Mstep: Class 14 contains 1841 members Mstep: Class 15 contains 5684 members Mstep: Class 16 contains 17240 members Mstep: Class 18 contains 3907 members Mstep: Class 19 contains 2482 members Mstep: Class 20 contains 967 members Mstep: Class 21 contains 5108 members Mstep: Class 22 contains 17899 members Mstep: Class 23 contains 5360 members Entering Unmasked Estep ConsiderDeletion Score: -8370772.500000 Penalty: 33428.300781 Iteration 12Q: 19 clusters Score -8370772 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 5229 members Mstep: Class 3 contains 550 members Mstep: Class 4 contains 16527 members Mstep: Class 5 contains 2999 members Mstep: Class 6 contains 682 members Mstep: Class 8 contains 1278 members Mstep: Class 10 contains 610 members Mstep: Class 13 contains 1635 members Mstep: Class 14 contains 1822 members Mstep: Class 15 contains 6118 members Mstep: Class 16 contains 16785 members Mstep: Class 18 contains 3910 members Mstep: Class 19 contains 2584 members Mstep: Class 20 contains 975 members Mstep: Class 21 contains 5022 members Mstep: Class 22 contains 17811 members Mstep: Class 23 contains 5626 members Entering Unmasked Estep ConsiderDeletion Score: -8371988.000000 Penalty: 33428.300781 Iteration 13Q: 19 clusters Score -8371988 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 5287 members Mstep: Class 3 contains 550 members Mstep: Class 4 contains 16424 members Mstep: Class 5 contains 2958 members Mstep: Class 6 contains 703 members Mstep: Class 8 contains 1324 members Mstep: Class 10 contains 611 members Mstep: Class 13 contains 1680 members Mstep: Class 14 contains 1818 members Mstep: Class 15 contains 6562 members Mstep: Class 16 contains 16256 members Mstep: Class 18 contains 3911 members Mstep: Class 19 contains 2703 members Mstep: Class 20 contains 981 members Mstep: Class 21 contains 4946 members Mstep: Class 22 contains 17733 members Mstep: Class 23 contains 5699 members Entering Unmasked Estep ConsiderDeletion Score: -8372636.000000 Penalty: 33428.300781 Iteration 14Q: 19 clusters Score -8372636 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 5329 members Mstep: Class 3 contains 550 members Mstep: Class 4 contains 16387 members Mstep: Class 5 contains 2929 members Mstep: Class 6 contains 721 members Mstep: Class 8 contains 1358 members Mstep: Class 10 contains 618 members Mstep: Class 13 contains 1722 members Mstep: Class 14 contains 1836 members Mstep: Class 15 contains 6996 members Mstep: Class 16 contains 15736 members Mstep: Class 18 contains 3911 members Mstep: Class 19 contains 2803 members Mstep: Class 20 contains 985 members Mstep: Class 21 contains 4864 members Mstep: Class 22 contains 17670 members Mstep: Class 23 contains 5720 members Entering Unmasked Estep ConsiderDeletion Score: -8373163.000000 Penalty: 33428.300781 Iteration 15Q: 19 clusters Score -8373163 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 5380 members Mstep: Class 3 contains 550 members Mstep: Class 4 contains 16371 members Mstep: Class 5 contains 2914 members Mstep: Class 6 contains 735 members Mstep: Class 8 contains 1389 members Mstep: Class 10 contains 626 members Mstep: Class 13 contains 1750 members Mstep: Class 14 contains 1854 members Mstep: Class 15 contains 7386 members Mstep: Class 16 contains 15269 members Mstep: Class 18 contains 3911 members Mstep: Class 19 contains 2884 members Mstep: Class 20 contains 987 members Mstep: Class 21 contains 4774 members Mstep: Class 22 contains 17623 members Mstep: Class 23 contains 5729 members Entering Unmasked Estep ConsiderDeletion Score: -8373610.000000 Penalty: 33428.300781 Iteration 16Q: 19 clusters Score -8373610 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 5454 members Mstep: Class 3 contains 550 members Mstep: Class 4 contains 16366 members Mstep: Class 5 contains 2908 members Mstep: Class 6 contains 744 members Mstep: Class 8 contains 1412 members Mstep: Class 10 contains 625 members Mstep: Class 13 contains 1775 members Mstep: Class 14 contains 1862 members Mstep: Class 15 contains 7782 members Mstep: Class 16 contains 14826 members Mstep: Class 18 contains 3911 members Mstep: Class 19 contains 2934 members Mstep: Class 20 contains 989 members Mstep: Class 21 contains 4674 members Mstep: Class 22 contains 17586 members Mstep: Class 23 contains 5725 members Entering Unmasked Estep ConsiderDeletion Score: -8374038.500000 Penalty: 33428.300781 Iteration 17Q: 19 clusters Score -8374038 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 5536 members Mstep: Class 3 contains 550 members Mstep: Class 4 contains 16363 members Mstep: Class 5 contains 2907 members Mstep: Class 6 contains 751 members Mstep: Class 8 contains 1448 members Mstep: Class 10 contains 629 members Mstep: Class 13 contains 1794 members Mstep: Class 14 contains 1873 members Mstep: Class 15 contains 8203 members Mstep: Class 16 contains 14370 members Mstep: Class 18 contains 3911 members Mstep: Class 19 contains 2969 members Mstep: Class 20 contains 989 members Mstep: Class 21 contains 4562 members Mstep: Class 22 contains 17542 members Mstep: Class 23 contains 5720 members Entering Unmasked Estep ConsiderDeletion Score: -8374441.500000 Penalty: 33428.300781 Iteration 18Q: 19 clusters Score -8374442 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 5612 members Mstep: Class 3 contains 550 members Mstep: Class 4 contains 16362 members Mstep: Class 5 contains 2909 members Mstep: Class 6 contains 753 members Mstep: Class 8 contains 1469 members Mstep: Class 10 contains 639 members Mstep: Class 13 contains 1819 members Mstep: Class 14 contains 1878 members Mstep: Class 15 contains 8642 members Mstep: Class 16 contains 13910 members Mstep: Class 18 contains 3911 members Mstep: Class 19 contains 2994 members Mstep: Class 20 contains 989 members Mstep: Class 21 contains 4451 members Mstep: Class 22 contains 17515 members Mstep: Class 23 contains 5712 members Entering Unmasked Estep ConsiderDeletion Score: -8374870.000000 Penalty: 33428.300781 Iteration 19Q: 19 clusters Score -8374870 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 5669 members Mstep: Class 3 contains 550 members Mstep: Class 4 contains 16361 members Mstep: Class 5 contains 2906 members Mstep: Class 6 contains 755 members Mstep: Class 8 contains 1493 members Mstep: Class 10 contains 641 members Mstep: Class 13 contains 1843 members Mstep: Class 14 contains 1882 members Mstep: Class 15 contains 9009 members Mstep: Class 16 contains 13522 members Mstep: Class 18 contains 3911 members Mstep: Class 19 contains 3016 members Mstep: Class 20 contains 989 members Mstep: Class 21 contains 4367 members Mstep: Class 22 contains 17492 members Mstep: Class 23 contains 5705 members Entering Unmasked Estep ConsiderDeletion Score: -8375686.500000 Penalty: 33428.300781 Iteration 20F: 19 clusters Score -8375686 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 5694 members Mstep: Class 3 contains 545 members Mstep: Class 4 contains 16358 members Mstep: Class 5 contains 2886 members Mstep: Class 6 contains 784 members Mstep: Class 8 contains 1515 members Mstep: Class 10 contains 636 members Mstep: Class 13 contains 1855 members Mstep: Class 14 contains 1884 members Mstep: Class 15 contains 9438 members Mstep: Class 16 contains 13081 members Mstep: Class 18 contains 3910 members Mstep: Class 19 contains 3032 members Mstep: Class 20 contains 998 members Mstep: Class 21 contains 4305 members Mstep: Class 22 contains 17467 members Mstep: Class 23 contains 5703 members Entering Unmasked Estep ConsiderDeletion Score: -8376966.500000 Penalty: 33428.300781 Iteration 21Q: 19 clusters Score -8376966 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 5661 members Mstep: Class 3 contains 554 members Mstep: Class 4 contains 16352 members Mstep: Class 5 contains 2864 members Mstep: Class 6 contains 801 members Mstep: Class 8 contains 1534 members Mstep: Class 10 contains 662 members Mstep: Class 13 contains 1889 members Mstep: Class 14 contains 1899 members Mstep: Class 15 contains 9796 members Mstep: Class 16 contains 12729 members Mstep: Class 18 contains 3911 members Mstep: Class 19 contains 3024 members Mstep: Class 20 contains 1006 members Mstep: Class 21 contains 4274 members Mstep: Class 22 contains 17432 members Mstep: Class 23 contains 5706 members Entering Unmasked Estep ConsiderDeletion Score: -8377524.500000 Penalty: 33428.300781 Iteration 22Q: 19 clusters Score -8377524 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 5630 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 16350 members Mstep: Class 5 contains 2834 members Mstep: Class 6 contains 807 members Mstep: Class 8 contains 1550 members Mstep: Class 10 contains 687 members Mstep: Class 13 contains 1932 members Mstep: Class 14 contains 1907 members Mstep: Class 15 contains 10133 members Mstep: Class 16 contains 12437 members Mstep: Class 18 contains 3911 members Mstep: Class 19 contains 3004 members Mstep: Class 20 contains 1016 members Mstep: Class 21 contains 4256 members Mstep: Class 22 contains 17386 members Mstep: Class 23 contains 5702 members Entering Unmasked Estep ConsiderDeletion Score: -8377879.500000 Penalty: 33428.300781 Iteration 23Q: 19 clusters Score -8377880 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 5615 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 16343 members Mstep: Class 5 contains 2791 members Mstep: Class 6 contains 823 members Mstep: Class 8 contains 1559 members Mstep: Class 10 contains 701 members Mstep: Class 13 contains 1972 members Mstep: Class 14 contains 1914 members Mstep: Class 15 contains 10447 members Mstep: Class 16 contains 12182 members Mstep: Class 18 contains 3910 members Mstep: Class 19 contains 2972 members Mstep: Class 20 contains 1025 members Mstep: Class 21 contains 4243 members Mstep: Class 22 contains 17352 members Mstep: Class 23 contains 5697 members Entering Unmasked Estep ConsiderDeletion Score: -8378269.000000 Penalty: 33428.300781 Iteration 24Q: 19 clusters Score -8378269 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 5595 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 16344 members Mstep: Class 5 contains 2739 members Mstep: Class 6 contains 839 members Mstep: Class 8 contains 1566 members Mstep: Class 10 contains 713 members Mstep: Class 13 contains 2004 members Mstep: Class 14 contains 1921 members Mstep: Class 15 contains 10737 members Mstep: Class 16 contains 11948 members Mstep: Class 18 contains 3907 members Mstep: Class 19 contains 2935 members Mstep: Class 20 contains 1033 members Mstep: Class 21 contains 4238 members Mstep: Class 22 contains 17333 members Mstep: Class 23 contains 5695 members Entering Unmasked Estep ConsiderDeletion Score: -8378547.500000 Penalty: 33428.300781 Iteration 25Q: 19 clusters Score -8378548 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 5571 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 16347 members Mstep: Class 5 contains 2691 members Mstep: Class 6 contains 850 members Mstep: Class 8 contains 1574 members Mstep: Class 10 contains 723 members Mstep: Class 13 contains 2020 members Mstep: Class 14 contains 1922 members Mstep: Class 15 contains 11003 members Mstep: Class 16 contains 11762 members Mstep: Class 18 contains 3907 members Mstep: Class 19 contains 2884 members Mstep: Class 20 contains 1036 members Mstep: Class 21 contains 4236 members Mstep: Class 22 contains 17324 members Mstep: Class 23 contains 5699 members Entering Unmasked Estep ConsiderDeletion Score: -8378698.500000 Penalty: 33428.300781 Iteration 26Q: 19 clusters Score -8378698 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 5554 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 16357 members Mstep: Class 5 contains 2634 members Mstep: Class 6 contains 855 members Mstep: Class 8 contains 1583 members Mstep: Class 10 contains 729 members Mstep: Class 13 contains 2045 members Mstep: Class 14 contains 1920 members Mstep: Class 15 contains 11276 members Mstep: Class 16 contains 11585 members Mstep: Class 18 contains 3907 members Mstep: Class 19 contains 2815 members Mstep: Class 20 contains 1040 members Mstep: Class 21 contains 4235 members Mstep: Class 22 contains 17311 members Mstep: Class 23 contains 5703 members Entering Unmasked Estep ConsiderDeletion Score: -8378922.500000 Penalty: 33428.300781 Iteration 27Q: 19 clusters Score -8378922 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 5533 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 16363 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 848 members Mstep: Class 8 contains 1588 members Mstep: Class 10 contains 731 members Mstep: Class 13 contains 2072 members Mstep: Class 14 contains 1918 members Mstep: Class 15 contains 11539 members Mstep: Class 16 contains 11428 members Mstep: Class 18 contains 3907 members Mstep: Class 19 contains 2738 members Mstep: Class 20 contains 1044 members Mstep: Class 21 contains 4234 members Mstep: Class 22 contains 17303 members Mstep: Class 23 contains 5711 members Entering Unmasked Estep ConsiderDeletion Score: -8379098.000000 Penalty: 33428.300781 Iteration 28Q: 19 clusters Score -8379098 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 5517 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 16375 members Mstep: Class 5 contains 2541 members Mstep: Class 6 contains 860 members Mstep: Class 8 contains 1592 members Mstep: Class 10 contains 731 members Mstep: Class 13 contains 2091 members Mstep: Class 14 contains 1919 members Mstep: Class 15 contains 11794 members Mstep: Class 16 contains 11264 members Mstep: Class 18 contains 3907 members Mstep: Class 19 contains 2663 members Mstep: Class 20 contains 1048 members Mstep: Class 21 contains 4235 members Mstep: Class 22 contains 17298 members Mstep: Class 23 contains 5714 members Entering Unmasked Estep ConsiderDeletion Score: -8379300.500000 Penalty: 33428.300781 Iteration 29Q: 19 clusters Score -8379300 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 5514 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 16387 members Mstep: Class 5 contains 2497 members Mstep: Class 6 contains 880 members Mstep: Class 8 contains 1591 members Mstep: Class 10 contains 737 members Mstep: Class 13 contains 2097 members Mstep: Class 14 contains 1918 members Mstep: Class 15 contains 12028 members Mstep: Class 16 contains 11099 members Mstep: Class 18 contains 3906 members Mstep: Class 19 contains 2606 members Mstep: Class 20 contains 1047 members Mstep: Class 21 contains 4231 members Mstep: Class 22 contains 17295 members Mstep: Class 23 contains 5716 members Entering Unmasked Estep ConsiderDeletion Score: -8379504.000000 Penalty: 33428.300781 Iteration 30Q: 19 clusters Score -8379504 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 5505 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 16393 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 887 members Mstep: Class 8 contains 1593 members Mstep: Class 10 contains 739 members Mstep: Class 13 contains 2109 members Mstep: Class 14 contains 1919 members Mstep: Class 15 contains 12260 members Mstep: Class 16 contains 10948 members Mstep: Class 18 contains 3906 members Mstep: Class 19 contains 2541 members Mstep: Class 20 contains 1050 members Mstep: Class 21 contains 4231 members Mstep: Class 22 contains 17287 members Mstep: Class 23 contains 5728 members Entering Unmasked Estep ConsiderDeletion Score: -8379651.500000 Penalty: 33428.300781 Iteration 31Q: 19 clusters Score -8379652 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 5504 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 16398 members Mstep: Class 5 contains 2407 members Mstep: Class 6 contains 910 members Mstep: Class 8 contains 1598 members Mstep: Class 10 contains 741 members Mstep: Class 13 contains 2121 members Mstep: Class 14 contains 1918 members Mstep: Class 15 contains 12467 members Mstep: Class 16 contains 10828 members Mstep: Class 18 contains 3906 members Mstep: Class 19 contains 2464 members Mstep: Class 20 contains 1048 members Mstep: Class 21 contains 4229 members Mstep: Class 22 contains 17274 members Mstep: Class 23 contains 5735 members Entering Unmasked Estep ConsiderDeletion Score: -8379904.000000 Penalty: 33428.300781 Iteration 32Q: 19 clusters Score -8379904 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 5503 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 16400 members Mstep: Class 5 contains 2351 members Mstep: Class 6 contains 936 members Mstep: Class 8 contains 1600 members Mstep: Class 10 contains 744 members Mstep: Class 13 contains 2130 members Mstep: Class 14 contains 1919 members Mstep: Class 15 contains 12646 members Mstep: Class 16 contains 10725 members Mstep: Class 18 contains 3905 members Mstep: Class 19 contains 2397 members Mstep: Class 20 contains 1045 members Mstep: Class 21 contains 4227 members Mstep: Class 22 contains 17268 members Mstep: Class 23 contains 5751 members Entering Unmasked Estep ConsiderDeletion Score: -8380189.000000 Penalty: 33428.300781 Iteration 33Q: 19 clusters Score -8380189 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 5500 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 16401 members Mstep: Class 5 contains 2292 members Mstep: Class 6 contains 953 members Mstep: Class 8 contains 1605 members Mstep: Class 10 contains 745 members Mstep: Class 13 contains 2139 members Mstep: Class 14 contains 1920 members Mstep: Class 15 contains 12790 members Mstep: Class 16 contains 10646 members Mstep: Class 18 contains 3905 members Mstep: Class 19 contains 2345 members Mstep: Class 20 contains 1046 members Mstep: Class 21 contains 4227 members Mstep: Class 22 contains 17259 members Mstep: Class 23 contains 5774 members Entering Unmasked Estep ConsiderDeletion Score: -8380396.000000 Penalty: 33428.300781 Iteration 34Q: 19 clusters Score -8380396 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 5494 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 16409 members Mstep: Class 5 contains 2233 members Mstep: Class 6 contains 971 members Mstep: Class 8 contains 1610 members Mstep: Class 10 contains 746 members Mstep: Class 13 contains 2145 members Mstep: Class 14 contains 1920 members Mstep: Class 15 contains 12910 members Mstep: Class 16 contains 10589 members Mstep: Class 18 contains 3905 members Mstep: Class 19 contains 2291 members Mstep: Class 20 contains 1043 members Mstep: Class 21 contains 4227 members Mstep: Class 22 contains 17255 members Mstep: Class 23 contains 5799 members Entering Unmasked Estep ConsiderDeletion Score: -8380523.000000 Penalty: 33428.300781 Iteration 35Q: 19 clusters Score -8380523 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 5485 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 16409 members Mstep: Class 5 contains 2186 members Mstep: Class 6 contains 980 members Mstep: Class 8 contains 1611 members Mstep: Class 10 contains 750 members Mstep: Class 13 contains 2154 members Mstep: Class 14 contains 1920 members Mstep: Class 15 contains 13022 members Mstep: Class 16 contains 10543 members Mstep: Class 18 contains 3906 members Mstep: Class 19 contains 2233 members Mstep: Class 20 contains 1040 members Mstep: Class 21 contains 4226 members Mstep: Class 22 contains 17253 members Mstep: Class 23 contains 5830 members Entering Unmasked Estep ConsiderDeletion Score: -8380662.000000 Penalty: 33428.300781 Iteration 36Q: 19 clusters Score -8380662 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 5481 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 16408 members Mstep: Class 5 contains 2142 members Mstep: Class 6 contains 984 members Mstep: Class 8 contains 1612 members Mstep: Class 10 contains 757 members Mstep: Class 13 contains 2156 members Mstep: Class 14 contains 1919 members Mstep: Class 15 contains 13133 members Mstep: Class 16 contains 10507 members Mstep: Class 18 contains 3906 members Mstep: Class 19 contains 2167 members Mstep: Class 20 contains 1040 members Mstep: Class 21 contains 4223 members Mstep: Class 22 contains 17250 members Mstep: Class 23 contains 5863 members Entering Unmasked Estep ConsiderDeletion Score: -8380743.000000 Penalty: 33428.300781 Iteration 37Q: 19 clusters Score -8380743 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 5473 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 16406 members Mstep: Class 5 contains 2115 members Mstep: Class 6 contains 987 members Mstep: Class 8 contains 1612 members Mstep: Class 10 contains 760 members Mstep: Class 13 contains 2166 members Mstep: Class 14 contains 1919 members Mstep: Class 15 contains 13235 members Mstep: Class 16 contains 10461 members Mstep: Class 18 contains 3906 members Mstep: Class 19 contains 2114 members Mstep: Class 20 contains 1041 members Mstep: Class 21 contains 4222 members Mstep: Class 22 contains 17247 members Mstep: Class 23 contains 5885 members Entering Unmasked Estep ConsiderDeletion Score: -8380823.500000 Penalty: 33428.300781 Iteration 38Q: 19 clusters Score -8380824 nChanged 149 Entering ConstructFrom: Score: -8380823.500000 Penalty: 33428.300781 Entering ConstructFrom: Trying to split cluster 1 (1779 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Entering Unmasked Estep Score: -161929.406250 Penalty: 1216.118530 Iteration 0F: 2 clusters Score -161929.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -159999.578125 Penalty: 2432.237061 Iteration 0F: 3 clusters Score -159999.6 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -160530.093750 Penalty: 2432.237061 Iteration 1F: 3 clusters Score -160530.1 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -160789.468750 Penalty: 2432.237061 Iteration 2F: 3 clusters Score -160789.5 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -161107.593750 Penalty: 2432.237061 Iteration 3F: 3 clusters Score -161107.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -161934.484375 Penalty: 2432.237061 Iteration 4F: 3 clusters Score -161934.5 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -163175.687500 Penalty: 2432.237061 Iteration 5F: 3 clusters Score -163175.7 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -164404.750000 Penalty: 2432.237061 Iteration 6F: 3 clusters Score -164404.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -164978.000000 Penalty: 2432.237061 Iteration 7Q: 3 clusters Score -164978 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -165219.484375 Penalty: 2432.237061 Iteration 8Q: 3 clusters Score -165219.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -165230.953125 Penalty: 2432.237061 Iteration 9Q: 3 clusters Score -165231 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -165230.953125 Penalty: 2432.237061 Iteration 10F: 3 clusters Score -165231 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 5465 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 16406 members Mstep: Class 5 contains 2102 members Mstep: Class 6 contains 989 members Mstep: Class 7 contains 793 members Mstep: Class 8 contains 1612 members Mstep: Class 10 contains 762 members Mstep: Class 13 contains 2175 members Mstep: Class 14 contains 1919 members Mstep: Class 15 contains 13327 members Mstep: Class 16 contains 10432 members Mstep: Class 18 contains 3906 members Mstep: Class 19 contains 2054 members Mstep: Class 20 contains 1039 members Mstep: Class 21 contains 4221 members Mstep: Class 22 contains 17245 members Mstep: Class 23 contains 5895 members Entering Unmasked Estep Score: -8383508.000000 Penalty: 35285.425781 Splitting cluster 1 changes total score from -8380823.500000 to -8383508.000000 So it's getting split into cluster 7. Entering ConstructFrom: Trying to split cluster 2 (5465 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5465 members Entering Unmasked Estep Score: -517720.500000 Penalty: 1398.494385 Iteration 0F: 2 clusters Score -517720.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -513418.937500 Penalty: 2796.988770 Iteration 0F: 3 clusters Score -513418.9 nChanged 2297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -514978.031250 Penalty: 2796.988770 Iteration 1F: 3 clusters Score -514978 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -515414.312500 Penalty: 2796.988770 Iteration 2F: 3 clusters Score -515414.3 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -515888.343750 Penalty: 2796.988770 Iteration 3F: 3 clusters Score -515888.3 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -516382.250000 Penalty: 2796.988770 Iteration 4F: 3 clusters Score -516382.2 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -516895.781250 Penalty: 2796.988770 Iteration 5F: 3 clusters Score -516895.8 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -517509.781250 Penalty: 2796.988770 Iteration 6F: 3 clusters Score -517509.8 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -518261.500000 Penalty: 2796.988770 Iteration 7F: 3 clusters Score -518261.5 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -518627.500000 Penalty: 2796.988770 Iteration 8Q: 3 clusters Score -518627.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -518743.218750 Penalty: 2796.988770 Iteration 9Q: 3 clusters Score -518743.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -518787.062500 Penalty: 2796.988770 Iteration 10Q: 3 clusters Score -518787.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -518800.562500 Penalty: 2796.988770 Iteration 11Q: 3 clusters Score -518800.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -518807.000000 Penalty: 2796.988770 Iteration 12Q: 3 clusters Score -518807 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -518812.281250 Penalty: 2796.988770 Iteration 13Q: 3 clusters Score -518812.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -518816.312500 Penalty: 2796.988770 Iteration 14Q: 3 clusters Score -518816.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -518818.625000 Penalty: 2796.988770 Iteration 15Q: 3 clusters Score -518818.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -518820.781250 Penalty: 2796.988770 Iteration 16Q: 3 clusters Score -518820.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -518822.937500 Penalty: 2796.988770 Iteration 17Q: 3 clusters Score -518822.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -518824.968750 Penalty: 2796.988770 Iteration 18Q: 3 clusters Score -518825 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -518825.312500 Penalty: 2796.988770 Iteration 19Q: 3 clusters Score -518825.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -518825.312500 Penalty: 2796.988770 Iteration 20F: 3 clusters Score -518825.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2616 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 16406 members Mstep: Class 5 contains 2102 members Mstep: Class 6 contains 989 members Mstep: Class 7 contains 793 members Mstep: Class 8 contains 1612 members Mstep: Class 9 contains 2849 members Mstep: Class 10 contains 762 members Mstep: Class 13 contains 2175 members Mstep: Class 14 contains 1919 members Mstep: Class 15 contains 13327 members Mstep: Class 16 contains 10432 members Mstep: Class 18 contains 3906 members Mstep: Class 19 contains 2054 members Mstep: Class 20 contains 1039 members Mstep: Class 21 contains 4221 members Mstep: Class 22 contains 17245 members Mstep: Class 23 contains 5895 members Entering Unmasked Estep Score: -8384161.500000 Penalty: 37142.554688 Splitting cluster 2 changes total score from -8380823.500000 to -8384161.500000 So it's getting split into cluster 9. Entering ConstructFrom: Trying to split cluster 3 (558 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Entering Unmasked Estep Score: -49570.464844 Penalty: 1027.708374 Iteration 0F: 2 clusters Score -49570.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -48558.589844 Penalty: 2055.416748 Iteration 0F: 3 clusters Score -48558.59 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -48796.371094 Penalty: 2055.416748 Iteration 1F: 3 clusters Score -48796.37 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -48939.722656 Penalty: 2055.416748 Iteration 2F: 3 clusters Score -48939.72 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -49033.953125 Penalty: 2055.416748 Iteration 3F: 3 clusters Score -49033.95 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -49071.363281 Penalty: 2055.416748 Iteration 4Q: 3 clusters Score -49071.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -49100.281250 Penalty: 2055.416748 Iteration 5Q: 3 clusters Score -49100.28 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -49127.808594 Penalty: 2055.416748 Iteration 6Q: 3 clusters Score -49127.81 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -49149.757812 Penalty: 2055.416748 Iteration 7Q: 3 clusters Score -49149.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -49165.753906 Penalty: 2055.416748 Iteration 8Q: 3 clusters Score -49165.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -49168.867188 Penalty: 2055.416748 Iteration 9Q: 3 clusters Score -49168.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -49169.988281 Penalty: 2055.416748 Iteration 10Q: 3 clusters Score -49169.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -49169.988281 Penalty: 2055.416748 Iteration 11F: 3 clusters Score -49169.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (16406 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16406 members Entering Unmasked Estep Score: -1565680.875000 Penalty: 1577.127930 Iteration 0F: 2 clusters Score -1565681 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8153 members Mstep: Class 2 contains 8253 members Entering Unmasked Estep Score: -1554416.000000 Penalty: 3154.255859 Iteration 0F: 3 clusters Score -1554416 nChanged 7338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7859 members Mstep: Class 2 contains 8547 members Entering Unmasked Estep Score: -1558363.250000 Penalty: 3154.255859 Iteration 1F: 3 clusters Score -1558363 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7659 members Mstep: Class 2 contains 8747 members Entering Unmasked Estep Score: -1558923.750000 Penalty: 3154.255859 Iteration 2F: 3 clusters Score -1558924 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7295 members Mstep: Class 2 contains 9111 members Entering Unmasked Estep Score: -1559678.000000 Penalty: 3154.255859 Iteration 3F: 3 clusters Score -1559678 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6760 members Mstep: Class 2 contains 9646 members Entering Unmasked Estep Score: -1560544.750000 Penalty: 3154.255859 Iteration 4F: 3 clusters Score -1560545 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 10382 members Entering Unmasked Estep Score: -1561515.250000 Penalty: 3154.255859 Iteration 5F: 3 clusters Score -1561515 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5205 members Mstep: Class 2 contains 11201 members Entering Unmasked Estep Score: -1562455.375000 Penalty: 3154.255859 Iteration 6F: 3 clusters Score -1562455 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 11950 members Entering Unmasked Estep Score: -1563143.000000 Penalty: 3154.255859 Iteration 7F: 3 clusters Score -1563143 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 12567 members Entering Unmasked Estep Score: -1563640.750000 Penalty: 3154.255859 Iteration 8Q: 3 clusters Score -1563641 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 13054 members Entering Unmasked Estep Score: -1563976.875000 Penalty: 3154.255859 Iteration 9Q: 3 clusters Score -1563977 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 13429 members Entering Unmasked Estep Score: -1564222.500000 Penalty: 3154.255859 Iteration 10Q: 3 clusters Score -1564222 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 13729 members Entering Unmasked Estep Score: -1564405.625000 Penalty: 3154.255859 Iteration 11Q: 3 clusters Score -1564406 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 13962 members Entering Unmasked Estep Score: -1564544.625000 Penalty: 3154.255859 Iteration 12Q: 3 clusters Score -1564545 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 14158 members Entering Unmasked Estep Score: -1564651.375000 Penalty: 3154.255859 Iteration 13Q: 3 clusters Score -1564651 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 14310 members Entering Unmasked Estep Score: -1564708.500000 Penalty: 3154.255859 Iteration 14Q: 3 clusters Score -1564708 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 14428 members Entering Unmasked Estep Score: -1564748.625000 Penalty: 3154.255859 Iteration 15Q: 3 clusters Score -1564749 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 14530 members Entering Unmasked Estep Score: -1564790.500000 Penalty: 3154.255859 Iteration 16Q: 3 clusters Score -1564790 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 14623 members Entering Unmasked Estep Score: -1564820.875000 Penalty: 3154.255859 Iteration 17Q: 3 clusters Score -1564821 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 14706 members Entering Unmasked Estep Score: -1564850.625000 Penalty: 3154.255859 Iteration 18Q: 3 clusters Score -1564851 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 14787 members Entering Unmasked Estep Score: -1564871.125000 Penalty: 3154.255859 Iteration 19Q: 3 clusters Score -1564871 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 14850 members Entering Unmasked Estep Score: -1564886.875000 Penalty: 3154.255859 Iteration 20F: 3 clusters Score -1564887 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 14897 members Entering Unmasked Estep Score: -1564898.875000 Penalty: 3154.255859 Iteration 21Q: 3 clusters Score -1564899 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 14941 members Entering Unmasked Estep Score: -1564910.000000 Penalty: 3154.255859 Iteration 22Q: 3 clusters Score -1564910 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 14975 members Entering Unmasked Estep Score: -1564916.875000 Penalty: 3154.255859 Iteration 23Q: 3 clusters Score -1564917 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 14994 members Entering Unmasked Estep Score: -1564920.875000 Penalty: 3154.255859 Iteration 24Q: 3 clusters Score -1564921 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 15015 members Entering Unmasked Estep Score: -1564928.000000 Penalty: 3154.255859 Iteration 25Q: 3 clusters Score -1564928 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 15034 members Entering Unmasked Estep Score: -1564934.875000 Penalty: 3154.255859 Iteration 26Q: 3 clusters Score -1564935 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 15049 members Entering Unmasked Estep Score: -1564940.500000 Penalty: 3154.255859 Iteration 27Q: 3 clusters Score -1564940 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 15058 members Entering Unmasked Estep Score: -1564941.250000 Penalty: 3154.255859 Iteration 28Q: 3 clusters Score -1564941 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 15070 members Entering Unmasked Estep Score: -1564946.125000 Penalty: 3154.255859 Iteration 29Q: 3 clusters Score -1564946 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 15077 members Entering Unmasked Estep Score: -1564947.375000 Penalty: 3154.255859 Iteration 30Q: 3 clusters Score -1564947 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 15087 members Entering Unmasked Estep Score: -1564950.125000 Penalty: 3154.255859 Iteration 31Q: 3 clusters Score -1564950 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 15094 members Entering Unmasked Estep Score: -1564949.000000 Penalty: 3154.255859 Iteration 32Q: 3 clusters Score -1564949 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 15099 members Entering Unmasked Estep Score: -1564952.125000 Penalty: 3154.255859 Iteration 33Q: 3 clusters Score -1564952 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 15110 members Entering Unmasked Estep Score: -1564954.500000 Penalty: 3154.255859 Iteration 34Q: 3 clusters Score -1564954 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 15119 members Entering Unmasked Estep Score: -1564957.875000 Penalty: 3154.255859 Iteration 35Q: 3 clusters Score -1564958 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 15122 members Entering Unmasked Estep Score: -1564957.750000 Penalty: 3154.255859 Iteration 36Q: 3 clusters Score -1564958 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 15124 members Entering Unmasked Estep Score: -1564959.625000 Penalty: 3154.255859 Iteration 37Q: 3 clusters Score -1564960 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 15125 members Entering Unmasked Estep Score: -1564960.125000 Penalty: 3154.255859 Iteration 38Q: 3 clusters Score -1564960 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 15126 members Entering Unmasked Estep Score: -1564960.875000 Penalty: 3154.255859 Iteration 39Q: 3 clusters Score -1564961 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 15127 members Entering Unmasked Estep Score: -1564960.750000 Penalty: 3154.255859 Iteration 40F: 3 clusters Score -1564961 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 15128 members Entering Unmasked Estep Score: -1564959.250000 Penalty: 3154.255859 Iteration 41Q: 3 clusters Score -1564959 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 15128 members Entering Unmasked Estep Score: -1564959.250000 Penalty: 3154.255859 Iteration 42F: 3 clusters Score -1564959 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2102 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Entering Unmasked Estep Score: -195961.890625 Penalty: 1243.229736 Iteration 0F: 2 clusters Score -195961.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -193799.875000 Penalty: 2486.459473 Iteration 0F: 3 clusters Score -193799.9 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -194376.281250 Penalty: 2486.459473 Iteration 1F: 3 clusters Score -194376.3 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -194640.359375 Penalty: 2486.459473 Iteration 2F: 3 clusters Score -194640.4 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -194941.234375 Penalty: 2486.459473 Iteration 3F: 3 clusters Score -194941.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -195299.062500 Penalty: 2486.459473 Iteration 4F: 3 clusters Score -195299.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -195602.015625 Penalty: 2486.459473 Iteration 5F: 3 clusters Score -195602 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -195768.250000 Penalty: 2486.459473 Iteration 6F: 3 clusters Score -195768.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -195851.843750 Penalty: 2486.459473 Iteration 7Q: 3 clusters Score -195851.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -195894.453125 Penalty: 2486.459473 Iteration 8Q: 3 clusters Score -195894.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -195921.609375 Penalty: 2486.459473 Iteration 9Q: 3 clusters Score -195921.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -195946.171875 Penalty: 2486.459473 Iteration 10Q: 3 clusters Score -195946.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -195965.625000 Penalty: 2486.459473 Iteration 11Q: 3 clusters Score -195965.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -195975.812500 Penalty: 2486.459473 Iteration 12Q: 3 clusters Score -195975.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -195979.531250 Penalty: 2486.459473 Iteration 13Q: 3 clusters Score -195979.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -195982.859375 Penalty: 2486.459473 Iteration 14Q: 3 clusters Score -195982.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -195986.156250 Penalty: 2486.459473 Iteration 15Q: 3 clusters Score -195986.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -195987.703125 Penalty: 2486.459473 Iteration 16Q: 3 clusters Score -195987.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -195988.109375 Penalty: 2486.459473 Iteration 17Q: 3 clusters Score -195988.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -195988.421875 Penalty: 2486.459473 Iteration 18Q: 3 clusters Score -195988.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -195988.421875 Penalty: 2486.459473 Iteration 19F: 3 clusters Score -195988.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2616 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 16406 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 989 members Mstep: Class 7 contains 793 members Mstep: Class 8 contains 1612 members Mstep: Class 9 contains 2849 members Mstep: Class 10 contains 762 members Mstep: Class 11 contains 1127 members Mstep: Class 13 contains 2175 members Mstep: Class 14 contains 1919 members Mstep: Class 15 contains 13327 members Mstep: Class 16 contains 10432 members Mstep: Class 18 contains 3906 members Mstep: Class 19 contains 2054 members Mstep: Class 20 contains 1039 members Mstep: Class 21 contains 4221 members Mstep: Class 22 contains 17245 members Mstep: Class 23 contains 5895 members Entering Unmasked Estep Score: -8383567.500000 Penalty: 38999.683594 Splitting cluster 5 changes total score from -8380823.500000 to -8383567.500000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 6 (989 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Entering Unmasked Estep Score: -79106.179688 Penalty: 1120.712769 Iteration 0F: 2 clusters Score -79106.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -77801.429688 Penalty: 2241.425537 Iteration 0F: 3 clusters Score -77801.43 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -78212.851562 Penalty: 2241.425537 Iteration 1F: 3 clusters Score -78212.85 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -78322.398438 Penalty: 2241.425537 Iteration 2F: 3 clusters Score -78322.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -78374.187500 Penalty: 2241.425537 Iteration 3Q: 3 clusters Score -78374.19 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -78436.531250 Penalty: 2241.425537 Iteration 4Q: 3 clusters Score -78436.53 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -78495.710938 Penalty: 2241.425537 Iteration 5Q: 3 clusters Score -78495.71 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -78540.804688 Penalty: 2241.425537 Iteration 6Q: 3 clusters Score -78540.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -78565.343750 Penalty: 2241.425537 Iteration 7Q: 3 clusters Score -78565.34 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -78577.468750 Penalty: 2241.425537 Iteration 8Q: 3 clusters Score -78577.47 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -78596.906250 Penalty: 2241.425537 Iteration 9Q: 3 clusters Score -78596.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -78605.117188 Penalty: 2241.425537 Iteration 10Q: 3 clusters Score -78605.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -78611.484375 Penalty: 2241.425537 Iteration 11Q: 3 clusters Score -78611.48 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -78623.953125 Penalty: 2241.425537 Iteration 12Q: 3 clusters Score -78623.95 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -78638.601562 Penalty: 2241.425537 Iteration 13Q: 3 clusters Score -78638.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -78654.421875 Penalty: 2241.425537 Iteration 14Q: 3 clusters Score -78654.42 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -78703.015625 Penalty: 2241.425537 Iteration 15Q: 3 clusters Score -78703.02 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -78740.796875 Penalty: 2241.425537 Iteration 16Q: 3 clusters Score -78740.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -78776.625000 Penalty: 2241.425537 Iteration 17Q: 3 clusters Score -78776.62 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -78799.609375 Penalty: 2241.425537 Iteration 18Q: 3 clusters Score -78799.61 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -78830.789062 Penalty: 2241.425537 Iteration 19Q: 3 clusters Score -78830.79 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -78852.632812 Penalty: 2241.425537 Iteration 20F: 3 clusters Score -78852.63 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -78874.039062 Penalty: 2241.425537 Iteration 21Q: 3 clusters Score -78874.04 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -78886.054688 Penalty: 2241.425537 Iteration 22Q: 3 clusters Score -78886.05 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -78897.570312 Penalty: 2241.425537 Iteration 23Q: 3 clusters Score -78897.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -78903.976562 Penalty: 2241.425537 Iteration 24Q: 3 clusters Score -78903.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -78908.914062 Penalty: 2241.425537 Iteration 25Q: 3 clusters Score -78908.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -78910.828125 Penalty: 2241.425537 Iteration 26Q: 3 clusters Score -78910.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -78910.828125 Penalty: 2241.425537 Iteration 27F: 3 clusters Score -78910.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Entering Unmasked Estep Score: -156463.718750 Penalty: 1200.100098 Iteration 0F: 2 clusters Score -156463.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -154629.218750 Penalty: 2400.200195 Iteration 0F: 3 clusters Score -154629.2 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -155001.890625 Penalty: 2400.200195 Iteration 1F: 3 clusters Score -155001.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -155098.406250 Penalty: 2400.200195 Iteration 2F: 3 clusters Score -155098.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -155153.062500 Penalty: 2400.200195 Iteration 3Q: 3 clusters Score -155153.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -155178.890625 Penalty: 2400.200195 Iteration 4Q: 3 clusters Score -155178.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -155188.828125 Penalty: 2400.200195 Iteration 5Q: 3 clusters Score -155188.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -155194.375000 Penalty: 2400.200195 Iteration 6Q: 3 clusters Score -155194.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -155198.718750 Penalty: 2400.200195 Iteration 7Q: 3 clusters Score -155198.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -155202.734375 Penalty: 2400.200195 Iteration 8Q: 3 clusters Score -155202.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -155205.734375 Penalty: 2400.200195 Iteration 9Q: 3 clusters Score -155205.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -155207.390625 Penalty: 2400.200195 Iteration 10Q: 3 clusters Score -155207.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -155210.421875 Penalty: 2400.200195 Iteration 11Q: 3 clusters Score -155210.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -155212.140625 Penalty: 2400.200195 Iteration 12Q: 3 clusters Score -155212.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -155214.218750 Penalty: 2400.200195 Iteration 13Q: 3 clusters Score -155214.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -155219.875000 Penalty: 2400.200195 Iteration 14Q: 3 clusters Score -155219.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -155223.781250 Penalty: 2400.200195 Iteration 15Q: 3 clusters Score -155223.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -155227.171875 Penalty: 2400.200195 Iteration 16Q: 3 clusters Score -155227.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -155231.781250 Penalty: 2400.200195 Iteration 17Q: 3 clusters Score -155231.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -155234.218750 Penalty: 2400.200195 Iteration 18Q: 3 clusters Score -155234.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -155236.125000 Penalty: 2400.200195 Iteration 19Q: 3 clusters Score -155236.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -155238.375000 Penalty: 2400.200195 Iteration 20F: 3 clusters Score -155238.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -155240.000000 Penalty: 2400.200195 Iteration 21Q: 3 clusters Score -155240 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -155242.078125 Penalty: 2400.200195 Iteration 22Q: 3 clusters Score -155242.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -155242.453125 Penalty: 2400.200195 Iteration 23Q: 3 clusters Score -155242.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -155242.453125 Penalty: 2400.200195 Iteration 24F: 3 clusters Score -155242.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (762 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Entering Unmasked Estep Score: -66174.390625 Penalty: 1078.341309 Iteration 0F: 2 clusters Score -66174.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -64946.464844 Penalty: 2156.682617 Iteration 0F: 3 clusters Score -64946.46 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -65254.062500 Penalty: 2156.682617 Iteration 1F: 3 clusters Score -65254.06 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -65469.660156 Penalty: 2156.682617 Iteration 2F: 3 clusters Score -65469.66 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -65848.648438 Penalty: 2156.682617 Iteration 3F: 3 clusters Score -65848.65 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -66292.468750 Penalty: 2156.682617 Iteration 4F: 3 clusters Score -66292.47 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -66566.367188 Penalty: 2156.682617 Iteration 5F: 3 clusters Score -66566.37 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -66693.273438 Penalty: 2156.682617 Iteration 6Q: 3 clusters Score -66693.27 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -66744.031250 Penalty: 2156.682617 Iteration 7Q: 3 clusters Score -66744.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -66770.476562 Penalty: 2156.682617 Iteration 8Q: 3 clusters Score -66770.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -66772.429688 Penalty: 2156.682617 Iteration 9Q: 3 clusters Score -66772.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -66772.429688 Penalty: 2156.682617 Iteration 10F: 3 clusters Score -66772.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2616 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 16406 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 989 members Mstep: Class 7 contains 793 members Mstep: Class 8 contains 1612 members Mstep: Class 9 contains 2849 members Mstep: Class 10 contains 162 members Mstep: Class 11 contains 1127 members Mstep: Class 12 contains 600 members Mstep: Class 13 contains 2175 members Mstep: Class 14 contains 1919 members Mstep: Class 15 contains 13327 members Mstep: Class 16 contains 10432 members Mstep: Class 18 contains 3906 members Mstep: Class 19 contains 2054 members Mstep: Class 20 contains 1039 members Mstep: Class 21 contains 4221 members Mstep: Class 22 contains 17245 members Mstep: Class 23 contains 5895 members Entering Unmasked Estep Score: -8383387.000000 Penalty: 40856.808594 Splitting cluster 10 changes total score from -8380823.500000 to -8383387.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 13 (2175 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Entering Unmasked Estep Score: -193099.734375 Penalty: 1248.777344 Iteration 0F: 2 clusters Score -193099.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -190859.609375 Penalty: 2497.554688 Iteration 0F: 3 clusters Score -190859.6 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -191453.890625 Penalty: 2497.554688 Iteration 1F: 3 clusters Score -191453.9 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -191689.593750 Penalty: 2497.554688 Iteration 2F: 3 clusters Score -191689.6 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -191906.593750 Penalty: 2497.554688 Iteration 3F: 3 clusters Score -191906.6 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -192184.171875 Penalty: 2497.554688 Iteration 4F: 3 clusters Score -192184.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -192499.046875 Penalty: 2497.554688 Iteration 5F: 3 clusters Score -192499 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -192800.453125 Penalty: 2497.554688 Iteration 6F: 3 clusters Score -192800.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -192983.734375 Penalty: 2497.554688 Iteration 7F: 3 clusters Score -192983.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -193100.359375 Penalty: 2497.554688 Iteration 8Q: 3 clusters Score -193100.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -193196.671875 Penalty: 2497.554688 Iteration 9Q: 3 clusters Score -193196.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -193256.968750 Penalty: 2497.554688 Iteration 10Q: 3 clusters Score -193257 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -193300.015625 Penalty: 2497.554688 Iteration 11Q: 3 clusters Score -193300 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -193334.640625 Penalty: 2497.554688 Iteration 12Q: 3 clusters Score -193334.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -193356.515625 Penalty: 2497.554688 Iteration 13Q: 3 clusters Score -193356.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -193368.437500 Penalty: 2497.554688 Iteration 14Q: 3 clusters Score -193368.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -193383.046875 Penalty: 2497.554688 Iteration 15Q: 3 clusters Score -193383 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -193393.281250 Penalty: 2497.554688 Iteration 16Q: 3 clusters Score -193393.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -193403.765625 Penalty: 2497.554688 Iteration 17Q: 3 clusters Score -193403.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -193415.609375 Penalty: 2497.554688 Iteration 18Q: 3 clusters Score -193415.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -193426.640625 Penalty: 2497.554688 Iteration 19Q: 3 clusters Score -193426.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -193436.296875 Penalty: 2497.554688 Iteration 20F: 3 clusters Score -193436.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -193446.859375 Penalty: 2497.554688 Iteration 21Q: 3 clusters Score -193446.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -193458.859375 Penalty: 2497.554688 Iteration 22Q: 3 clusters Score -193458.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -193473.109375 Penalty: 2497.554688 Iteration 23Q: 3 clusters Score -193473.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -193499.093750 Penalty: 2497.554688 Iteration 24Q: 3 clusters Score -193499.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -193515.703125 Penalty: 2497.554688 Iteration 25Q: 3 clusters Score -193515.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -193541.484375 Penalty: 2497.554688 Iteration 26Q: 3 clusters Score -193541.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -193570.718750 Penalty: 2497.554688 Iteration 27Q: 3 clusters Score -193570.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -193598.781250 Penalty: 2497.554688 Iteration 28Q: 3 clusters Score -193598.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -193623.375000 Penalty: 2497.554688 Iteration 29Q: 3 clusters Score -193623.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -193644.765625 Penalty: 2497.554688 Iteration 30Q: 3 clusters Score -193644.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -193654.718750 Penalty: 2497.554688 Iteration 31Q: 3 clusters Score -193654.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -193658.515625 Penalty: 2497.554688 Iteration 32Q: 3 clusters Score -193658.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -193659.703125 Penalty: 2497.554688 Iteration 33Q: 3 clusters Score -193659.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -193659.703125 Penalty: 2497.554688 Iteration 34F: 3 clusters Score -193659.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2616 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 16406 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 989 members Mstep: Class 7 contains 793 members Mstep: Class 8 contains 1612 members Mstep: Class 9 contains 2849 members Mstep: Class 10 contains 162 members Mstep: Class 11 contains 1127 members Mstep: Class 12 contains 600 members Mstep: Class 13 contains 578 members Mstep: Class 14 contains 1919 members Mstep: Class 15 contains 13327 members Mstep: Class 16 contains 10432 members Mstep: Class 17 contains 1597 members Mstep: Class 18 contains 3906 members Mstep: Class 19 contains 2054 members Mstep: Class 20 contains 1039 members Mstep: Class 21 contains 4221 members Mstep: Class 22 contains 17245 members Mstep: Class 23 contains 5895 members Entering Unmasked Estep Score: -8383321.000000 Penalty: 42713.937500 Splitting cluster 13 changes total score from -8380823.500000 to -8383321.000000 So it's getting split into cluster 17. Entering ConstructFrom: Trying to split cluster 14 (1919 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Entering Unmasked Estep Score: -182496.796875 Penalty: 1228.428345 Iteration 0F: 2 clusters Score -182496.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -180418.390625 Penalty: 2456.856689 Iteration 0F: 3 clusters Score -180418.4 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -180867.109375 Penalty: 2456.856689 Iteration 1F: 3 clusters Score -180867.1 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -180990.578125 Penalty: 2456.856689 Iteration 2F: 3 clusters Score -180990.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -181058.421875 Penalty: 2456.856689 Iteration 3Q: 3 clusters Score -181058.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -181107.859375 Penalty: 2456.856689 Iteration 4Q: 3 clusters Score -181107.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -181151.828125 Penalty: 2456.856689 Iteration 5Q: 3 clusters Score -181151.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -181180.531250 Penalty: 2456.856689 Iteration 6Q: 3 clusters Score -181180.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -181207.703125 Penalty: 2456.856689 Iteration 7Q: 3 clusters Score -181207.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -181235.750000 Penalty: 2456.856689 Iteration 8Q: 3 clusters Score -181235.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -181249.531250 Penalty: 2456.856689 Iteration 9Q: 3 clusters Score -181249.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -181257.937500 Penalty: 2456.856689 Iteration 10Q: 3 clusters Score -181257.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -181263.375000 Penalty: 2456.856689 Iteration 11Q: 3 clusters Score -181263.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -181268.640625 Penalty: 2456.856689 Iteration 12Q: 3 clusters Score -181268.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -181272.640625 Penalty: 2456.856689 Iteration 13Q: 3 clusters Score -181272.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -181276.671875 Penalty: 2456.856689 Iteration 14Q: 3 clusters Score -181276.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -181282.171875 Penalty: 2456.856689 Iteration 15Q: 3 clusters Score -181282.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -181286.406250 Penalty: 2456.856689 Iteration 16Q: 3 clusters Score -181286.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -181287.968750 Penalty: 2456.856689 Iteration 17Q: 3 clusters Score -181288 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -181289.906250 Penalty: 2456.856689 Iteration 18Q: 3 clusters Score -181289.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -181293.781250 Penalty: 2456.856689 Iteration 19Q: 3 clusters Score -181293.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -181297.750000 Penalty: 2456.856689 Iteration 20F: 3 clusters Score -181297.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -181302.718750 Penalty: 2456.856689 Iteration 21Q: 3 clusters Score -181302.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -181307.765625 Penalty: 2456.856689 Iteration 22Q: 3 clusters Score -181307.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -181313.421875 Penalty: 2456.856689 Iteration 23Q: 3 clusters Score -181313.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -181318.234375 Penalty: 2456.856689 Iteration 24Q: 3 clusters Score -181318.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -181321.609375 Penalty: 2456.856689 Iteration 25Q: 3 clusters Score -181321.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -181324.062500 Penalty: 2456.856689 Iteration 26Q: 3 clusters Score -181324.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -181326.203125 Penalty: 2456.856689 Iteration 27Q: 3 clusters Score -181326.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -181328.406250 Penalty: 2456.856689 Iteration 28Q: 3 clusters Score -181328.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -181328.953125 Penalty: 2456.856689 Iteration 29Q: 3 clusters Score -181329 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -181329.734375 Penalty: 2456.856689 Iteration 30Q: 3 clusters Score -181329.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -181330.796875 Penalty: 2456.856689 Iteration 31Q: 3 clusters Score -181330.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -181331.250000 Penalty: 2456.856689 Iteration 32Q: 3 clusters Score -181331.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -181331.593750 Penalty: 2456.856689 Iteration 33Q: 3 clusters Score -181331.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -181333.359375 Penalty: 2456.856689 Iteration 34Q: 3 clusters Score -181333.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -181336.234375 Penalty: 2456.856689 Iteration 35Q: 3 clusters Score -181336.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -181338.765625 Penalty: 2456.856689 Iteration 36Q: 3 clusters Score -181338.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -181339.859375 Penalty: 2456.856689 Iteration 37Q: 3 clusters Score -181339.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -181341.421875 Penalty: 2456.856689 Iteration 38Q: 3 clusters Score -181341.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -181342.687500 Penalty: 2456.856689 Iteration 39Q: 3 clusters Score -181342.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -181343.234375 Penalty: 2456.856689 Iteration 40F: 3 clusters Score -181343.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -181344.515625 Penalty: 2456.856689 Iteration 41Q: 3 clusters Score -181344.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -181345.234375 Penalty: 2456.856689 Iteration 42Q: 3 clusters Score -181345.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -181346.578125 Penalty: 2456.856689 Iteration 43Q: 3 clusters Score -181346.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -181349.609375 Penalty: 2456.856689 Iteration 44Q: 3 clusters Score -181349.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -181353.265625 Penalty: 2456.856689 Iteration 45Q: 3 clusters Score -181353.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -181356.796875 Penalty: 2456.856689 Iteration 46Q: 3 clusters Score -181356.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -181359.828125 Penalty: 2456.856689 Iteration 47Q: 3 clusters Score -181359.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -181363.484375 Penalty: 2456.856689 Iteration 48Q: 3 clusters Score -181363.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -181365.640625 Penalty: 2456.856689 Iteration 49Q: 3 clusters Score -181365.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -181368.453125 Penalty: 2456.856689 Iteration 50Q: 3 clusters Score -181368.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -181371.296875 Penalty: 2456.856689 Iteration 51Q: 3 clusters Score -181371.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -181376.906250 Penalty: 2456.856689 Iteration 52Q: 3 clusters Score -181376.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -181380.921875 Penalty: 2456.856689 Iteration 53Q: 3 clusters Score -181380.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -181384.281250 Penalty: 2456.856689 Iteration 54Q: 3 clusters Score -181384.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -181389.437500 Penalty: 2456.856689 Iteration 55Q: 3 clusters Score -181389.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -181392.921875 Penalty: 2456.856689 Iteration 56Q: 3 clusters Score -181392.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -181397.859375 Penalty: 2456.856689 Iteration 57Q: 3 clusters Score -181397.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -181399.859375 Penalty: 2456.856689 Iteration 58Q: 3 clusters Score -181399.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -181400.375000 Penalty: 2456.856689 Iteration 59Q: 3 clusters Score -181400.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -181400.875000 Penalty: 2456.856689 Iteration 60F: 3 clusters Score -181400.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (13327 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13327 members Entering Unmasked Estep Score: -1233049.125000 Penalty: 1543.351440 Iteration 0F: 2 clusters Score -1233049 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 6669 members Entering Unmasked Estep Score: -1223742.625000 Penalty: 3086.702881 Iteration 0F: 3 clusters Score -1223743 nChanged 5865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6435 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -1226895.125000 Penalty: 3086.702881 Iteration 1F: 3 clusters Score -1226895 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6339 members Mstep: Class 2 contains 6988 members Entering Unmasked Estep Score: -1227244.500000 Penalty: 3086.702881 Iteration 2F: 3 clusters Score -1227244 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6226 members Mstep: Class 2 contains 7101 members Entering Unmasked Estep Score: -1227592.250000 Penalty: 3086.702881 Iteration 3F: 3 clusters Score -1227592 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 7206 members Entering Unmasked Estep Score: -1227919.000000 Penalty: 3086.702881 Iteration 4F: 3 clusters Score -1227919 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5984 members Mstep: Class 2 contains 7343 members Entering Unmasked Estep Score: -1228258.125000 Penalty: 3086.702881 Iteration 5Q: 3 clusters Score -1228258 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5840 members Mstep: Class 2 contains 7487 members Entering Unmasked Estep Score: -1228608.250000 Penalty: 3086.702881 Iteration 6Q: 3 clusters Score -1228608 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5642 members Mstep: Class 2 contains 7685 members Entering Unmasked Estep Score: -1228972.500000 Penalty: 3086.702881 Iteration 7Q: 3 clusters Score -1228972 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5403 members Mstep: Class 2 contains 7924 members Entering Unmasked Estep Score: -1229364.500000 Penalty: 3086.702881 Iteration 8Q: 3 clusters Score -1229364 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5125 members Mstep: Class 2 contains 8202 members Entering Unmasked Estep Score: -1229752.500000 Penalty: 3086.702881 Iteration 9Q: 3 clusters Score -1229752 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 8472 members Entering Unmasked Estep Score: -1230064.500000 Penalty: 3086.702881 Iteration 10Q: 3 clusters Score -1230064 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 8717 members Entering Unmasked Estep Score: -1230292.375000 Penalty: 3086.702881 Iteration 11Q: 3 clusters Score -1230292 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 8921 members Entering Unmasked Estep Score: -1230413.000000 Penalty: 3086.702881 Iteration 12Q: 3 clusters Score -1230413 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 9112 members Entering Unmasked Estep Score: -1230503.375000 Penalty: 3086.702881 Iteration 13Q: 3 clusters Score -1230503 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 9326 members Entering Unmasked Estep Score: -1230595.750000 Penalty: 3086.702881 Iteration 14Q: 3 clusters Score -1230596 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 9530 members Entering Unmasked Estep Score: -1230679.625000 Penalty: 3086.702881 Iteration 15Q: 3 clusters Score -1230680 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 9739 members Entering Unmasked Estep Score: -1230772.500000 Penalty: 3086.702881 Iteration 16Q: 3 clusters Score -1230772 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 9944 members Entering Unmasked Estep Score: -1230868.375000 Penalty: 3086.702881 Iteration 17Q: 3 clusters Score -1230868 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 10156 members Entering Unmasked Estep Score: -1230951.375000 Penalty: 3086.702881 Iteration 18Q: 3 clusters Score -1230951 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 10357 members Entering Unmasked Estep Score: -1231037.750000 Penalty: 3086.702881 Iteration 19Q: 3 clusters Score -1231038 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 10523 members Entering Unmasked Estep Score: -1231104.625000 Penalty: 3086.702881 Iteration 20F: 3 clusters Score -1231105 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 10684 members Entering Unmasked Estep Score: -1231171.125000 Penalty: 3086.702881 Iteration 21Q: 3 clusters Score -1231171 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 10832 members Entering Unmasked Estep Score: -1231226.750000 Penalty: 3086.702881 Iteration 22Q: 3 clusters Score -1231227 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 10973 members Entering Unmasked Estep Score: -1231278.125000 Penalty: 3086.702881 Iteration 23Q: 3 clusters Score -1231278 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 11108 members Entering Unmasked Estep Score: -1231322.250000 Penalty: 3086.702881 Iteration 24Q: 3 clusters Score -1231322 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 11233 members Entering Unmasked Estep Score: -1231367.250000 Penalty: 3086.702881 Iteration 25Q: 3 clusters Score -1231367 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 11346 members Entering Unmasked Estep Score: -1231409.625000 Penalty: 3086.702881 Iteration 26Q: 3 clusters Score -1231410 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 11444 members Entering Unmasked Estep Score: -1231436.250000 Penalty: 3086.702881 Iteration 27Q: 3 clusters Score -1231436 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 11528 members Entering Unmasked Estep Score: -1231467.625000 Penalty: 3086.702881 Iteration 28Q: 3 clusters Score -1231468 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 11616 members Entering Unmasked Estep Score: -1231496.875000 Penalty: 3086.702881 Iteration 29Q: 3 clusters Score -1231497 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 11692 members Entering Unmasked Estep Score: -1231523.125000 Penalty: 3086.702881 Iteration 30Q: 3 clusters Score -1231523 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 11762 members Entering Unmasked Estep Score: -1231550.625000 Penalty: 3086.702881 Iteration 31Q: 3 clusters Score -1231551 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 11821 members Entering Unmasked Estep Score: -1231576.625000 Penalty: 3086.702881 Iteration 32Q: 3 clusters Score -1231577 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 11898 members Entering Unmasked Estep Score: -1231608.000000 Penalty: 3086.702881 Iteration 33Q: 3 clusters Score -1231608 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 11966 members Entering Unmasked Estep Score: -1231641.250000 Penalty: 3086.702881 Iteration 34Q: 3 clusters Score -1231641 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 12026 members Entering Unmasked Estep Score: -1231671.250000 Penalty: 3086.702881 Iteration 35Q: 3 clusters Score -1231671 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 12080 members Entering Unmasked Estep Score: -1231693.125000 Penalty: 3086.702881 Iteration 36Q: 3 clusters Score -1231693 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 12127 members Entering Unmasked Estep Score: -1231707.625000 Penalty: 3086.702881 Iteration 37Q: 3 clusters Score -1231708 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 12165 members Entering Unmasked Estep Score: -1231725.750000 Penalty: 3086.702881 Iteration 38Q: 3 clusters Score -1231726 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 12199 members Entering Unmasked Estep Score: -1231737.750000 Penalty: 3086.702881 Iteration 39Q: 3 clusters Score -1231738 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 12236 members Entering Unmasked Estep Score: -1231752.250000 Penalty: 3086.702881 Iteration 40F: 3 clusters Score -1231752 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 12271 members Entering Unmasked Estep Score: -1231771.625000 Penalty: 3086.702881 Iteration 41Q: 3 clusters Score -1231772 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 12297 members Entering Unmasked Estep Score: -1231784.750000 Penalty: 3086.702881 Iteration 42Q: 3 clusters Score -1231785 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 12319 members Entering Unmasked Estep Score: -1231793.000000 Penalty: 3086.702881 Iteration 43Q: 3 clusters Score -1231793 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 12339 members Entering Unmasked Estep Score: -1231799.125000 Penalty: 3086.702881 Iteration 44Q: 3 clusters Score -1231799 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 12356 members Entering Unmasked Estep Score: -1231806.000000 Penalty: 3086.702881 Iteration 45Q: 3 clusters Score -1231806 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 12367 members Entering Unmasked Estep Score: -1231809.125000 Penalty: 3086.702881 Iteration 46Q: 3 clusters Score -1231809 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 12376 members Entering Unmasked Estep Score: -1231812.375000 Penalty: 3086.702881 Iteration 47Q: 3 clusters Score -1231812 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 12389 members Entering Unmasked Estep Score: -1231818.875000 Penalty: 3086.702881 Iteration 48Q: 3 clusters Score -1231819 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 12403 members Entering Unmasked Estep Score: -1231825.250000 Penalty: 3086.702881 Iteration 49Q: 3 clusters Score -1231825 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 12421 members Entering Unmasked Estep Score: -1231830.500000 Penalty: 3086.702881 Iteration 50Q: 3 clusters Score -1231830 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 12437 members Entering Unmasked Estep Score: -1231838.125000 Penalty: 3086.702881 Iteration 51Q: 3 clusters Score -1231838 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 12450 members Entering Unmasked Estep Score: -1231842.750000 Penalty: 3086.702881 Iteration 52Q: 3 clusters Score -1231843 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 12459 members Entering Unmasked Estep Score: -1231842.500000 Penalty: 3086.702881 Iteration 53Q: 3 clusters Score -1231842 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 12470 members Entering Unmasked Estep Score: -1231852.500000 Penalty: 3086.702881 Iteration 54Q: 3 clusters Score -1231852 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 12477 members Entering Unmasked Estep Score: -1231856.000000 Penalty: 3086.702881 Iteration 55Q: 3 clusters Score -1231856 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 12486 members Entering Unmasked Estep Score: -1231860.375000 Penalty: 3086.702881 Iteration 56Q: 3 clusters Score -1231860 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 12490 members Entering Unmasked Estep Score: -1231862.250000 Penalty: 3086.702881 Iteration 57Q: 3 clusters Score -1231862 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 12493 members Entering Unmasked Estep Score: -1231862.000000 Penalty: 3086.702881 Iteration 58Q: 3 clusters Score -1231862 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 12495 members Entering Unmasked Estep Score: -1231863.875000 Penalty: 3086.702881 Iteration 59Q: 3 clusters Score -1231864 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 12497 members Entering Unmasked Estep Score: -1231865.750000 Penalty: 3086.702881 Iteration 60F: 3 clusters Score -1231866 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 12498 members Entering Unmasked Estep Score: -1231866.000000 Penalty: 3086.702881 Iteration 61Q: 3 clusters Score -1231866 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 12499 members Entering Unmasked Estep Score: -1231864.500000 Penalty: 3086.702881 Iteration 62Q: 3 clusters Score -1231864 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 12502 members Entering Unmasked Estep Score: -1231865.500000 Penalty: 3086.702881 Iteration 63Q: 3 clusters Score -1231866 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 12503 members Entering Unmasked Estep Score: -1231866.250000 Penalty: 3086.702881 Iteration 64Q: 3 clusters Score -1231866 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 12505 members Entering Unmasked Estep Score: -1231868.125000 Penalty: 3086.702881 Iteration 65Q: 3 clusters Score -1231868 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 12505 members Entering Unmasked Estep Score: -1231868.125000 Penalty: 3086.702881 Iteration 66F: 3 clusters Score -1231868 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (10432 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10432 members Entering Unmasked Estep Score: -935068.687500 Penalty: 1503.552856 Iteration 0F: 2 clusters Score -935068.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5158 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -927717.250000 Penalty: 3007.105713 Iteration 0F: 3 clusters Score -927717.2 nChanged 4542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 5732 members Entering Unmasked Estep Score: -930813.375000 Penalty: 3007.105713 Iteration 1F: 3 clusters Score -930813.4 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 6089 members Entering Unmasked Estep Score: -932200.875000 Penalty: 3007.105713 Iteration 2F: 3 clusters Score -932200.9 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 6487 members Entering Unmasked Estep Score: -934315.687500 Penalty: 3007.105713 Iteration 3F: 3 clusters Score -934315.7 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 6874 members Entering Unmasked Estep Score: -936259.875000 Penalty: 3007.105713 Iteration 4F: 3 clusters Score -936259.9 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 7235 members Entering Unmasked Estep Score: -937072.000000 Penalty: 3007.105713 Iteration 5F: 3 clusters Score -937072 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 7365 members Entering Unmasked Estep Score: -937370.125000 Penalty: 3007.105713 Iteration 6Q: 3 clusters Score -937370.1 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 7394 members Entering Unmasked Estep Score: -937482.687500 Penalty: 3007.105713 Iteration 7Q: 3 clusters Score -937482.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 7410 members Entering Unmasked Estep Score: -937557.875000 Penalty: 3007.105713 Iteration 8Q: 3 clusters Score -937557.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 7410 members Entering Unmasked Estep Score: -937604.125000 Penalty: 3007.105713 Iteration 9Q: 3 clusters Score -937604.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 7393 members Entering Unmasked Estep Score: -937640.187500 Penalty: 3007.105713 Iteration 10Q: 3 clusters Score -937640.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 7374 members Entering Unmasked Estep Score: -937671.187500 Penalty: 3007.105713 Iteration 11Q: 3 clusters Score -937671.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 7335 members Entering Unmasked Estep Score: -937700.312500 Penalty: 3007.105713 Iteration 12Q: 3 clusters Score -937700.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 7285 members Entering Unmasked Estep Score: -937739.500000 Penalty: 3007.105713 Iteration 13Q: 3 clusters Score -937739.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 7219 members Entering Unmasked Estep Score: -937795.500000 Penalty: 3007.105713 Iteration 14Q: 3 clusters Score -937795.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 7145 members Entering Unmasked Estep Score: -937858.062500 Penalty: 3007.105713 Iteration 15Q: 3 clusters Score -937858.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 7067 members Entering Unmasked Estep Score: -937927.562500 Penalty: 3007.105713 Iteration 16Q: 3 clusters Score -937927.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 7003 members Entering Unmasked Estep Score: -938008.437500 Penalty: 3007.105713 Iteration 17Q: 3 clusters Score -938008.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -938175.187500 Penalty: 3007.105713 Iteration 18Q: 3 clusters Score -938175.2 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 6762 members Entering Unmasked Estep Score: -938721.500000 Penalty: 3007.105713 Iteration 19Q: 3 clusters Score -938721.5 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 6574 members Entering Unmasked Estep Score: -939996.000000 Penalty: 3007.105713 Iteration 20F: 3 clusters Score -939996 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 6509 members Entering Unmasked Estep Score: -940436.937500 Penalty: 3007.105713 Iteration 21Q: 3 clusters Score -940436.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 6513 members Entering Unmasked Estep Score: -940441.062500 Penalty: 3007.105713 Iteration 22Q: 3 clusters Score -940441.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 6515 members Entering Unmasked Estep Score: -940442.437500 Penalty: 3007.105713 Iteration 23Q: 3 clusters Score -940442.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 6516 members Entering Unmasked Estep Score: -940442.625000 Penalty: 3007.105713 Iteration 24Q: 3 clusters Score -940442.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 6516 members Entering Unmasked Estep Score: -940442.625000 Penalty: 3007.105713 Iteration 25F: 3 clusters Score -940442.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2616 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 16406 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 989 members Mstep: Class 7 contains 793 members Mstep: Class 8 contains 1612 members Mstep: Class 9 contains 2849 members Mstep: Class 10 contains 162 members Mstep: Class 11 contains 1127 members Mstep: Class 12 contains 600 members Mstep: Class 13 contains 578 members Mstep: Class 14 contains 1919 members Mstep: Class 15 contains 13327 members Mstep: Class 16 contains 3916 members Mstep: Class 17 contains 1597 members Mstep: Class 18 contains 3906 members Mstep: Class 19 contains 2054 members Mstep: Class 20 contains 1039 members Mstep: Class 21 contains 4221 members Mstep: Class 22 contains 17245 members Mstep: Class 23 contains 5895 members Mstep: Class 24 contains 6516 members Entering Unmasked Estep Score: -8388359.000000 Penalty: 44571.066406 Splitting cluster 16 changes total score from -8380823.500000 to -8388359.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 18 (3906 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3906 members Entering Unmasked Estep Score: -361089.031250 Penalty: 1343.918823 Iteration 0F: 2 clusters Score -361089 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -357941.562500 Penalty: 2687.837646 Iteration 0F: 3 clusters Score -357941.6 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -359493.312500 Penalty: 2687.837646 Iteration 1F: 3 clusters Score -359493.3 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -360711.937500 Penalty: 2687.837646 Iteration 2F: 3 clusters Score -360711.9 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -362135.531250 Penalty: 2687.837646 Iteration 3F: 3 clusters Score -362135.5 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -364163.687500 Penalty: 2687.837646 Iteration 4F: 3 clusters Score -364163.7 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -364767.218750 Penalty: 2687.837646 Iteration 5Q: 3 clusters Score -364767.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -364855.718750 Penalty: 2687.837646 Iteration 6Q: 3 clusters Score -364855.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -364883.687500 Penalty: 2687.837646 Iteration 7Q: 3 clusters Score -364883.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -364895.062500 Penalty: 2687.837646 Iteration 8Q: 3 clusters Score -364895.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -364907.500000 Penalty: 2687.837646 Iteration 9Q: 3 clusters Score -364907.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -364919.312500 Penalty: 2687.837646 Iteration 10Q: 3 clusters Score -364919.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -364928.562500 Penalty: 2687.837646 Iteration 11Q: 3 clusters Score -364928.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -364939.906250 Penalty: 2687.837646 Iteration 12Q: 3 clusters Score -364939.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -364951.843750 Penalty: 2687.837646 Iteration 13Q: 3 clusters Score -364951.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -364966.750000 Penalty: 2687.837646 Iteration 14Q: 3 clusters Score -364966.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -364983.062500 Penalty: 2687.837646 Iteration 15Q: 3 clusters Score -364983.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -364996.593750 Penalty: 2687.837646 Iteration 16Q: 3 clusters Score -364996.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -365010.312500 Penalty: 2687.837646 Iteration 17Q: 3 clusters Score -365010.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -365015.937500 Penalty: 2687.837646 Iteration 18Q: 3 clusters Score -365015.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -365018.687500 Penalty: 2687.837646 Iteration 19F: 3 clusters Score -365018.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -365029.500000 Penalty: 2687.837646 Iteration 20F: 3 clusters Score -365029.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -365034.718750 Penalty: 2687.837646 Iteration 21Q: 3 clusters Score -365034.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -365034.718750 Penalty: 2687.837646 Iteration 22F: 3 clusters Score -365034.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2616 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 16406 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 989 members Mstep: Class 7 contains 793 members Mstep: Class 8 contains 1612 members Mstep: Class 9 contains 2849 members Mstep: Class 10 contains 162 members Mstep: Class 11 contains 1127 members Mstep: Class 12 contains 600 members Mstep: Class 13 contains 578 members Mstep: Class 14 contains 1919 members Mstep: Class 15 contains 13327 members Mstep: Class 16 contains 3916 members Mstep: Class 17 contains 1597 members Mstep: Class 18 contains 1050 members Mstep: Class 19 contains 2054 members Mstep: Class 20 contains 1039 members Mstep: Class 21 contains 4221 members Mstep: Class 22 contains 17245 members Mstep: Class 23 contains 5895 members Mstep: Class 24 contains 6516 members Mstep: Class 25 contains 2856 members Entering Unmasked Estep Score: -8391790.000000 Penalty: 46428.191406 Splitting cluster 18 changes total score from -8380823.500000 to -8391790.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 19 (2054 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Entering Unmasked Estep Score: -192910.578125 Penalty: 1239.475952 Iteration 0F: 2 clusters Score -192910.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -190764.406250 Penalty: 2478.951904 Iteration 0F: 3 clusters Score -190764.4 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -191202.921875 Penalty: 2478.951904 Iteration 1F: 3 clusters Score -191202.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -191296.375000 Penalty: 2478.951904 Iteration 2F: 3 clusters Score -191296.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -191342.328125 Penalty: 2478.951904 Iteration 3Q: 3 clusters Score -191342.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -191381.093750 Penalty: 2478.951904 Iteration 4Q: 3 clusters Score -191381.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -191405.593750 Penalty: 2478.951904 Iteration 5Q: 3 clusters Score -191405.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -191424.375000 Penalty: 2478.951904 Iteration 6Q: 3 clusters Score -191424.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -191439.609375 Penalty: 2478.951904 Iteration 7Q: 3 clusters Score -191439.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -191451.078125 Penalty: 2478.951904 Iteration 8Q: 3 clusters Score -191451.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -191461.625000 Penalty: 2478.951904 Iteration 9Q: 3 clusters Score -191461.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -191470.312500 Penalty: 2478.951904 Iteration 10Q: 3 clusters Score -191470.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -191476.890625 Penalty: 2478.951904 Iteration 11Q: 3 clusters Score -191476.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -191482.921875 Penalty: 2478.951904 Iteration 12Q: 3 clusters Score -191482.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -191487.828125 Penalty: 2478.951904 Iteration 13Q: 3 clusters Score -191487.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -191492.218750 Penalty: 2478.951904 Iteration 14Q: 3 clusters Score -191492.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -191496.109375 Penalty: 2478.951904 Iteration 15Q: 3 clusters Score -191496.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -191499.656250 Penalty: 2478.951904 Iteration 16Q: 3 clusters Score -191499.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -191505.000000 Penalty: 2478.951904 Iteration 17Q: 3 clusters Score -191505 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -191507.093750 Penalty: 2478.951904 Iteration 18Q: 3 clusters Score -191507.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -191507.718750 Penalty: 2478.951904 Iteration 19Q: 3 clusters Score -191507.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -191507.718750 Penalty: 2478.951904 Iteration 20F: 3 clusters Score -191507.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1039 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Entering Unmasked Estep Score: -96997.960938 Penalty: 1128.727295 Iteration 0F: 2 clusters Score -96997.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -95564.875000 Penalty: 2257.454590 Iteration 0F: 3 clusters Score -95564.88 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -95801.359375 Penalty: 2257.454590 Iteration 1F: 3 clusters Score -95801.36 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -95855.875000 Penalty: 2257.454590 Iteration 2F: 3 clusters Score -95855.88 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -95885.320312 Penalty: 2257.454590 Iteration 3Q: 3 clusters Score -95885.32 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -95914.132812 Penalty: 2257.454590 Iteration 4Q: 3 clusters Score -95914.13 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -95940.445312 Penalty: 2257.454590 Iteration 5Q: 3 clusters Score -95940.45 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -95955.914062 Penalty: 2257.454590 Iteration 6Q: 3 clusters Score -95955.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -95965.554688 Penalty: 2257.454590 Iteration 7Q: 3 clusters Score -95965.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -95973.351562 Penalty: 2257.454590 Iteration 8Q: 3 clusters Score -95973.35 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -95983.343750 Penalty: 2257.454590 Iteration 9Q: 3 clusters Score -95983.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -95987.328125 Penalty: 2257.454590 Iteration 10Q: 3 clusters Score -95987.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -95989.250000 Penalty: 2257.454590 Iteration 11Q: 3 clusters Score -95989.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -95991.671875 Penalty: 2257.454590 Iteration 12Q: 3 clusters Score -95991.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -95993.351562 Penalty: 2257.454590 Iteration 13Q: 3 clusters Score -95993.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -95994.648438 Penalty: 2257.454590 Iteration 14Q: 3 clusters Score -95994.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -95998.171875 Penalty: 2257.454590 Iteration 15Q: 3 clusters Score -95998.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -96003.125000 Penalty: 2257.454590 Iteration 16Q: 3 clusters Score -96003.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -96010.125000 Penalty: 2257.454590 Iteration 17Q: 3 clusters Score -96010.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -96013.437500 Penalty: 2257.454590 Iteration 18Q: 3 clusters Score -96013.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -96016.140625 Penalty: 2257.454590 Iteration 19Q: 3 clusters Score -96016.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -96018.500000 Penalty: 2257.454590 Iteration 20F: 3 clusters Score -96018.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -96019.687500 Penalty: 2257.454590 Iteration 21Q: 3 clusters Score -96019.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -96020.203125 Penalty: 2257.454590 Iteration 22Q: 3 clusters Score -96020.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -96020.203125 Penalty: 2257.454590 Iteration 23F: 3 clusters Score -96020.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (4221 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Entering Unmasked Estep Score: -393950.281250 Penalty: 1356.521851 Iteration 0F: 2 clusters Score -393950.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -390512.031250 Penalty: 2713.043701 Iteration 0F: 3 clusters Score -390512 nChanged 1675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -391503.500000 Penalty: 2713.043701 Iteration 1F: 3 clusters Score -391503.5 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -391687.187500 Penalty: 2713.043701 Iteration 2F: 3 clusters Score -391687.2 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -391853.562500 Penalty: 2713.043701 Iteration 3F: 3 clusters Score -391853.6 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -391989.031250 Penalty: 2713.043701 Iteration 4Q: 3 clusters Score -391989 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -392120.562500 Penalty: 2713.043701 Iteration 5Q: 3 clusters Score -392120.6 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -392257.531250 Penalty: 2713.043701 Iteration 6Q: 3 clusters Score -392257.5 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -392394.281250 Penalty: 2713.043701 Iteration 7Q: 3 clusters Score -392394.3 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -392534.500000 Penalty: 2713.043701 Iteration 8Q: 3 clusters Score -392534.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -392689.031250 Penalty: 2713.043701 Iteration 9Q: 3 clusters Score -392689 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -392847.656250 Penalty: 2713.043701 Iteration 10Q: 3 clusters Score -392847.7 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -392970.531250 Penalty: 2713.043701 Iteration 11Q: 3 clusters Score -392970.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -393048.656250 Penalty: 2713.043701 Iteration 12Q: 3 clusters Score -393048.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -393100.125000 Penalty: 2713.043701 Iteration 13Q: 3 clusters Score -393100.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -393132.062500 Penalty: 2713.043701 Iteration 14Q: 3 clusters Score -393132.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -393148.593750 Penalty: 2713.043701 Iteration 15Q: 3 clusters Score -393148.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -393160.000000 Penalty: 2713.043701 Iteration 16Q: 3 clusters Score -393160 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -393167.656250 Penalty: 2713.043701 Iteration 17Q: 3 clusters Score -393167.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -393172.718750 Penalty: 2713.043701 Iteration 18Q: 3 clusters Score -393172.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -393174.781250 Penalty: 2713.043701 Iteration 19Q: 3 clusters Score -393174.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -393176.875000 Penalty: 2713.043701 Iteration 20F: 3 clusters Score -393176.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -393177.687500 Penalty: 2713.043701 Iteration 21Q: 3 clusters Score -393177.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -393177.406250 Penalty: 2713.043701 Iteration 22Q: 3 clusters Score -393177.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -393177.406250 Penalty: 2713.043701 Iteration 23F: 3 clusters Score -393177.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (17245 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17245 members Entering Unmasked Estep Score: -1674827.250000 Penalty: 1585.232666 Iteration 0F: 2 clusters Score -1674827 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8512 members Mstep: Class 2 contains 8733 members Entering Unmasked Estep Score: -1662892.375000 Penalty: 3170.465332 Iteration 0F: 3 clusters Score -1662892 nChanged 7844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7772 members Mstep: Class 2 contains 9473 members Entering Unmasked Estep Score: -1667333.750000 Penalty: 3170.465332 Iteration 1F: 3 clusters Score -1667334 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7184 members Mstep: Class 2 contains 10061 members Entering Unmasked Estep Score: -1667846.875000 Penalty: 3170.465332 Iteration 2F: 3 clusters Score -1667847 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6387 members Mstep: Class 2 contains 10858 members Entering Unmasked Estep Score: -1668534.125000 Penalty: 3170.465332 Iteration 3F: 3 clusters Score -1668534 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 11873 members Entering Unmasked Estep Score: -1669402.250000 Penalty: 3170.465332 Iteration 4F: 3 clusters Score -1669402 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 12920 members Entering Unmasked Estep Score: -1670305.500000 Penalty: 3170.465332 Iteration 5F: 3 clusters Score -1670306 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 13943 members Entering Unmasked Estep Score: -1671220.250000 Penalty: 3170.465332 Iteration 6F: 3 clusters Score -1671220 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 14873 members Entering Unmasked Estep Score: -1671987.750000 Penalty: 3170.465332 Iteration 7F: 3 clusters Score -1671988 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 15538 members Entering Unmasked Estep Score: -1672493.750000 Penalty: 3170.465332 Iteration 8Q: 3 clusters Score -1672494 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 15987 members Entering Unmasked Estep Score: -1672817.000000 Penalty: 3170.465332 Iteration 9Q: 3 clusters Score -1672817 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 16306 members Entering Unmasked Estep Score: -1673047.250000 Penalty: 3170.465332 Iteration 10Q: 3 clusters Score -1673047 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 16536 members Entering Unmasked Estep Score: -1673229.750000 Penalty: 3170.465332 Iteration 11Q: 3 clusters Score -1673230 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 16677 members Entering Unmasked Estep Score: -1673331.250000 Penalty: 3170.465332 Iteration 12Q: 3 clusters Score -1673331 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 16755 members Entering Unmasked Estep Score: -1673385.750000 Penalty: 3170.465332 Iteration 13Q: 3 clusters Score -1673386 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 16800 members Entering Unmasked Estep Score: -1673404.375000 Penalty: 3170.465332 Iteration 14Q: 3 clusters Score -1673404 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 16829 members Entering Unmasked Estep Score: -1673429.250000 Penalty: 3170.465332 Iteration 15Q: 3 clusters Score -1673429 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 16850 members Entering Unmasked Estep Score: -1673446.625000 Penalty: 3170.465332 Iteration 16Q: 3 clusters Score -1673447 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 16867 members Entering Unmasked Estep Score: -1673459.125000 Penalty: 3170.465332 Iteration 17Q: 3 clusters Score -1673459 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 16883 members Entering Unmasked Estep Score: -1673481.125000 Penalty: 3170.465332 Iteration 18Q: 3 clusters Score -1673481 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 16900 members Entering Unmasked Estep Score: -1673499.125000 Penalty: 3170.465332 Iteration 19Q: 3 clusters Score -1673499 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 16914 members Entering Unmasked Estep Score: -1673511.500000 Penalty: 3170.465332 Iteration 20F: 3 clusters Score -1673512 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 16924 members Entering Unmasked Estep Score: -1673517.250000 Penalty: 3170.465332 Iteration 21Q: 3 clusters Score -1673517 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 16932 members Entering Unmasked Estep Score: -1673527.250000 Penalty: 3170.465332 Iteration 22Q: 3 clusters Score -1673527 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 16941 members Entering Unmasked Estep Score: -1673536.750000 Penalty: 3170.465332 Iteration 23Q: 3 clusters Score -1673537 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 16946 members Entering Unmasked Estep Score: -1673542.375000 Penalty: 3170.465332 Iteration 24Q: 3 clusters Score -1673542 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 16951 members Entering Unmasked Estep Score: -1673543.250000 Penalty: 3170.465332 Iteration 25Q: 3 clusters Score -1673543 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 16953 members Entering Unmasked Estep Score: -1673546.750000 Penalty: 3170.465332 Iteration 26Q: 3 clusters Score -1673547 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 16953 members Entering Unmasked Estep Score: -1673546.750000 Penalty: 3170.465332 Iteration 27F: 3 clusters Score -1673547 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (5895 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5895 members Entering Unmasked Estep Score: -557832.187500 Penalty: 1410.802246 Iteration 0F: 2 clusters Score -557832.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -553311.437500 Penalty: 2821.604492 Iteration 0F: 3 clusters Score -553311.4 nChanged 2404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -554708.500000 Penalty: 2821.604492 Iteration 1F: 3 clusters Score -554708.5 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -555090.125000 Penalty: 2821.604492 Iteration 2F: 3 clusters Score -555090.1 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -555596.500000 Penalty: 2821.604492 Iteration 3F: 3 clusters Score -555596.5 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -556165.250000 Penalty: 2821.604492 Iteration 4F: 3 clusters Score -556165.2 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -556657.500000 Penalty: 2821.604492 Iteration 5F: 3 clusters Score -556657.5 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -556984.687500 Penalty: 2821.604492 Iteration 6F: 3 clusters Score -556984.7 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -557200.687500 Penalty: 2821.604492 Iteration 7Q: 3 clusters Score -557200.7 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -557341.937500 Penalty: 2821.604492 Iteration 8Q: 3 clusters Score -557341.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -557428.812500 Penalty: 2821.604492 Iteration 9Q: 3 clusters Score -557428.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -557489.250000 Penalty: 2821.604492 Iteration 10Q: 3 clusters Score -557489.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -557521.437500 Penalty: 2821.604492 Iteration 11Q: 3 clusters Score -557521.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -557538.812500 Penalty: 2821.604492 Iteration 12Q: 3 clusters Score -557538.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -557555.500000 Penalty: 2821.604492 Iteration 13Q: 3 clusters Score -557555.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -557566.187500 Penalty: 2821.604492 Iteration 14Q: 3 clusters Score -557566.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -557573.187500 Penalty: 2821.604492 Iteration 15Q: 3 clusters Score -557573.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -557579.625000 Penalty: 2821.604492 Iteration 16Q: 3 clusters Score -557579.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -557584.500000 Penalty: 2821.604492 Iteration 17Q: 3 clusters Score -557584.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -557594.312500 Penalty: 2821.604492 Iteration 18Q: 3 clusters Score -557594.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -557602.250000 Penalty: 2821.604492 Iteration 19Q: 3 clusters Score -557602.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -557613.000000 Penalty: 2821.604492 Iteration 20F: 3 clusters Score -557613 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -557620.500000 Penalty: 2821.604492 Iteration 21Q: 3 clusters Score -557620.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -557623.062500 Penalty: 2821.604492 Iteration 22Q: 3 clusters Score -557623.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -557626.625000 Penalty: 2821.604492 Iteration 23Q: 3 clusters Score -557626.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -557627.500000 Penalty: 2821.604492 Iteration 24Q: 3 clusters Score -557627.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -557629.625000 Penalty: 2821.604492 Iteration 25Q: 3 clusters Score -557629.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -557631.875000 Penalty: 2821.604492 Iteration 26Q: 3 clusters Score -557631.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -557633.812500 Penalty: 2821.604492 Iteration 27Q: 3 clusters Score -557633.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -557634.000000 Penalty: 2821.604492 Iteration 28Q: 3 clusters Score -557634 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -557634.937500 Penalty: 2821.604492 Iteration 29Q: 3 clusters Score -557634.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -557635.812500 Penalty: 2821.604492 Iteration 30Q: 3 clusters Score -557635.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -557635.812500 Penalty: 2821.604492 Iteration 31F: 3 clusters Score -557635.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2616 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 16406 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 989 members Mstep: Class 8 contains 1612 members Mstep: Class 10 contains 162 members Mstep: Class 13 contains 578 members Mstep: Class 14 contains 1919 members Mstep: Class 15 contains 13327 members Mstep: Class 16 contains 3916 members Mstep: Class 18 contains 1050 members Mstep: Class 19 contains 2054 members Mstep: Class 20 contains 1039 members Mstep: Class 21 contains 4221 members Mstep: Class 22 contains 17245 members Mstep: Class 23 contains 5895 members Entering Unmasked Estep ConsiderDeletion Score: -8393101.000000 Penalty: 46428.191406 Iteration 39Q: 26 clusters Score -8393101 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 2659 members Mstep: Class 3 contains 557 members Mstep: Class 4 contains 16404 members Mstep: Class 5 contains 999 members Mstep: Class 6 contains 1004 members Mstep: Class 7 contains 781 members Mstep: Class 8 contains 1613 members Mstep: Class 9 contains 2805 members Mstep: Class 10 contains 175 members Mstep: Class 11 contains 1125 members Mstep: Class 12 contains 588 members Mstep: Class 13 contains 585 members Mstep: Class 14 contains 2030 members Mstep: Class 15 contains 13493 members Mstep: Class 16 contains 3762 members Mstep: Class 17 contains 1479 members Mstep: Class 18 contains 1043 members Mstep: Class 19 contains 2045 members Mstep: Class 20 contains 1036 members Mstep: Class 21 contains 4237 members Mstep: Class 22 contains 17214 members Mstep: Class 23 contains 5902 members Mstep: Class 24 contains 6505 members Mstep: Class 25 contains 2853 members Entering Unmasked Estep ConsiderDeletion Score: -8394482.000000 Penalty: 46428.191406 Iteration 40F: 26 clusters Score -8394482 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 2661 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 16400 members Mstep: Class 5 contains 999 members Mstep: Class 6 contains 997 members Mstep: Class 7 contains 796 members Mstep: Class 8 contains 1609 members Mstep: Class 9 contains 2812 members Mstep: Class 10 contains 213 members Mstep: Class 11 contains 1127 members Mstep: Class 12 contains 600 members Mstep: Class 13 contains 578 members Mstep: Class 14 contains 2074 members Mstep: Class 15 contains 13573 members Mstep: Class 16 contains 3743 members Mstep: Class 17 contains 1515 members Mstep: Class 18 contains 1029 members Mstep: Class 19 contains 1986 members Mstep: Class 20 contains 1037 members Mstep: Class 21 contains 4219 members Mstep: Class 22 contains 17157 members Mstep: Class 23 contains 5905 members Mstep: Class 24 contains 6479 members Mstep: Class 25 contains 2853 members Entering Unmasked Estep ConsiderDeletion Score: -8395349.000000 Penalty: 46428.191406 Iteration 41Q: 26 clusters Score -8395349 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 2667 members Mstep: Class 3 contains 533 members Mstep: Class 4 contains 16411 members Mstep: Class 5 contains 1006 members Mstep: Class 6 contains 994 members Mstep: Class 7 contains 796 members Mstep: Class 8 contains 1613 members Mstep: Class 9 contains 2809 members Mstep: Class 10 contains 240 members Mstep: Class 11 contains 1127 members Mstep: Class 12 contains 610 members Mstep: Class 13 contains 574 members Mstep: Class 14 contains 2113 members Mstep: Class 15 contains 13638 members Mstep: Class 16 contains 3744 members Mstep: Class 17 contains 1513 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 1908 members Mstep: Class 20 contains 1034 members Mstep: Class 21 contains 4217 members Mstep: Class 22 contains 17131 members Mstep: Class 23 contains 5909 members Mstep: Class 24 contains 6454 members Mstep: Class 25 contains 2846 members Entering Unmasked Estep ConsiderDeletion Score: -8395815.000000 Penalty: 46428.191406 Iteration 42Q: 26 clusters Score -8395815 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2670 members Mstep: Class 3 contains 532 members Mstep: Class 4 contains 16414 members Mstep: Class 5 contains 1014 members Mstep: Class 6 contains 1003 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1618 members Mstep: Class 9 contains 2802 members Mstep: Class 10 contains 250 members Mstep: Class 11 contains 1125 members Mstep: Class 12 contains 612 members Mstep: Class 13 contains 574 members Mstep: Class 14 contains 2146 members Mstep: Class 15 contains 13699 members Mstep: Class 16 contains 3744 members Mstep: Class 17 contains 1512 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1836 members Mstep: Class 20 contains 1031 members Mstep: Class 21 contains 4216 members Mstep: Class 22 contains 17112 members Mstep: Class 23 contains 5908 members Mstep: Class 24 contains 6433 members Mstep: Class 25 contains 2844 members Entering Unmasked Estep ConsiderDeletion Score: -8395993.000000 Penalty: 46428.191406 Iteration 43Q: 26 clusters Score -8395993 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2685 members Mstep: Class 3 contains 531 members Mstep: Class 4 contains 16415 members Mstep: Class 5 contains 1017 members Mstep: Class 6 contains 1014 members Mstep: Class 7 contains 796 members Mstep: Class 8 contains 1621 members Mstep: Class 9 contains 2803 members Mstep: Class 10 contains 252 members Mstep: Class 11 contains 1123 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 573 members Mstep: Class 14 contains 2160 members Mstep: Class 15 contains 13751 members Mstep: Class 16 contains 3756 members Mstep: Class 17 contains 1508 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1758 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4215 members Mstep: Class 22 contains 17095 members Mstep: Class 23 contains 5907 members Mstep: Class 24 contains 6421 members Mstep: Class 25 contains 2844 members Entering Unmasked Estep ConsiderDeletion Score: -8396128.000000 Penalty: 46428.191406 Iteration 44Q: 26 clusters Score -8396128 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2692 members Mstep: Class 3 contains 531 members Mstep: Class 4 contains 16414 members Mstep: Class 5 contains 1020 members Mstep: Class 6 contains 1028 members Mstep: Class 7 contains 796 members Mstep: Class 8 contains 1625 members Mstep: Class 9 contains 2806 members Mstep: Class 10 contains 252 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 616 members Mstep: Class 13 contains 572 members Mstep: Class 14 contains 2171 members Mstep: Class 15 contains 13798 members Mstep: Class 16 contains 3763 members Mstep: Class 17 contains 1496 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1694 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4218 members Mstep: Class 22 contains 17085 members Mstep: Class 23 contains 5905 members Mstep: Class 24 contains 6412 members Mstep: Class 25 contains 2844 members Entering Unmasked Estep ConsiderDeletion Score: -8396238.000000 Penalty: 46428.191406 Iteration 45Q: 26 clusters Score -8396238 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2698 members Mstep: Class 3 contains 531 members Mstep: Class 4 contains 16415 members Mstep: Class 5 contains 1020 members Mstep: Class 6 contains 1029 members Mstep: Class 7 contains 796 members Mstep: Class 8 contains 1627 members Mstep: Class 9 contains 2810 members Mstep: Class 10 contains 254 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 616 members Mstep: Class 13 contains 572 members Mstep: Class 14 contains 2180 members Mstep: Class 15 contains 13831 members Mstep: Class 16 contains 3775 members Mstep: Class 17 contains 1491 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1648 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4219 members Mstep: Class 22 contains 17074 members Mstep: Class 23 contains 5902 members Mstep: Class 24 contains 6406 members Mstep: Class 25 contains 2844 members Entering Unmasked Estep ConsiderDeletion Score: -8396270.000000 Penalty: 46428.191406 Iteration 46Q: 26 clusters Score -8396270 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2701 members Mstep: Class 3 contains 531 members Mstep: Class 4 contains 16416 members Mstep: Class 5 contains 1020 members Mstep: Class 6 contains 1031 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1631 members Mstep: Class 9 contains 2817 members Mstep: Class 10 contains 256 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 616 members Mstep: Class 13 contains 571 members Mstep: Class 14 contains 2188 members Mstep: Class 15 contains 13877 members Mstep: Class 16 contains 3792 members Mstep: Class 17 contains 1480 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 1583 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4219 members Mstep: Class 22 contains 17066 members Mstep: Class 23 contains 5900 members Mstep: Class 24 contains 6404 members Mstep: Class 25 contains 2844 members Entering Unmasked Estep ConsiderDeletion Score: -8396368.000000 Penalty: 46428.191406 Iteration 47Q: 26 clusters Score -8396368 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2713 members Mstep: Class 3 contains 531 members Mstep: Class 4 contains 16417 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 1032 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1633 members Mstep: Class 9 contains 2820 members Mstep: Class 10 contains 259 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 616 members Mstep: Class 13 contains 571 members Mstep: Class 14 contains 2190 members Mstep: Class 15 contains 13925 members Mstep: Class 16 contains 3810 members Mstep: Class 17 contains 1470 members Mstep: Class 18 contains 1008 members Mstep: Class 19 contains 1522 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4221 members Mstep: Class 22 contains 17056 members Mstep: Class 23 contains 5892 members Mstep: Class 24 contains 6400 members Mstep: Class 25 contains 2844 members Entering Unmasked Estep ConsiderDeletion Score: -8396439.000000 Penalty: 46428.191406 Iteration 48Q: 26 clusters Score -8396439 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2730 members Mstep: Class 3 contains 531 members Mstep: Class 4 contains 16416 members Mstep: Class 5 contains 1023 members Mstep: Class 6 contains 1031 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 2820 members Mstep: Class 10 contains 262 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 616 members Mstep: Class 13 contains 571 members Mstep: Class 14 contains 2193 members Mstep: Class 15 contains 13982 members Mstep: Class 16 contains 3816 members Mstep: Class 17 contains 1459 members Mstep: Class 18 contains 1008 members Mstep: Class 19 contains 1463 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4220 members Mstep: Class 22 contains 17045 members Mstep: Class 23 contains 5889 members Mstep: Class 24 contains 6398 members Mstep: Class 25 contains 2844 members Entering Unmasked Estep ConsiderDeletion Score: -8396484.000000 Penalty: 46428.191406 Iteration 49Q: 26 clusters Score -8396484 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2746 members Mstep: Class 3 contains 531 members Mstep: Class 4 contains 16416 members Mstep: Class 5 contains 1023 members Mstep: Class 6 contains 1031 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1638 members Mstep: Class 9 contains 2821 members Mstep: Class 10 contains 262 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 616 members Mstep: Class 13 contains 571 members Mstep: Class 14 contains 2197 members Mstep: Class 15 contains 14046 members Mstep: Class 16 contains 3814 members Mstep: Class 17 contains 1456 members Mstep: Class 18 contains 1008 members Mstep: Class 19 contains 1403 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4220 members Mstep: Class 22 contains 17028 members Mstep: Class 23 contains 5884 members Mstep: Class 24 contains 6397 members Mstep: Class 25 contains 2844 members Entering Unmasked Estep ConsiderDeletion Score: -8396528.000000 Penalty: 46428.191406 Iteration 50Q: 26 clusters Score -8396528 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2755 members Mstep: Class 3 contains 531 members Mstep: Class 4 contains 16416 members Mstep: Class 5 contains 1024 members Mstep: Class 6 contains 1034 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1642 members Mstep: Class 9 contains 2823 members Mstep: Class 10 contains 263 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 616 members Mstep: Class 13 contains 571 members Mstep: Class 14 contains 2200 members Mstep: Class 15 contains 14116 members Mstep: Class 16 contains 3804 members Mstep: Class 17 contains 1451 members Mstep: Class 18 contains 1008 members Mstep: Class 19 contains 1349 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4220 members Mstep: Class 22 contains 17015 members Mstep: Class 23 contains 5873 members Mstep: Class 24 contains 6397 members Mstep: Class 25 contains 2844 members Entering Unmasked Estep ConsiderDeletion Score: -8396558.000000 Penalty: 46428.191406 Iteration 51Q: 26 clusters Score -8396558 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2762 members Mstep: Class 3 contains 531 members Mstep: Class 4 contains 16416 members Mstep: Class 5 contains 1023 members Mstep: Class 6 contains 1032 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1649 members Mstep: Class 9 contains 2827 members Mstep: Class 10 contains 263 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 616 members Mstep: Class 13 contains 571 members Mstep: Class 14 contains 2201 members Mstep: Class 15 contains 14193 members Mstep: Class 16 contains 3796 members Mstep: Class 17 contains 1447 members Mstep: Class 18 contains 1008 members Mstep: Class 19 contains 1296 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4220 members Mstep: Class 22 contains 17001 members Mstep: Class 23 contains 5859 members Mstep: Class 24 contains 6397 members Mstep: Class 25 contains 2844 members Entering Unmasked Estep ConsiderDeletion Score: -8396624.000000 Penalty: 46428.191406 Iteration 52Q: 26 clusters Score -8396624 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2771 members Mstep: Class 3 contains 531 members Mstep: Class 4 contains 16416 members Mstep: Class 5 contains 1023 members Mstep: Class 6 contains 1031 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1657 members Mstep: Class 9 contains 2828 members Mstep: Class 10 contains 262 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 571 members Mstep: Class 14 contains 2201 members Mstep: Class 15 contains 14259 members Mstep: Class 16 contains 3790 members Mstep: Class 17 contains 1445 members Mstep: Class 18 contains 1008 members Mstep: Class 19 contains 1251 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4220 members Mstep: Class 22 contains 16987 members Mstep: Class 23 contains 5845 members Mstep: Class 24 contains 6397 members Mstep: Class 25 contains 2844 members Entering Unmasked Estep ConsiderDeletion Score: -8396651.000000 Penalty: 46428.191406 Iteration 53Q: 26 clusters Score -8396651 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2779 members Mstep: Class 3 contains 531 members Mstep: Class 4 contains 16416 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 1030 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1661 members Mstep: Class 9 contains 2830 members Mstep: Class 10 contains 262 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 571 members Mstep: Class 14 contains 2201 members Mstep: Class 15 contains 14331 members Mstep: Class 16 contains 3789 members Mstep: Class 17 contains 1439 members Mstep: Class 18 contains 1008 members Mstep: Class 19 contains 1192 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4220 members Mstep: Class 22 contains 16979 members Mstep: Class 23 contains 5835 members Mstep: Class 24 contains 6397 members Mstep: Class 25 contains 2844 members Entering Unmasked Estep ConsiderDeletion Score: -8396717.000000 Penalty: 46428.191406 Iteration 54Q: 26 clusters Score -8396717 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2782 members Mstep: Class 3 contains 531 members Mstep: Class 4 contains 16415 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 1027 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1667 members Mstep: Class 9 contains 2833 members Mstep: Class 10 contains 262 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 571 members Mstep: Class 14 contains 2202 members Mstep: Class 15 contains 14388 members Mstep: Class 16 contains 3779 members Mstep: Class 17 contains 1432 members Mstep: Class 18 contains 1008 members Mstep: Class 19 contains 1157 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4220 members Mstep: Class 22 contains 16972 members Mstep: Class 23 contains 5828 members Mstep: Class 24 contains 6397 members Mstep: Class 25 contains 2844 members Entering Unmasked Estep ConsiderDeletion Score: -8396785.000000 Penalty: 46428.191406 Iteration 55Q: 26 clusters Score -8396785 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2784 members Mstep: Class 3 contains 531 members Mstep: Class 4 contains 16415 members Mstep: Class 5 contains 1024 members Mstep: Class 6 contains 1022 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1668 members Mstep: Class 9 contains 2834 members Mstep: Class 10 contains 262 members Mstep: Class 11 contains 1121 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 571 members Mstep: Class 14 contains 2203 members Mstep: Class 15 contains 14451 members Mstep: Class 16 contains 3777 members Mstep: Class 17 contains 1424 members Mstep: Class 18 contains 1008 members Mstep: Class 19 contains 1118 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4220 members Mstep: Class 22 contains 16972 members Mstep: Class 23 contains 5813 members Mstep: Class 24 contains 6397 members Mstep: Class 25 contains 2844 members Entering Unmasked Estep ConsiderDeletion Score: -8396881.000000 Penalty: 46428.191406 Iteration 56Q: 26 clusters Score -8396881 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2787 members Mstep: Class 3 contains 531 members Mstep: Class 4 contains 16415 members Mstep: Class 5 contains 1025 members Mstep: Class 6 contains 1021 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1668 members Mstep: Class 9 contains 2834 members Mstep: Class 10 contains 262 members Mstep: Class 11 contains 1120 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 571 members Mstep: Class 14 contains 2203 members Mstep: Class 15 contains 14523 members Mstep: Class 16 contains 3773 members Mstep: Class 17 contains 1424 members Mstep: Class 18 contains 1008 members Mstep: Class 19 contains 1075 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4220 members Mstep: Class 22 contains 16970 members Mstep: Class 23 contains 5788 members Mstep: Class 24 contains 6397 members Mstep: Class 25 contains 2844 members Entering Unmasked Estep ConsiderDeletion Score: -8396944.000000 Penalty: 46428.191406 Iteration 57Q: 26 clusters Score -8396944 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2787 members Mstep: Class 3 contains 531 members Mstep: Class 4 contains 16415 members Mstep: Class 5 contains 1025 members Mstep: Class 6 contains 1019 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1668 members Mstep: Class 9 contains 2835 members Mstep: Class 10 contains 262 members Mstep: Class 11 contains 1120 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 571 members Mstep: Class 14 contains 2203 members Mstep: Class 15 contains 14576 members Mstep: Class 16 contains 3778 members Mstep: Class 17 contains 1424 members Mstep: Class 18 contains 1008 members Mstep: Class 19 contains 1030 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4220 members Mstep: Class 22 contains 16970 members Mstep: Class 23 contains 5776 members Mstep: Class 24 contains 6397 members Mstep: Class 25 contains 2844 members Entering Unmasked Estep ConsiderDeletion Score: -8397001.000000 Penalty: 46428.191406 Iteration 58Q: 26 clusters Score -8397001 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2788 members Mstep: Class 3 contains 531 members Mstep: Class 4 contains 16415 members Mstep: Class 5 contains 1025 members Mstep: Class 6 contains 1017 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1668 members Mstep: Class 9 contains 2835 members Mstep: Class 10 contains 262 members Mstep: Class 11 contains 1120 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 571 members Mstep: Class 14 contains 2203 members Mstep: Class 15 contains 14632 members Mstep: Class 16 contains 3771 members Mstep: Class 17 contains 1426 members Mstep: Class 18 contains 1008 members Mstep: Class 19 contains 991 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4220 members Mstep: Class 22 contains 16969 members Mstep: Class 23 contains 5766 members Mstep: Class 24 contains 6397 members Mstep: Class 25 contains 2844 members Entering Unmasked Estep ConsiderDeletion Score: -8397066.000000 Penalty: 46428.191406 Iteration 59Q: 26 clusters Score -8397066 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2788 members Mstep: Class 3 contains 531 members Mstep: Class 4 contains 16413 members Mstep: Class 5 contains 1025 members Mstep: Class 6 contains 1015 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1668 members Mstep: Class 9 contains 2835 members Mstep: Class 10 contains 262 members Mstep: Class 11 contains 1119 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 571 members Mstep: Class 14 contains 2203 members Mstep: Class 15 contains 14671 members Mstep: Class 16 contains 3764 members Mstep: Class 17 contains 1425 members Mstep: Class 18 contains 1008 members Mstep: Class 19 contains 970 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4220 members Mstep: Class 22 contains 16969 members Mstep: Class 23 contains 5761 members Mstep: Class 24 contains 6397 members Mstep: Class 25 contains 2844 members Entering Unmasked Estep ConsiderDeletion Score: -8397134.000000 Penalty: 46428.191406 Iteration 60F: 26 clusters Score -8397134 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2789 members Mstep: Class 3 contains 530 members Mstep: Class 4 contains 16413 members Mstep: Class 5 contains 1024 members Mstep: Class 6 contains 1007 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1668 members Mstep: Class 9 contains 2835 members Mstep: Class 10 contains 274 members Mstep: Class 11 contains 1119 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 571 members Mstep: Class 14 contains 2203 members Mstep: Class 15 contains 14701 members Mstep: Class 16 contains 3765 members Mstep: Class 17 contains 1424 members Mstep: Class 18 contains 1006 members Mstep: Class 19 contains 960 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4220 members Mstep: Class 22 contains 16969 members Mstep: Class 23 contains 5745 members Mstep: Class 24 contains 6397 members Mstep: Class 25 contains 2839 members Entering Unmasked Estep ConsiderDeletion Score: -8397255.000000 Penalty: 46428.191406 Iteration 61Q: 26 clusters Score -8397255 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 2787 members Mstep: Class 3 contains 530 members Mstep: Class 4 contains 16414 members Mstep: Class 5 contains 1025 members Mstep: Class 6 contains 998 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1668 members Mstep: Class 9 contains 2837 members Mstep: Class 10 contains 283 members Mstep: Class 11 contains 1118 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 570 members Mstep: Class 14 contains 2203 members Mstep: Class 15 contains 14731 members Mstep: Class 16 contains 3769 members Mstep: Class 17 contains 1427 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 935 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4220 members Mstep: Class 22 contains 16969 members Mstep: Class 23 contains 5738 members Mstep: Class 24 contains 6397 members Mstep: Class 25 contains 2837 members Entering Unmasked Estep ConsiderDeletion Score: -8397311.000000 Penalty: 46428.191406 Iteration 62Q: 26 clusters Score -8397311 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 2789 members Mstep: Class 3 contains 530 members Mstep: Class 4 contains 16415 members Mstep: Class 5 contains 1025 members Mstep: Class 6 contains 991 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1668 members Mstep: Class 9 contains 2838 members Mstep: Class 10 contains 287 members Mstep: Class 11 contains 1118 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2203 members Mstep: Class 15 contains 14752 members Mstep: Class 16 contains 3762 members Mstep: Class 17 contains 1429 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 927 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4222 members Mstep: Class 22 contains 16966 members Mstep: Class 23 contains 5733 members Mstep: Class 24 contains 6398 members Mstep: Class 25 contains 2835 members Entering Unmasked Estep ConsiderDeletion Score: -8397326.000000 Penalty: 46428.191406 Iteration 63Q: 26 clusters Score -8397326 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 2789 members Mstep: Class 3 contains 529 members Mstep: Class 4 contains 16416 members Mstep: Class 5 contains 1024 members Mstep: Class 6 contains 989 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1668 members Mstep: Class 9 contains 2838 members Mstep: Class 10 contains 290 members Mstep: Class 11 contains 1118 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2203 members Mstep: Class 15 contains 14767 members Mstep: Class 16 contains 3762 members Mstep: Class 17 contains 1429 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 920 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4223 members Mstep: Class 22 contains 16965 members Mstep: Class 23 contains 5728 members Mstep: Class 24 contains 6396 members Mstep: Class 25 contains 2835 members Entering Unmasked Estep ConsiderDeletion Score: -8397363.000000 Penalty: 46428.191406 Iteration 64Q: 26 clusters Score -8397363 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2791 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16416 members Mstep: Class 5 contains 1021 members Mstep: Class 6 contains 989 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1669 members Mstep: Class 9 contains 2839 members Mstep: Class 10 contains 292 members Mstep: Class 11 contains 1118 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2203 members Mstep: Class 15 contains 14773 members Mstep: Class 16 contains 3768 members Mstep: Class 17 contains 1426 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 920 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16965 members Mstep: Class 23 contains 5718 members Mstep: Class 24 contains 6394 members Mstep: Class 25 contains 2835 members Entering Unmasked Estep ConsiderDeletion Score: -8397391.000000 Penalty: 46428.191406 Iteration 65Q: 26 clusters Score -8397391 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 2795 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16416 members Mstep: Class 5 contains 1021 members Mstep: Class 6 contains 986 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1669 members Mstep: Class 9 contains 2839 members Mstep: Class 10 contains 294 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2203 members Mstep: Class 15 contains 14789 members Mstep: Class 16 contains 3770 members Mstep: Class 17 contains 1423 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 913 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4226 members Mstep: Class 22 contains 16964 members Mstep: Class 23 contains 5710 members Mstep: Class 24 contains 6393 members Mstep: Class 25 contains 2835 members Entering Unmasked Estep ConsiderDeletion Score: -8397435.000000 Penalty: 46428.191406 Iteration 66Q: 26 clusters Score -8397435 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 2797 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16416 members Mstep: Class 5 contains 1021 members Mstep: Class 6 contains 983 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1668 members Mstep: Class 9 contains 2839 members Mstep: Class 10 contains 296 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2203 members Mstep: Class 15 contains 14808 members Mstep: Class 16 contains 3770 members Mstep: Class 17 contains 1424 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 907 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4226 members Mstep: Class 22 contains 16963 members Mstep: Class 23 contains 5697 members Mstep: Class 24 contains 6393 members Mstep: Class 25 contains 2835 members Entering Unmasked Estep ConsiderDeletion Score: -8397474.000000 Penalty: 46428.191406 Iteration 67Q: 26 clusters Score -8397474 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 2796 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16416 members Mstep: Class 5 contains 1021 members Mstep: Class 6 contains 980 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1668 members Mstep: Class 9 contains 2839 members Mstep: Class 10 contains 299 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2204 members Mstep: Class 15 contains 14822 members Mstep: Class 16 contains 3770 members Mstep: Class 17 contains 1428 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 907 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4226 members Mstep: Class 22 contains 16960 members Mstep: Class 23 contains 5684 members Mstep: Class 24 contains 6392 members Mstep: Class 25 contains 2834 members Entering Unmasked Estep ConsiderDeletion Score: -8397489.000000 Penalty: 46428.191406 Iteration 68Q: 26 clusters Score -8397489 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 2797 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16417 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 977 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1669 members Mstep: Class 9 contains 2840 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2204 members Mstep: Class 15 contains 14832 members Mstep: Class 16 contains 3767 members Mstep: Class 17 contains 1430 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 912 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4226 members Mstep: Class 22 contains 16955 members Mstep: Class 23 contains 5672 members Mstep: Class 24 contains 6392 members Mstep: Class 25 contains 2834 members Entering Unmasked Estep ConsiderDeletion Score: -8397515.000000 Penalty: 46428.191406 Iteration 69Q: 26 clusters Score -8397515 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 2799 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16417 members Mstep: Class 5 contains 1025 members Mstep: Class 6 contains 976 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2840 members Mstep: Class 10 contains 302 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2204 members Mstep: Class 15 contains 14831 members Mstep: Class 16 contains 3773 members Mstep: Class 17 contains 1425 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 915 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16955 members Mstep: Class 23 contains 5663 members Mstep: Class 24 contains 6392 members Mstep: Class 25 contains 2834 members Entering Unmasked Estep ConsiderDeletion Score: -8397547.000000 Penalty: 46428.191406 Iteration 70Q: 26 clusters Score -8397547 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 2800 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16417 members Mstep: Class 5 contains 1027 members Mstep: Class 6 contains 975 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2840 members Mstep: Class 10 contains 302 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2204 members Mstep: Class 15 contains 14831 members Mstep: Class 16 contains 3775 members Mstep: Class 17 contains 1423 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 917 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16955 members Mstep: Class 23 contains 5659 members Mstep: Class 24 contains 6392 members Mstep: Class 25 contains 2834 members Entering Unmasked Estep ConsiderDeletion Score: -8397548.000000 Penalty: 46428.191406 Iteration 71Q: 26 clusters Score -8397548 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 2802 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16418 members Mstep: Class 5 contains 1026 members Mstep: Class 6 contains 973 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2840 members Mstep: Class 10 contains 303 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2204 members Mstep: Class 15 contains 14840 members Mstep: Class 16 contains 3777 members Mstep: Class 17 contains 1424 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 912 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16952 members Mstep: Class 23 contains 5653 members Mstep: Class 24 contains 6393 members Mstep: Class 25 contains 2834 members Entering Unmasked Estep ConsiderDeletion Score: -8397557.000000 Penalty: 46428.191406 Iteration 72Q: 26 clusters Score -8397557 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 2801 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16418 members Mstep: Class 5 contains 1026 members Mstep: Class 6 contains 972 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2841 members Mstep: Class 10 contains 304 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2204 members Mstep: Class 15 contains 14847 members Mstep: Class 16 contains 3784 members Mstep: Class 17 contains 1424 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 906 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16952 members Mstep: Class 23 contains 5645 members Mstep: Class 24 contains 6393 members Mstep: Class 25 contains 2834 members Entering Unmasked Estep ConsiderDeletion Score: -8397555.000000 Penalty: 46428.191406 Iteration 73Q: 26 clusters Score -8397555 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 2800 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16419 members Mstep: Class 5 contains 1026 members Mstep: Class 6 contains 970 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2841 members Mstep: Class 10 contains 305 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2205 members Mstep: Class 15 contains 14851 members Mstep: Class 16 contains 3788 members Mstep: Class 17 contains 1424 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16952 members Mstep: Class 23 contains 5638 members Mstep: Class 24 contains 6393 members Mstep: Class 25 contains 2834 members Entering Unmasked Estep ConsiderDeletion Score: -8397563.000000 Penalty: 46428.191406 Iteration 74Q: 26 clusters Score -8397563 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 2799 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16418 members Mstep: Class 5 contains 1026 members Mstep: Class 6 contains 969 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2841 members Mstep: Class 10 contains 307 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 14853 members Mstep: Class 16 contains 3789 members Mstep: Class 17 contains 1424 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 906 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16952 members Mstep: Class 23 contains 5634 members Mstep: Class 24 contains 6393 members Mstep: Class 25 contains 2834 members Entering Unmasked Estep ConsiderDeletion Score: -8397570.000000 Penalty: 46428.191406 Iteration 75Q: 26 clusters Score -8397570 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 2799 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16418 members Mstep: Class 5 contains 1026 members Mstep: Class 6 contains 968 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2841 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 14850 members Mstep: Class 16 contains 3794 members Mstep: Class 17 contains 1424 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 906 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16952 members Mstep: Class 23 contains 5632 members Mstep: Class 24 contains 6393 members Mstep: Class 25 contains 2834 members Entering Unmasked Estep ConsiderDeletion Score: -8397570.000000 Penalty: 46428.191406 Iteration 76Q: 26 clusters Score -8397570 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 2799 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16418 members Mstep: Class 5 contains 1026 members Mstep: Class 6 contains 965 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2841 members Mstep: Class 10 contains 310 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 14847 members Mstep: Class 16 contains 3796 members Mstep: Class 17 contains 1424 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 910 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16952 members Mstep: Class 23 contains 5630 members Mstep: Class 24 contains 6393 members Mstep: Class 25 contains 2834 members Entering Unmasked Estep ConsiderDeletion Score: -8397583.000000 Penalty: 46428.191406 Iteration 77Q: 26 clusters Score -8397583 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 2799 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16418 members Mstep: Class 5 contains 1026 members Mstep: Class 6 contains 963 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2841 members Mstep: Class 10 contains 312 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 14843 members Mstep: Class 16 contains 3799 members Mstep: Class 17 contains 1424 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 913 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16952 members Mstep: Class 23 contains 5628 members Mstep: Class 24 contains 6393 members Mstep: Class 25 contains 2834 members Entering Unmasked Estep ConsiderDeletion Score: -8397585.000000 Penalty: 46428.191406 Iteration 78Q: 26 clusters Score -8397585 nChanged 5 Entering ConstructFrom: Score: -8397585.000000 Penalty: 46428.191406 Entering ConstructFrom: Trying to split cluster 1 (985 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Entering Unmasked Estep Score: -93434.273438 Penalty: 1120.054199 Iteration 0F: 2 clusters Score -93434.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -92078.070312 Penalty: 2240.108398 Iteration 0F: 3 clusters Score -92078.07 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -92382.562500 Penalty: 2240.108398 Iteration 1F: 3 clusters Score -92382.56 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -92443.187500 Penalty: 2240.108398 Iteration 2F: 3 clusters Score -92443.19 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -92475.601562 Penalty: 2240.108398 Iteration 3Q: 3 clusters Score -92475.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -92492.867188 Penalty: 2240.108398 Iteration 4Q: 3 clusters Score -92492.87 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -92504.742188 Penalty: 2240.108398 Iteration 5Q: 3 clusters Score -92504.74 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -92518.406250 Penalty: 2240.108398 Iteration 6Q: 3 clusters Score -92518.41 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -92532.757812 Penalty: 2240.108398 Iteration 7Q: 3 clusters Score -92532.76 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -92546.843750 Penalty: 2240.108398 Iteration 8Q: 3 clusters Score -92546.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -92552.601562 Penalty: 2240.108398 Iteration 9Q: 3 clusters Score -92552.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -92556.687500 Penalty: 2240.108398 Iteration 10Q: 3 clusters Score -92556.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -92560.601562 Penalty: 2240.108398 Iteration 11Q: 3 clusters Score -92560.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -92566.984375 Penalty: 2240.108398 Iteration 12Q: 3 clusters Score -92566.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -92569.054688 Penalty: 2240.108398 Iteration 13Q: 3 clusters Score -92569.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -92571.546875 Penalty: 2240.108398 Iteration 14Q: 3 clusters Score -92571.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -92575.226562 Penalty: 2240.108398 Iteration 15Q: 3 clusters Score -92575.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -92580.046875 Penalty: 2240.108398 Iteration 16Q: 3 clusters Score -92580.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -92583.218750 Penalty: 2240.108398 Iteration 17Q: 3 clusters Score -92583.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -92589.265625 Penalty: 2240.108398 Iteration 18Q: 3 clusters Score -92589.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -92593.523438 Penalty: 2240.108398 Iteration 19Q: 3 clusters Score -92593.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -92595.875000 Penalty: 2240.108398 Iteration 20F: 3 clusters Score -92595.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -92597.632812 Penalty: 2240.108398 Iteration 21Q: 3 clusters Score -92597.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -92599.093750 Penalty: 2240.108398 Iteration 22Q: 3 clusters Score -92599.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -92600.234375 Penalty: 2240.108398 Iteration 23Q: 3 clusters Score -92600.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -92601.992188 Penalty: 2240.108398 Iteration 24Q: 3 clusters Score -92601.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -92603.312500 Penalty: 2240.108398 Iteration 25Q: 3 clusters Score -92603.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -92603.820312 Penalty: 2240.108398 Iteration 26Q: 3 clusters Score -92603.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -92605.171875 Penalty: 2240.108398 Iteration 27Q: 3 clusters Score -92605.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -92605.585938 Penalty: 2240.108398 Iteration 28Q: 3 clusters Score -92605.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -92605.742188 Penalty: 2240.108398 Iteration 29Q: 3 clusters Score -92605.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -92606.773438 Penalty: 2240.108398 Iteration 30Q: 3 clusters Score -92606.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -92606.773438 Penalty: 2240.108398 Iteration 31F: 3 clusters Score -92606.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2799 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Entering Unmasked Estep Score: -264838.156250 Penalty: 1289.765381 Iteration 0F: 2 clusters Score -264838.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -262234.156250 Penalty: 2579.530762 Iteration 0F: 3 clusters Score -262234.2 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -262830.593750 Penalty: 2579.530762 Iteration 1F: 3 clusters Score -262830.6 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -262966.312500 Penalty: 2579.530762 Iteration 2F: 3 clusters Score -262966.3 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -263037.968750 Penalty: 2579.530762 Iteration 3Q: 3 clusters Score -263038 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -263075.343750 Penalty: 2579.530762 Iteration 4Q: 3 clusters Score -263075.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -263103.718750 Penalty: 2579.530762 Iteration 5Q: 3 clusters Score -263103.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -263117.875000 Penalty: 2579.530762 Iteration 6Q: 3 clusters Score -263117.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -263128.468750 Penalty: 2579.530762 Iteration 7Q: 3 clusters Score -263128.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -263136.125000 Penalty: 2579.530762 Iteration 8Q: 3 clusters Score -263136.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -263140.906250 Penalty: 2579.530762 Iteration 9Q: 3 clusters Score -263140.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -263147.812500 Penalty: 2579.530762 Iteration 10Q: 3 clusters Score -263147.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -263155.593750 Penalty: 2579.530762 Iteration 11Q: 3 clusters Score -263155.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -263161.093750 Penalty: 2579.530762 Iteration 12Q: 3 clusters Score -263161.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -263167.125000 Penalty: 2579.530762 Iteration 13Q: 3 clusters Score -263167.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -263171.312500 Penalty: 2579.530762 Iteration 14Q: 3 clusters Score -263171.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -263176.906250 Penalty: 2579.530762 Iteration 15Q: 3 clusters Score -263176.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -263186.625000 Penalty: 2579.530762 Iteration 16Q: 3 clusters Score -263186.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -263200.781250 Penalty: 2579.530762 Iteration 17Q: 3 clusters Score -263200.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -263212.968750 Penalty: 2579.530762 Iteration 18Q: 3 clusters Score -263213 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -263224.093750 Penalty: 2579.530762 Iteration 19Q: 3 clusters Score -263224.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -263231.343750 Penalty: 2579.530762 Iteration 20F: 3 clusters Score -263231.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -263238.750000 Penalty: 2579.530762 Iteration 21Q: 3 clusters Score -263238.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -263246.250000 Penalty: 2579.530762 Iteration 22Q: 3 clusters Score -263246.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -263254.031250 Penalty: 2579.530762 Iteration 23Q: 3 clusters Score -263254 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -263264.125000 Penalty: 2579.530762 Iteration 24Q: 3 clusters Score -263264.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -263272.312500 Penalty: 2579.530762 Iteration 25Q: 3 clusters Score -263272.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -263275.281250 Penalty: 2579.530762 Iteration 26Q: 3 clusters Score -263275.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -263279.437500 Penalty: 2579.530762 Iteration 27Q: 3 clusters Score -263279.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -263281.625000 Penalty: 2579.530762 Iteration 28Q: 3 clusters Score -263281.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -263283.437500 Penalty: 2579.530762 Iteration 29Q: 3 clusters Score -263283.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -263284.125000 Penalty: 2579.530762 Iteration 30Q: 3 clusters Score -263284.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -263284.968750 Penalty: 2579.530762 Iteration 31Q: 3 clusters Score -263285 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -263285.687500 Penalty: 2579.530762 Iteration 32Q: 3 clusters Score -263285.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -263286.906250 Penalty: 2579.530762 Iteration 33Q: 3 clusters Score -263286.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -263287.843750 Penalty: 2579.530762 Iteration 34Q: 3 clusters Score -263287.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -263288.593750 Penalty: 2579.530762 Iteration 35Q: 3 clusters Score -263288.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -263291.562500 Penalty: 2579.530762 Iteration 36Q: 3 clusters Score -263291.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -263294.281250 Penalty: 2579.530762 Iteration 37Q: 3 clusters Score -263294.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -263296.218750 Penalty: 2579.530762 Iteration 38Q: 3 clusters Score -263296.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -263300.031250 Penalty: 2579.530762 Iteration 39Q: 3 clusters Score -263300 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -263300.937500 Penalty: 2579.530762 Iteration 40F: 3 clusters Score -263300.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -263301.781250 Penalty: 2579.530762 Iteration 41Q: 3 clusters Score -263301.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -263302.812500 Penalty: 2579.530762 Iteration 42Q: 3 clusters Score -263302.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -263306.500000 Penalty: 2579.530762 Iteration 43Q: 3 clusters Score -263306.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -263311.031250 Penalty: 2579.530762 Iteration 44Q: 3 clusters Score -263311 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -263313.843750 Penalty: 2579.530762 Iteration 45Q: 3 clusters Score -263313.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -263317.562500 Penalty: 2579.530762 Iteration 46Q: 3 clusters Score -263317.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -263320.656250 Penalty: 2579.530762 Iteration 47Q: 3 clusters Score -263320.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -263323.687500 Penalty: 2579.530762 Iteration 48Q: 3 clusters Score -263323.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -263327.375000 Penalty: 2579.530762 Iteration 49Q: 3 clusters Score -263327.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -263330.031250 Penalty: 2579.530762 Iteration 50Q: 3 clusters Score -263330 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -263334.031250 Penalty: 2579.530762 Iteration 51Q: 3 clusters Score -263334 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -263338.625000 Penalty: 2579.530762 Iteration 52Q: 3 clusters Score -263338.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -263342.468750 Penalty: 2579.530762 Iteration 53Q: 3 clusters Score -263342.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -263345.593750 Penalty: 2579.530762 Iteration 54Q: 3 clusters Score -263345.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -263347.812500 Penalty: 2579.530762 Iteration 55Q: 3 clusters Score -263347.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -263351.500000 Penalty: 2579.530762 Iteration 56Q: 3 clusters Score -263351.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -263356.375000 Penalty: 2579.530762 Iteration 57Q: 3 clusters Score -263356.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -263358.812500 Penalty: 2579.530762 Iteration 58Q: 3 clusters Score -263358.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -263360.062500 Penalty: 2579.530762 Iteration 59Q: 3 clusters Score -263360.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -263363.687500 Penalty: 2579.530762 Iteration 60F: 3 clusters Score -263363.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -263367.125000 Penalty: 2579.530762 Iteration 61Q: 3 clusters Score -263367.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -263370.031250 Penalty: 2579.530762 Iteration 62Q: 3 clusters Score -263370 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -263371.687500 Penalty: 2579.530762 Iteration 63Q: 3 clusters Score -263371.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -263373.937500 Penalty: 2579.530762 Iteration 64Q: 3 clusters Score -263373.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -263375.062500 Penalty: 2579.530762 Iteration 65Q: 3 clusters Score -263375.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -263375.906250 Penalty: 2579.530762 Iteration 66Q: 3 clusters Score -263375.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -263377.937500 Penalty: 2579.530762 Iteration 67Q: 3 clusters Score -263377.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -263378.187500 Penalty: 2579.530762 Iteration 68Q: 3 clusters Score -263378.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -263378.968750 Penalty: 2579.530762 Iteration 69Q: 3 clusters Score -263379 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -263381.281250 Penalty: 2579.530762 Iteration 70Q: 3 clusters Score -263381.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -263382.500000 Penalty: 2579.530762 Iteration 71Q: 3 clusters Score -263382.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -263383.718750 Penalty: 2579.530762 Iteration 72Q: 3 clusters Score -263383.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -263385.156250 Penalty: 2579.530762 Iteration 73Q: 3 clusters Score -263385.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -263386.312500 Penalty: 2579.530762 Iteration 74Q: 3 clusters Score -263386.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -263389.906250 Penalty: 2579.530762 Iteration 75Q: 3 clusters Score -263389.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -263392.187500 Penalty: 2579.530762 Iteration 76Q: 3 clusters Score -263392.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -263396.406250 Penalty: 2579.530762 Iteration 77Q: 3 clusters Score -263396.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -263403.375000 Penalty: 2579.530762 Iteration 78Q: 3 clusters Score -263403.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -263410.906250 Penalty: 2579.530762 Iteration 79Q: 3 clusters Score -263410.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -263415.406250 Penalty: 2579.530762 Iteration 80F: 3 clusters Score -263415.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -263421.000000 Penalty: 2579.530762 Iteration 81Q: 3 clusters Score -263421 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -263425.406250 Penalty: 2579.530762 Iteration 82Q: 3 clusters Score -263425.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -263431.375000 Penalty: 2579.530762 Iteration 83Q: 3 clusters Score -263431.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -263436.875000 Penalty: 2579.530762 Iteration 84Q: 3 clusters Score -263436.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -263440.187500 Penalty: 2579.530762 Iteration 85Q: 3 clusters Score -263440.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -263442.312500 Penalty: 2579.530762 Iteration 86Q: 3 clusters Score -263442.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -263445.312500 Penalty: 2579.530762 Iteration 87Q: 3 clusters Score -263445.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -263450.093750 Penalty: 2579.530762 Iteration 88Q: 3 clusters Score -263450.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -263458.031250 Penalty: 2579.530762 Iteration 89Q: 3 clusters Score -263458 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -263468.968750 Penalty: 2579.530762 Iteration 90Q: 3 clusters Score -263469 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -263479.343750 Penalty: 2579.530762 Iteration 91Q: 3 clusters Score -263479.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -263487.406250 Penalty: 2579.530762 Iteration 92Q: 3 clusters Score -263487.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -263496.093750 Penalty: 2579.530762 Iteration 93Q: 3 clusters Score -263496.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -263508.531250 Penalty: 2579.530762 Iteration 94Q: 3 clusters Score -263508.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -263522.656250 Penalty: 2579.530762 Iteration 95Q: 3 clusters Score -263522.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -263531.093750 Penalty: 2579.530762 Iteration 96Q: 3 clusters Score -263531.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -263537.375000 Penalty: 2579.530762 Iteration 97Q: 3 clusters Score -263537.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -263543.750000 Penalty: 2579.530762 Iteration 98Q: 3 clusters Score -263543.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -263551.312500 Penalty: 2579.530762 Iteration 99Q: 3 clusters Score -263551.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -263560.750000 Penalty: 2579.530762 Iteration 100F: 3 clusters Score -263560.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -263571.125000 Penalty: 2579.530762 Iteration 101Q: 3 clusters Score -263571.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -263581.968750 Penalty: 2579.530762 Iteration 102Q: 3 clusters Score -263582 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -263592.875000 Penalty: 2579.530762 Iteration 103Q: 3 clusters Score -263592.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -263599.781250 Penalty: 2579.530762 Iteration 104Q: 3 clusters Score -263599.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -263609.156250 Penalty: 2579.530762 Iteration 105Q: 3 clusters Score -263609.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -263615.437500 Penalty: 2579.530762 Iteration 106Q: 3 clusters Score -263615.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -263621.343750 Penalty: 2579.530762 Iteration 107Q: 3 clusters Score -263621.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -263628.062500 Penalty: 2579.530762 Iteration 108Q: 3 clusters Score -263628.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -263637.937500 Penalty: 2579.530762 Iteration 109Q: 3 clusters Score -263637.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -263649.218750 Penalty: 2579.530762 Iteration 110Q: 3 clusters Score -263649.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -263659.250000 Penalty: 2579.530762 Iteration 111Q: 3 clusters Score -263659.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -263668.500000 Penalty: 2579.530762 Iteration 112Q: 3 clusters Score -263668.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -263676.093750 Penalty: 2579.530762 Iteration 113Q: 3 clusters Score -263676.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -263690.937500 Penalty: 2579.530762 Iteration 114Q: 3 clusters Score -263690.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -263701.937500 Penalty: 2579.530762 Iteration 115Q: 3 clusters Score -263701.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -263717.375000 Penalty: 2579.530762 Iteration 116Q: 3 clusters Score -263717.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -263740.406250 Penalty: 2579.530762 Iteration 117Q: 3 clusters Score -263740.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -263752.625000 Penalty: 2579.530762 Iteration 118Q: 3 clusters Score -263752.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -263760.843750 Penalty: 2579.530762 Iteration 119Q: 3 clusters Score -263760.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -263768.812500 Penalty: 2579.530762 Iteration 120F: 3 clusters Score -263768.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -263778.625000 Penalty: 2579.530762 Iteration 121Q: 3 clusters Score -263778.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -263788.156250 Penalty: 2579.530762 Iteration 122Q: 3 clusters Score -263788.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -263798.093750 Penalty: 2579.530762 Iteration 123Q: 3 clusters Score -263798.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -263809.656250 Penalty: 2579.530762 Iteration 124Q: 3 clusters Score -263809.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -263832.187500 Penalty: 2579.530762 Iteration 125Q: 3 clusters Score -263832.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -263854.343750 Penalty: 2579.530762 Iteration 126Q: 3 clusters Score -263854.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -263866.000000 Penalty: 2579.530762 Iteration 127Q: 3 clusters Score -263866 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -263877.031250 Penalty: 2579.530762 Iteration 128Q: 3 clusters Score -263877 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -263886.656250 Penalty: 2579.530762 Iteration 129Q: 3 clusters Score -263886.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -263897.406250 Penalty: 2579.530762 Iteration 130Q: 3 clusters Score -263897.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -263905.531250 Penalty: 2579.530762 Iteration 131Q: 3 clusters Score -263905.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -263911.156250 Penalty: 2579.530762 Iteration 132Q: 3 clusters Score -263911.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -263916.718750 Penalty: 2579.530762 Iteration 133Q: 3 clusters Score -263916.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -263922.406250 Penalty: 2579.530762 Iteration 134Q: 3 clusters Score -263922.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -263926.875000 Penalty: 2579.530762 Iteration 135Q: 3 clusters Score -263926.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -263931.906250 Penalty: 2579.530762 Iteration 136Q: 3 clusters Score -263931.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -263937.062500 Penalty: 2579.530762 Iteration 137Q: 3 clusters Score -263937.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -263941.031250 Penalty: 2579.530762 Iteration 138Q: 3 clusters Score -263941 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -263944.625000 Penalty: 2579.530762 Iteration 139Q: 3 clusters Score -263944.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -263947.843750 Penalty: 2579.530762 Iteration 140F: 3 clusters Score -263947.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -263951.906250 Penalty: 2579.530762 Iteration 141Q: 3 clusters Score -263951.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -263957.750000 Penalty: 2579.530762 Iteration 142Q: 3 clusters Score -263957.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -263961.250000 Penalty: 2579.530762 Iteration 143Q: 3 clusters Score -263961.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -263963.906250 Penalty: 2579.530762 Iteration 144Q: 3 clusters Score -263963.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -263968.687500 Penalty: 2579.530762 Iteration 145Q: 3 clusters Score -263968.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -263974.406250 Penalty: 2579.530762 Iteration 146Q: 3 clusters Score -263974.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -263981.343750 Penalty: 2579.530762 Iteration 147Q: 3 clusters Score -263981.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -263992.468750 Penalty: 2579.530762 Iteration 148Q: 3 clusters Score -263992.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -264006.031250 Penalty: 2579.530762 Iteration 149Q: 3 clusters Score -264006 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -264029.125000 Penalty: 2579.530762 Iteration 150Q: 3 clusters Score -264029.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -264046.312500 Penalty: 2579.530762 Iteration 151Q: 3 clusters Score -264046.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -264058.187500 Penalty: 2579.530762 Iteration 152Q: 3 clusters Score -264058.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -264064.000000 Penalty: 2579.530762 Iteration 153Q: 3 clusters Score -264064 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -264072.531250 Penalty: 2579.530762 Iteration 154Q: 3 clusters Score -264072.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -264081.281250 Penalty: 2579.530762 Iteration 155Q: 3 clusters Score -264081.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -264087.281250 Penalty: 2579.530762 Iteration 156Q: 3 clusters Score -264087.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -264098.625000 Penalty: 2579.530762 Iteration 157Q: 3 clusters Score -264098.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -264109.312500 Penalty: 2579.530762 Iteration 158Q: 3 clusters Score -264109.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -264117.250000 Penalty: 2579.530762 Iteration 159Q: 3 clusters Score -264117.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -264121.281250 Penalty: 2579.530762 Iteration 160F: 3 clusters Score -264121.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -264125.562500 Penalty: 2579.530762 Iteration 161Q: 3 clusters Score -264125.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -264126.687500 Penalty: 2579.530762 Iteration 162Q: 3 clusters Score -264126.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -264128.031250 Penalty: 2579.530762 Iteration 163Q: 3 clusters Score -264128 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -264129.375000 Penalty: 2579.530762 Iteration 164Q: 3 clusters Score -264129.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -264130.218750 Penalty: 2579.530762 Iteration 165Q: 3 clusters Score -264130.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -264132.093750 Penalty: 2579.530762 Iteration 166Q: 3 clusters Score -264132.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -264132.656250 Penalty: 2579.530762 Iteration 167Q: 3 clusters Score -264132.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -264132.750000 Penalty: 2579.530762 Iteration 168Q: 3 clusters Score -264132.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -264132.750000 Penalty: 2579.530762 Iteration 169F: 3 clusters Score -264132.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (528 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Entering Unmasked Estep Score: -47102.683594 Penalty: 1018.728149 Iteration 0F: 2 clusters Score -47102.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -46054.863281 Penalty: 2037.456299 Iteration 0F: 3 clusters Score -46054.86 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -46222.156250 Penalty: 2037.456299 Iteration 1F: 3 clusters Score -46222.16 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -46259.128906 Penalty: 2037.456299 Iteration 2Q: 3 clusters Score -46259.13 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -46280.191406 Penalty: 2037.456299 Iteration 3Q: 3 clusters Score -46280.19 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -46297.664062 Penalty: 2037.456299 Iteration 4Q: 3 clusters Score -46297.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -46301.320312 Penalty: 2037.456299 Iteration 5Q: 3 clusters Score -46301.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -46304.738281 Penalty: 2037.456299 Iteration 6Q: 3 clusters Score -46304.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -46312.054688 Penalty: 2037.456299 Iteration 7Q: 3 clusters Score -46312.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -46318.457031 Penalty: 2037.456299 Iteration 8Q: 3 clusters Score -46318.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -46321.230469 Penalty: 2037.456299 Iteration 9Q: 3 clusters Score -46321.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -46321.699219 Penalty: 2037.456299 Iteration 10Q: 3 clusters Score -46321.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -46323.031250 Penalty: 2037.456299 Iteration 11Q: 3 clusters Score -46323.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -46323.515625 Penalty: 2037.456299 Iteration 12Q: 3 clusters Score -46323.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -46325.007812 Penalty: 2037.456299 Iteration 13Q: 3 clusters Score -46325.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -46326.105469 Penalty: 2037.456299 Iteration 14Q: 3 clusters Score -46326.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -46327.265625 Penalty: 2037.456299 Iteration 15Q: 3 clusters Score -46327.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -46330.898438 Penalty: 2037.456299 Iteration 16Q: 3 clusters Score -46330.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -46333.195312 Penalty: 2037.456299 Iteration 17Q: 3 clusters Score -46333.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -46335.464844 Penalty: 2037.456299 Iteration 18Q: 3 clusters Score -46335.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -46339.472656 Penalty: 2037.456299 Iteration 19Q: 3 clusters Score -46339.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -46343.578125 Penalty: 2037.456299 Iteration 20F: 3 clusters Score -46343.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -46347.882812 Penalty: 2037.456299 Iteration 21Q: 3 clusters Score -46347.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -46352.910156 Penalty: 2037.456299 Iteration 22Q: 3 clusters Score -46352.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -46355.652344 Penalty: 2037.456299 Iteration 23Q: 3 clusters Score -46355.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -46359.425781 Penalty: 2037.456299 Iteration 24Q: 3 clusters Score -46359.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -46359.425781 Penalty: 2037.456299 Iteration 25F: 3 clusters Score -46359.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (16418 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16418 members Entering Unmasked Estep Score: -1566579.000000 Penalty: 1577.246704 Iteration 0F: 2 clusters Score -1566579 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8081 members Mstep: Class 2 contains 8337 members Entering Unmasked Estep Score: -1555254.000000 Penalty: 3154.493408 Iteration 0F: 3 clusters Score -1555254 nChanged 7338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7449 members Mstep: Class 2 contains 8969 members Entering Unmasked Estep Score: -1559507.250000 Penalty: 3154.493408 Iteration 1F: 3 clusters Score -1559507 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7101 members Mstep: Class 2 contains 9317 members Entering Unmasked Estep Score: -1560096.750000 Penalty: 3154.493408 Iteration 2F: 3 clusters Score -1560097 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6633 members Mstep: Class 2 contains 9785 members Entering Unmasked Estep Score: -1560787.750000 Penalty: 3154.493408 Iteration 3F: 3 clusters Score -1560788 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6010 members Mstep: Class 2 contains 10408 members Entering Unmasked Estep Score: -1561523.625000 Penalty: 3154.493408 Iteration 4F: 3 clusters Score -1561524 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5214 members Mstep: Class 2 contains 11204 members Entering Unmasked Estep Score: -1562239.250000 Penalty: 3154.493408 Iteration 5F: 3 clusters Score -1562239 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 12095 members Entering Unmasked Estep Score: -1562999.125000 Penalty: 3154.493408 Iteration 6F: 3 clusters Score -1562999 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 12989 members Entering Unmasked Estep Score: -1563772.750000 Penalty: 3154.493408 Iteration 7F: 3 clusters Score -1563773 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 13757 members Entering Unmasked Estep Score: -1564463.125000 Penalty: 3154.493408 Iteration 8F: 3 clusters Score -1564463 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 14334 members Entering Unmasked Estep Score: -1564994.625000 Penalty: 3154.493408 Iteration 9Q: 3 clusters Score -1564995 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 14724 members Entering Unmasked Estep Score: -1565408.625000 Penalty: 3154.493408 Iteration 10Q: 3 clusters Score -1565409 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 14955 members Entering Unmasked Estep Score: -1565651.625000 Penalty: 3154.493408 Iteration 11Q: 3 clusters Score -1565652 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 15103 members Entering Unmasked Estep Score: -1565806.625000 Penalty: 3154.493408 Iteration 12Q: 3 clusters Score -1565807 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 15189 members Entering Unmasked Estep Score: -1565879.625000 Penalty: 3154.493408 Iteration 13Q: 3 clusters Score -1565880 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 15249 members Entering Unmasked Estep Score: -1565921.375000 Penalty: 3154.493408 Iteration 14Q: 3 clusters Score -1565921 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 15296 members Entering Unmasked Estep Score: -1565944.000000 Penalty: 3154.493408 Iteration 15Q: 3 clusters Score -1565944 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 15336 members Entering Unmasked Estep Score: -1565972.750000 Penalty: 3154.493408 Iteration 16Q: 3 clusters Score -1565973 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 15363 members Entering Unmasked Estep Score: -1565983.375000 Penalty: 3154.493408 Iteration 17Q: 3 clusters Score -1565983 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 15381 members Entering Unmasked Estep Score: -1565997.125000 Penalty: 3154.493408 Iteration 18Q: 3 clusters Score -1565997 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 15391 members Entering Unmasked Estep Score: -1566002.250000 Penalty: 3154.493408 Iteration 19Q: 3 clusters Score -1566002 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 15403 members Entering Unmasked Estep Score: -1566009.250000 Penalty: 3154.493408 Iteration 20F: 3 clusters Score -1566009 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 15417 members Entering Unmasked Estep Score: -1566017.500000 Penalty: 3154.493408 Iteration 21Q: 3 clusters Score -1566018 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 15421 members Entering Unmasked Estep Score: -1566014.250000 Penalty: 3154.493408 Iteration 22Q: 3 clusters Score -1566014 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 15427 members Entering Unmasked Estep Score: -1566016.375000 Penalty: 3154.493408 Iteration 23Q: 3 clusters Score -1566016 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 15431 members Entering Unmasked Estep Score: -1566020.000000 Penalty: 3154.493408 Iteration 24Q: 3 clusters Score -1566020 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 15434 members Entering Unmasked Estep Score: -1566021.500000 Penalty: 3154.493408 Iteration 25Q: 3 clusters Score -1566022 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 15433 members Entering Unmasked Estep Score: -1566023.750000 Penalty: 3154.493408 Iteration 26Q: 3 clusters Score -1566024 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 15431 members Entering Unmasked Estep Score: -1566025.750000 Penalty: 3154.493408 Iteration 27Q: 3 clusters Score -1566026 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 15430 members Entering Unmasked Estep Score: -1566027.250000 Penalty: 3154.493408 Iteration 28Q: 3 clusters Score -1566027 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 15431 members Entering Unmasked Estep Score: -1566027.250000 Penalty: 3154.493408 Iteration 29Q: 3 clusters Score -1566027 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 15431 members Entering Unmasked Estep Score: -1566027.250000 Penalty: 3154.493408 Iteration 30F: 3 clusters Score -1566027 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1026 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Entering Unmasked Estep Score: -93756.156250 Penalty: 1126.681274 Iteration 0F: 2 clusters Score -93756.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -92298.070312 Penalty: 2253.362549 Iteration 0F: 3 clusters Score -92298.07 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -92589.945312 Penalty: 2253.362549 Iteration 1F: 3 clusters Score -92589.95 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -92698.476562 Penalty: 2253.362549 Iteration 2F: 3 clusters Score -92698.48 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -92757.515625 Penalty: 2253.362549 Iteration 3Q: 3 clusters Score -92757.52 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -92790.882812 Penalty: 2253.362549 Iteration 4Q: 3 clusters Score -92790.88 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -92819.804688 Penalty: 2253.362549 Iteration 5Q: 3 clusters Score -92819.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -92840.632812 Penalty: 2253.362549 Iteration 6Q: 3 clusters Score -92840.63 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -92851.054688 Penalty: 2253.362549 Iteration 7Q: 3 clusters Score -92851.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -92859.023438 Penalty: 2253.362549 Iteration 8Q: 3 clusters Score -92859.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -92869.726562 Penalty: 2253.362549 Iteration 9Q: 3 clusters Score -92869.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -92879.093750 Penalty: 2253.362549 Iteration 10Q: 3 clusters Score -92879.09 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -92889.546875 Penalty: 2253.362549 Iteration 11Q: 3 clusters Score -92889.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -92897.601562 Penalty: 2253.362549 Iteration 12Q: 3 clusters Score -92897.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -92903.828125 Penalty: 2253.362549 Iteration 13Q: 3 clusters Score -92903.83 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -92916.484375 Penalty: 2253.362549 Iteration 14Q: 3 clusters Score -92916.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -92929.609375 Penalty: 2253.362549 Iteration 15Q: 3 clusters Score -92929.61 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -92937.234375 Penalty: 2253.362549 Iteration 16Q: 3 clusters Score -92937.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -92944.703125 Penalty: 2253.362549 Iteration 17Q: 3 clusters Score -92944.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -92951.796875 Penalty: 2253.362549 Iteration 18Q: 3 clusters Score -92951.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -92960.148438 Penalty: 2253.362549 Iteration 19Q: 3 clusters Score -92960.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -92968.250000 Penalty: 2253.362549 Iteration 20F: 3 clusters Score -92968.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -92978.296875 Penalty: 2253.362549 Iteration 21Q: 3 clusters Score -92978.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -92983.867188 Penalty: 2253.362549 Iteration 22Q: 3 clusters Score -92983.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -92988.843750 Penalty: 2253.362549 Iteration 23Q: 3 clusters Score -92988.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -92991.312500 Penalty: 2253.362549 Iteration 24Q: 3 clusters Score -92991.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -92992.195312 Penalty: 2253.362549 Iteration 25Q: 3 clusters Score -92992.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -92992.757812 Penalty: 2253.362549 Iteration 26Q: 3 clusters Score -92992.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -92995.187500 Penalty: 2253.362549 Iteration 27Q: 3 clusters Score -92995.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -92995.460938 Penalty: 2253.362549 Iteration 28Q: 3 clusters Score -92995.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -92995.460938 Penalty: 2253.362549 Iteration 29F: 3 clusters Score -92995.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (963 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Entering Unmasked Estep Score: -76784.335938 Penalty: 1116.383667 Iteration 0F: 2 clusters Score -76784.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -75418.085938 Penalty: 2232.767334 Iteration 0F: 3 clusters Score -75418.09 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -75833.492188 Penalty: 2232.767334 Iteration 1F: 3 clusters Score -75833.49 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -76050.492188 Penalty: 2232.767334 Iteration 2F: 3 clusters Score -76050.49 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -76233.468750 Penalty: 2232.767334 Iteration 3F: 3 clusters Score -76233.47 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -76477.679688 Penalty: 2232.767334 Iteration 4F: 3 clusters Score -76477.68 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -76735.757812 Penalty: 2232.767334 Iteration 5F: 3 clusters Score -76735.76 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -76929.117188 Penalty: 2232.767334 Iteration 6F: 3 clusters Score -76929.12 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -76984.656250 Penalty: 2232.767334 Iteration 7Q: 3 clusters Score -76984.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -76992.140625 Penalty: 2232.767334 Iteration 8Q: 3 clusters Score -76992.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -76992.664062 Penalty: 2232.767334 Iteration 9Q: 3 clusters Score -76992.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -76992.664062 Penalty: 2232.767334 Iteration 10F: 3 clusters Score -76992.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 2799 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16418 members Mstep: Class 5 contains 1026 members Mstep: Class 6 contains 418 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2841 members Mstep: Class 10 contains 313 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 14840 members Mstep: Class 16 contains 3799 members Mstep: Class 17 contains 1424 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 916 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16952 members Mstep: Class 23 contains 5627 members Mstep: Class 24 contains 6393 members Mstep: Class 25 contains 2834 members Mstep: Class 26 contains 545 members Entering Unmasked Estep Score: -8397052.000000 Penalty: 48285.320312 Splitting cluster 6 changes total score from -8397585.000000 to -8397052.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Entering Unmasked Estep Score: -74078.929688 Penalty: 1085.230591 Iteration 0F: 2 clusters Score -74078.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -72808.453125 Penalty: 2170.461182 Iteration 0F: 3 clusters Score -72808.45 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -73020.687500 Penalty: 2170.461182 Iteration 1F: 3 clusters Score -73020.69 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -73120.148438 Penalty: 2170.461182 Iteration 2F: 3 clusters Score -73120.15 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -73192.367188 Penalty: 2170.461182 Iteration 3F: 3 clusters Score -73192.37 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -73277.109375 Penalty: 2170.461182 Iteration 4F: 3 clusters Score -73277.11 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -73381.281250 Penalty: 2170.461182 Iteration 5F: 3 clusters Score -73381.28 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -73498.531250 Penalty: 2170.461182 Iteration 6Q: 3 clusters Score -73498.53 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -73601.929688 Penalty: 2170.461182 Iteration 7F: 3 clusters Score -73601.93 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -73691.687500 Penalty: 2170.461182 Iteration 8Q: 3 clusters Score -73691.69 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -73768.523438 Penalty: 2170.461182 Iteration 9Q: 3 clusters Score -73768.52 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -73812.273438 Penalty: 2170.461182 Iteration 10Q: 3 clusters Score -73812.27 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -73848.031250 Penalty: 2170.461182 Iteration 11Q: 3 clusters Score -73848.03 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -73881.789062 Penalty: 2170.461182 Iteration 12Q: 3 clusters Score -73881.79 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -73905.218750 Penalty: 2170.461182 Iteration 13Q: 3 clusters Score -73905.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -73921.531250 Penalty: 2170.461182 Iteration 14Q: 3 clusters Score -73921.53 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -73932.117188 Penalty: 2170.461182 Iteration 15Q: 3 clusters Score -73932.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -73936.453125 Penalty: 2170.461182 Iteration 16Q: 3 clusters Score -73936.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -73939.492188 Penalty: 2170.461182 Iteration 17Q: 3 clusters Score -73939.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -73942.523438 Penalty: 2170.461182 Iteration 18Q: 3 clusters Score -73942.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -73946.484375 Penalty: 2170.461182 Iteration 19Q: 3 clusters Score -73946.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -73949.093750 Penalty: 2170.461182 Iteration 20F: 3 clusters Score -73949.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -73950.976562 Penalty: 2170.461182 Iteration 21Q: 3 clusters Score -73950.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -73952.656250 Penalty: 2170.461182 Iteration 22Q: 3 clusters Score -73952.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -73956.007812 Penalty: 2170.461182 Iteration 23Q: 3 clusters Score -73956.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -73956.007812 Penalty: 2170.461182 Iteration 24F: 3 clusters Score -73956.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1670 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Entering Unmasked Estep Score: -162251.171875 Penalty: 1205.844116 Iteration 0F: 2 clusters Score -162251.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -160366.796875 Penalty: 2411.688232 Iteration 0F: 3 clusters Score -160366.8 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -160714.265625 Penalty: 2411.688232 Iteration 1F: 3 clusters Score -160714.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -160798.546875 Penalty: 2411.688232 Iteration 2F: 3 clusters Score -160798.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -160839.343750 Penalty: 2411.688232 Iteration 3Q: 3 clusters Score -160839.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -160872.828125 Penalty: 2411.688232 Iteration 4Q: 3 clusters Score -160872.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -160895.218750 Penalty: 2411.688232 Iteration 5Q: 3 clusters Score -160895.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -160906.062500 Penalty: 2411.688232 Iteration 6Q: 3 clusters Score -160906.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -160914.156250 Penalty: 2411.688232 Iteration 7Q: 3 clusters Score -160914.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -160918.500000 Penalty: 2411.688232 Iteration 8Q: 3 clusters Score -160918.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -160922.953125 Penalty: 2411.688232 Iteration 9Q: 3 clusters Score -160923 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -160925.984375 Penalty: 2411.688232 Iteration 10Q: 3 clusters Score -160926 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -160926.578125 Penalty: 2411.688232 Iteration 11Q: 3 clusters Score -160926.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -160927.687500 Penalty: 2411.688232 Iteration 12Q: 3 clusters Score -160927.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -160928.921875 Penalty: 2411.688232 Iteration 13Q: 3 clusters Score -160928.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -160931.109375 Penalty: 2411.688232 Iteration 14Q: 3 clusters Score -160931.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -160932.218750 Penalty: 2411.688232 Iteration 15Q: 3 clusters Score -160932.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -160932.921875 Penalty: 2411.688232 Iteration 16Q: 3 clusters Score -160932.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -160932.921875 Penalty: 2411.688232 Iteration 17F: 3 clusters Score -160932.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2841 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Entering Unmasked Estep Score: -274514.093750 Penalty: 1292.185669 Iteration 0F: 2 clusters Score -274514.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -271856.843750 Penalty: 2584.371338 Iteration 0F: 3 clusters Score -271856.8 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -272436.781250 Penalty: 2584.371338 Iteration 1F: 3 clusters Score -272436.8 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -272559.968750 Penalty: 2584.371338 Iteration 2F: 3 clusters Score -272560 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -272650.562500 Penalty: 2584.371338 Iteration 3F: 3 clusters Score -272650.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -272711.625000 Penalty: 2584.371338 Iteration 4Q: 3 clusters Score -272711.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -272762.000000 Penalty: 2584.371338 Iteration 5Q: 3 clusters Score -272762 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -272818.375000 Penalty: 2584.371338 Iteration 6Q: 3 clusters Score -272818.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -272868.531250 Penalty: 2584.371338 Iteration 7Q: 3 clusters Score -272868.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -272916.093750 Penalty: 2584.371338 Iteration 8Q: 3 clusters Score -272916.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -272956.500000 Penalty: 2584.371338 Iteration 9Q: 3 clusters Score -272956.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -272993.343750 Penalty: 2584.371338 Iteration 10Q: 3 clusters Score -272993.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -273027.593750 Penalty: 2584.371338 Iteration 11Q: 3 clusters Score -273027.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -273058.750000 Penalty: 2584.371338 Iteration 12Q: 3 clusters Score -273058.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -273076.156250 Penalty: 2584.371338 Iteration 13Q: 3 clusters Score -273076.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -273093.343750 Penalty: 2584.371338 Iteration 14Q: 3 clusters Score -273093.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -273112.156250 Penalty: 2584.371338 Iteration 15Q: 3 clusters Score -273112.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -273129.187500 Penalty: 2584.371338 Iteration 16Q: 3 clusters Score -273129.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -273143.593750 Penalty: 2584.371338 Iteration 17Q: 3 clusters Score -273143.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -273153.625000 Penalty: 2584.371338 Iteration 18Q: 3 clusters Score -273153.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -273160.125000 Penalty: 2584.371338 Iteration 19Q: 3 clusters Score -273160.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -273170.250000 Penalty: 2584.371338 Iteration 20F: 3 clusters Score -273170.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -273179.062500 Penalty: 2584.371338 Iteration 21Q: 3 clusters Score -273179.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -273185.531250 Penalty: 2584.371338 Iteration 22Q: 3 clusters Score -273185.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -273191.125000 Penalty: 2584.371338 Iteration 23Q: 3 clusters Score -273191.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -273196.968750 Penalty: 2584.371338 Iteration 24Q: 3 clusters Score -273197 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -273199.968750 Penalty: 2584.371338 Iteration 25Q: 3 clusters Score -273200 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -273205.781250 Penalty: 2584.371338 Iteration 26Q: 3 clusters Score -273205.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -273209.656250 Penalty: 2584.371338 Iteration 27Q: 3 clusters Score -273209.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -273215.500000 Penalty: 2584.371338 Iteration 28Q: 3 clusters Score -273215.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -273221.937500 Penalty: 2584.371338 Iteration 29Q: 3 clusters Score -273221.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -273229.875000 Penalty: 2584.371338 Iteration 30Q: 3 clusters Score -273229.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -273237.093750 Penalty: 2584.371338 Iteration 31Q: 3 clusters Score -273237.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -273242.250000 Penalty: 2584.371338 Iteration 32Q: 3 clusters Score -273242.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -273248.000000 Penalty: 2584.371338 Iteration 33Q: 3 clusters Score -273248 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -273253.875000 Penalty: 2584.371338 Iteration 34Q: 3 clusters Score -273253.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -273261.500000 Penalty: 2584.371338 Iteration 35Q: 3 clusters Score -273261.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -273270.218750 Penalty: 2584.371338 Iteration 36Q: 3 clusters Score -273270.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -273279.250000 Penalty: 2584.371338 Iteration 37Q: 3 clusters Score -273279.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -273287.531250 Penalty: 2584.371338 Iteration 38Q: 3 clusters Score -273287.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -273296.875000 Penalty: 2584.371338 Iteration 39Q: 3 clusters Score -273296.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -273304.250000 Penalty: 2584.371338 Iteration 40F: 3 clusters Score -273304.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -273310.218750 Penalty: 2584.371338 Iteration 41Q: 3 clusters Score -273310.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -273315.312500 Penalty: 2584.371338 Iteration 42Q: 3 clusters Score -273315.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -273320.312500 Penalty: 2584.371338 Iteration 43Q: 3 clusters Score -273320.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -273329.375000 Penalty: 2584.371338 Iteration 44Q: 3 clusters Score -273329.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -273337.406250 Penalty: 2584.371338 Iteration 45Q: 3 clusters Score -273337.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -273343.156250 Penalty: 2584.371338 Iteration 46Q: 3 clusters Score -273343.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -273345.000000 Penalty: 2584.371338 Iteration 47Q: 3 clusters Score -273345 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -273346.906250 Penalty: 2584.371338 Iteration 48Q: 3 clusters Score -273346.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -273349.812500 Penalty: 2584.371338 Iteration 49Q: 3 clusters Score -273349.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -273351.531250 Penalty: 2584.371338 Iteration 50Q: 3 clusters Score -273351.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -273353.625000 Penalty: 2584.371338 Iteration 51Q: 3 clusters Score -273353.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -273353.843750 Penalty: 2584.371338 Iteration 52Q: 3 clusters Score -273353.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -273353.843750 Penalty: 2584.371338 Iteration 53F: 3 clusters Score -273353.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (313 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Entering Unmasked Estep Score: -24127.617188 Penalty: 933.758057 Iteration 0F: 2 clusters Score -24127.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -23244.638672 Penalty: 1867.516113 Iteration 0F: 3 clusters Score -23244.64 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -23410.453125 Penalty: 1867.516113 Iteration 1F: 3 clusters Score -23410.45 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -23468.822266 Penalty: 1867.516113 Iteration 2F: 3 clusters Score -23468.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -23490.218750 Penalty: 1867.516113 Iteration 3Q: 3 clusters Score -23490.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -23505.470703 Penalty: 1867.516113 Iteration 4Q: 3 clusters Score -23505.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -23525.060547 Penalty: 1867.516113 Iteration 5Q: 3 clusters Score -23525.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -23529.126953 Penalty: 1867.516113 Iteration 6Q: 3 clusters Score -23529.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -23543.929688 Penalty: 1867.516113 Iteration 7Q: 3 clusters Score -23543.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -23549.966797 Penalty: 1867.516113 Iteration 8Q: 3 clusters Score -23549.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -23549.966797 Penalty: 1867.516113 Iteration 9F: 3 clusters Score -23549.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1117 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Entering Unmasked Estep Score: -107627.976562 Penalty: 1140.490234 Iteration 0F: 2 clusters Score -107628 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -106104.585938 Penalty: 2280.980469 Iteration 0F: 3 clusters Score -106104.6 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -106364.054688 Penalty: 2280.980469 Iteration 1F: 3 clusters Score -106364.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -106465.585938 Penalty: 2280.980469 Iteration 2F: 3 clusters Score -106465.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -106529.054688 Penalty: 2280.980469 Iteration 3F: 3 clusters Score -106529.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -106558.890625 Penalty: 2280.980469 Iteration 4Q: 3 clusters Score -106558.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -106584.484375 Penalty: 2280.980469 Iteration 5Q: 3 clusters Score -106584.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -106603.640625 Penalty: 2280.980469 Iteration 6Q: 3 clusters Score -106603.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -106611.296875 Penalty: 2280.980469 Iteration 7Q: 3 clusters Score -106611.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -106617.351562 Penalty: 2280.980469 Iteration 8Q: 3 clusters Score -106617.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -106625.757812 Penalty: 2280.980469 Iteration 9Q: 3 clusters Score -106625.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -106632.046875 Penalty: 2280.980469 Iteration 10Q: 3 clusters Score -106632 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -106634.820312 Penalty: 2280.980469 Iteration 11Q: 3 clusters Score -106634.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -106636.273438 Penalty: 2280.980469 Iteration 12Q: 3 clusters Score -106636.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -106637.601562 Penalty: 2280.980469 Iteration 13Q: 3 clusters Score -106637.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -106639.484375 Penalty: 2280.980469 Iteration 14Q: 3 clusters Score -106639.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -106639.914062 Penalty: 2280.980469 Iteration 15Q: 3 clusters Score -106639.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -106639.914062 Penalty: 2280.980469 Iteration 16F: 3 clusters Score -106639.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Entering Unmasked Estep Score: -56249.531250 Penalty: 1043.513672 Iteration 0F: 2 clusters Score -56249.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -55047.308594 Penalty: 2087.027344 Iteration 0F: 3 clusters Score -55047.31 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -55218.488281 Penalty: 2087.027344 Iteration 1F: 3 clusters Score -55218.49 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -55268.101562 Penalty: 2087.027344 Iteration 2F: 3 clusters Score -55268.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -55310.816406 Penalty: 2087.027344 Iteration 3Q: 3 clusters Score -55310.82 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -55325.054688 Penalty: 2087.027344 Iteration 4Q: 3 clusters Score -55325.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -55331.902344 Penalty: 2087.027344 Iteration 5Q: 3 clusters Score -55331.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -55336.136719 Penalty: 2087.027344 Iteration 6Q: 3 clusters Score -55336.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -55338.640625 Penalty: 2087.027344 Iteration 7Q: 3 clusters Score -55338.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -55341.953125 Penalty: 2087.027344 Iteration 8Q: 3 clusters Score -55341.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -55342.328125 Penalty: 2087.027344 Iteration 9Q: 3 clusters Score -55342.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -55342.820312 Penalty: 2087.027344 Iteration 10Q: 3 clusters Score -55342.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -55343.246094 Penalty: 2087.027344 Iteration 11Q: 3 clusters Score -55343.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -55343.246094 Penalty: 2087.027344 Iteration 12F: 3 clusters Score -55343.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (569 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Entering Unmasked Estep Score: -52867.519531 Penalty: 1030.880615 Iteration 0F: 2 clusters Score -52867.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -51721.082031 Penalty: 2061.761230 Iteration 0F: 3 clusters Score -51721.08 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -51882.457031 Penalty: 2061.761230 Iteration 1F: 3 clusters Score -51882.46 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -51940.660156 Penalty: 2061.761230 Iteration 2F: 3 clusters Score -51940.66 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -51961.226562 Penalty: 2061.761230 Iteration 3Q: 3 clusters Score -51961.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -51970.500000 Penalty: 2061.761230 Iteration 4Q: 3 clusters Score -51970.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -51978.339844 Penalty: 2061.761230 Iteration 5Q: 3 clusters Score -51978.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -51984.355469 Penalty: 2061.761230 Iteration 6Q: 3 clusters Score -51984.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -51988.312500 Penalty: 2061.761230 Iteration 7Q: 3 clusters Score -51988.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -51993.785156 Penalty: 2061.761230 Iteration 8Q: 3 clusters Score -51993.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -51997.660156 Penalty: 2061.761230 Iteration 9Q: 3 clusters Score -51997.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -51997.660156 Penalty: 2061.761230 Iteration 10F: 3 clusters Score -51997.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (2206 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Entering Unmasked Estep Score: -209736.156250 Penalty: 1251.077148 Iteration 0F: 2 clusters Score -209736.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -207510.031250 Penalty: 2502.154297 Iteration 0F: 3 clusters Score -207510 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -208020.171875 Penalty: 2502.154297 Iteration 1F: 3 clusters Score -208020.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -208145.578125 Penalty: 2502.154297 Iteration 2F: 3 clusters Score -208145.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -208206.312500 Penalty: 2502.154297 Iteration 3Q: 3 clusters Score -208206.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -208250.781250 Penalty: 2502.154297 Iteration 4Q: 3 clusters Score -208250.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -208280.656250 Penalty: 2502.154297 Iteration 5Q: 3 clusters Score -208280.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -208302.218750 Penalty: 2502.154297 Iteration 6Q: 3 clusters Score -208302.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -208318.156250 Penalty: 2502.154297 Iteration 7Q: 3 clusters Score -208318.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -208334.500000 Penalty: 2502.154297 Iteration 8Q: 3 clusters Score -208334.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -208350.328125 Penalty: 2502.154297 Iteration 9Q: 3 clusters Score -208350.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -208361.843750 Penalty: 2502.154297 Iteration 10Q: 3 clusters Score -208361.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -208368.718750 Penalty: 2502.154297 Iteration 11Q: 3 clusters Score -208368.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -208376.625000 Penalty: 2502.154297 Iteration 12Q: 3 clusters Score -208376.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -208385.968750 Penalty: 2502.154297 Iteration 13Q: 3 clusters Score -208386 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -208397.875000 Penalty: 2502.154297 Iteration 14Q: 3 clusters Score -208397.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -208410.234375 Penalty: 2502.154297 Iteration 15Q: 3 clusters Score -208410.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -208425.125000 Penalty: 2502.154297 Iteration 16Q: 3 clusters Score -208425.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -208432.453125 Penalty: 2502.154297 Iteration 17Q: 3 clusters Score -208432.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -208437.234375 Penalty: 2502.154297 Iteration 18Q: 3 clusters Score -208437.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -208440.890625 Penalty: 2502.154297 Iteration 19Q: 3 clusters Score -208440.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -208444.171875 Penalty: 2502.154297 Iteration 20F: 3 clusters Score -208444.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -208450.093750 Penalty: 2502.154297 Iteration 21Q: 3 clusters Score -208450.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -208461.234375 Penalty: 2502.154297 Iteration 22Q: 3 clusters Score -208461.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -208467.890625 Penalty: 2502.154297 Iteration 23Q: 3 clusters Score -208467.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -208478.031250 Penalty: 2502.154297 Iteration 24Q: 3 clusters Score -208478 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -208483.671875 Penalty: 2502.154297 Iteration 25Q: 3 clusters Score -208483.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -208490.656250 Penalty: 2502.154297 Iteration 26Q: 3 clusters Score -208490.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -208498.765625 Penalty: 2502.154297 Iteration 27Q: 3 clusters Score -208498.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -208505.843750 Penalty: 2502.154297 Iteration 28Q: 3 clusters Score -208505.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -208512.984375 Penalty: 2502.154297 Iteration 29Q: 3 clusters Score -208513 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -208517.531250 Penalty: 2502.154297 Iteration 30Q: 3 clusters Score -208517.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -208523.515625 Penalty: 2502.154297 Iteration 31Q: 3 clusters Score -208523.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -208535.109375 Penalty: 2502.154297 Iteration 32Q: 3 clusters Score -208535.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -208551.234375 Penalty: 2502.154297 Iteration 33Q: 3 clusters Score -208551.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -208562.609375 Penalty: 2502.154297 Iteration 34Q: 3 clusters Score -208562.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -208572.359375 Penalty: 2502.154297 Iteration 35Q: 3 clusters Score -208572.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -208582.968750 Penalty: 2502.154297 Iteration 36Q: 3 clusters Score -208583 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -208590.140625 Penalty: 2502.154297 Iteration 37Q: 3 clusters Score -208590.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -208595.765625 Penalty: 2502.154297 Iteration 38Q: 3 clusters Score -208595.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -208600.046875 Penalty: 2502.154297 Iteration 39Q: 3 clusters Score -208600 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -208606.515625 Penalty: 2502.154297 Iteration 40F: 3 clusters Score -208606.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -208613.765625 Penalty: 2502.154297 Iteration 41Q: 3 clusters Score -208613.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -208619.500000 Penalty: 2502.154297 Iteration 42Q: 3 clusters Score -208619.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -208623.937500 Penalty: 2502.154297 Iteration 43Q: 3 clusters Score -208623.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -208631.859375 Penalty: 2502.154297 Iteration 44Q: 3 clusters Score -208631.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -208638.343750 Penalty: 2502.154297 Iteration 45Q: 3 clusters Score -208638.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -208645.421875 Penalty: 2502.154297 Iteration 46Q: 3 clusters Score -208645.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -208649.843750 Penalty: 2502.154297 Iteration 47Q: 3 clusters Score -208649.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -208655.031250 Penalty: 2502.154297 Iteration 48Q: 3 clusters Score -208655 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -208660.578125 Penalty: 2502.154297 Iteration 49Q: 3 clusters Score -208660.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -208666.296875 Penalty: 2502.154297 Iteration 50Q: 3 clusters Score -208666.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -208671.500000 Penalty: 2502.154297 Iteration 51Q: 3 clusters Score -208671.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -208676.171875 Penalty: 2502.154297 Iteration 52Q: 3 clusters Score -208676.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -208681.812500 Penalty: 2502.154297 Iteration 53Q: 3 clusters Score -208681.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -208687.312500 Penalty: 2502.154297 Iteration 54Q: 3 clusters Score -208687.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -208688.187500 Penalty: 2502.154297 Iteration 55Q: 3 clusters Score -208688.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -208688.828125 Penalty: 2502.154297 Iteration 56Q: 3 clusters Score -208688.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -208688.828125 Penalty: 2502.154297 Iteration 57F: 3 clusters Score -208688.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (14840 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14840 members Entering Unmasked Estep Score: -1372772.125000 Penalty: 1560.825806 Iteration 0F: 2 clusters Score -1372772 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7589 members Mstep: Class 2 contains 7251 members Entering Unmasked Estep Score: -1362561.375000 Penalty: 3121.651611 Iteration 0F: 3 clusters Score -1362561 nChanged 6503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8628 members Mstep: Class 2 contains 6212 members Entering Unmasked Estep Score: -1366149.125000 Penalty: 3121.651611 Iteration 1F: 3 clusters Score -1366149 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9244 members Mstep: Class 2 contains 5596 members Entering Unmasked Estep Score: -1366651.375000 Penalty: 3121.651611 Iteration 2F: 3 clusters Score -1366651 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10051 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -1367291.000000 Penalty: 3121.651611 Iteration 3F: 3 clusters Score -1367291 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10930 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -1368010.250000 Penalty: 3121.651611 Iteration 4F: 3 clusters Score -1368010 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11890 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -1368842.125000 Penalty: 3121.651611 Iteration 5F: 3 clusters Score -1368842 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12823 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -1369702.125000 Penalty: 3121.651611 Iteration 6F: 3 clusters Score -1369702 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13535 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -1370346.125000 Penalty: 3121.651611 Iteration 7Q: 3 clusters Score -1370346 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14032 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -1370781.000000 Penalty: 3121.651611 Iteration 8Q: 3 clusters Score -1370781 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14325 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -1371054.000000 Penalty: 3121.651611 Iteration 9Q: 3 clusters Score -1371054 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14472 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -1371210.625000 Penalty: 3121.651611 Iteration 10Q: 3 clusters Score -1371211 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14555 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -1371313.375000 Penalty: 3121.651611 Iteration 11Q: 3 clusters Score -1371313 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14590 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -1371372.125000 Penalty: 3121.651611 Iteration 12Q: 3 clusters Score -1371372 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14613 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -1371406.250000 Penalty: 3121.651611 Iteration 13Q: 3 clusters Score -1371406 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14622 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -1371424.500000 Penalty: 3121.651611 Iteration 14Q: 3 clusters Score -1371424 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14631 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -1371436.000000 Penalty: 3121.651611 Iteration 15Q: 3 clusters Score -1371436 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14637 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -1371441.875000 Penalty: 3121.651611 Iteration 16Q: 3 clusters Score -1371442 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14638 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -1371443.375000 Penalty: 3121.651611 Iteration 17Q: 3 clusters Score -1371443 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14638 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -1371443.375000 Penalty: 3121.651611 Iteration 18F: 3 clusters Score -1371443 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3799 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Entering Unmasked Estep Score: -342428.750000 Penalty: 1339.405029 Iteration 0F: 2 clusters Score -342428.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -339155.250000 Penalty: 2678.810059 Iteration 0F: 3 clusters Score -339155.2 nChanged 1514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -340033.531250 Penalty: 2678.810059 Iteration 1F: 3 clusters Score -340033.5 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -340285.718750 Penalty: 2678.810059 Iteration 2F: 3 clusters Score -340285.7 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -340646.500000 Penalty: 2678.810059 Iteration 3F: 3 clusters Score -340646.5 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -341222.781250 Penalty: 2678.810059 Iteration 4F: 3 clusters Score -341222.8 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -341978.625000 Penalty: 2678.810059 Iteration 5F: 3 clusters Score -341978.6 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -342608.781250 Penalty: 2678.810059 Iteration 6F: 3 clusters Score -342608.8 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -342992.750000 Penalty: 2678.810059 Iteration 7F: 3 clusters Score -342992.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -343271.125000 Penalty: 2678.810059 Iteration 8Q: 3 clusters Score -343271.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -343544.343750 Penalty: 2678.810059 Iteration 9Q: 3 clusters Score -343544.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -343668.125000 Penalty: 2678.810059 Iteration 10Q: 3 clusters Score -343668.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -343702.625000 Penalty: 2678.810059 Iteration 11Q: 3 clusters Score -343702.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -343726.312500 Penalty: 2678.810059 Iteration 12Q: 3 clusters Score -343726.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -343737.156250 Penalty: 2678.810059 Iteration 13Q: 3 clusters Score -343737.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -343744.406250 Penalty: 2678.810059 Iteration 14Q: 3 clusters Score -343744.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -343747.781250 Penalty: 2678.810059 Iteration 15Q: 3 clusters Score -343747.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -343752.156250 Penalty: 2678.810059 Iteration 16Q: 3 clusters Score -343752.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -343753.000000 Penalty: 2678.810059 Iteration 17Q: 3 clusters Score -343753 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -343753.750000 Penalty: 2678.810059 Iteration 18Q: 3 clusters Score -343753.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -343755.687500 Penalty: 2678.810059 Iteration 19Q: 3 clusters Score -343755.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -343758.031250 Penalty: 2678.810059 Iteration 20F: 3 clusters Score -343758 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -343759.093750 Penalty: 2678.810059 Iteration 21Q: 3 clusters Score -343759.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -343759.531250 Penalty: 2678.810059 Iteration 22Q: 3 clusters Score -343759.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -343759.843750 Penalty: 2678.810059 Iteration 23Q: 3 clusters Score -343759.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -343759.843750 Penalty: 2678.810059 Iteration 24F: 3 clusters Score -343759.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 2799 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16418 members Mstep: Class 5 contains 1026 members Mstep: Class 6 contains 963 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2841 members Mstep: Class 10 contains 313 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 14840 members Mstep: Class 16 contains 980 members Mstep: Class 17 contains 1424 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 916 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16952 members Mstep: Class 23 contains 5627 members Mstep: Class 24 contains 6393 members Mstep: Class 25 contains 2834 members Mstep: Class 26 contains 2819 members Entering Unmasked Estep Score: -8398386.000000 Penalty: 48285.320312 Splitting cluster 16 changes total score from -8397585.000000 to -8398386.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 17 (1424 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Entering Unmasked Estep Score: -125054.109375 Penalty: 1179.949097 Iteration 0F: 2 clusters Score -125054.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -123361.890625 Penalty: 2359.898193 Iteration 0F: 3 clusters Score -123361.9 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -123714.625000 Penalty: 2359.898193 Iteration 1F: 3 clusters Score -123714.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -123815.234375 Penalty: 2359.898193 Iteration 2F: 3 clusters Score -123815.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -123853.835938 Penalty: 2359.898193 Iteration 3Q: 3 clusters Score -123853.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -123875.023438 Penalty: 2359.898193 Iteration 4Q: 3 clusters Score -123875 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -123890.078125 Penalty: 2359.898193 Iteration 5Q: 3 clusters Score -123890.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -123910.312500 Penalty: 2359.898193 Iteration 6Q: 3 clusters Score -123910.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -123928.390625 Penalty: 2359.898193 Iteration 7Q: 3 clusters Score -123928.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -123945.187500 Penalty: 2359.898193 Iteration 8Q: 3 clusters Score -123945.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -123956.820312 Penalty: 2359.898193 Iteration 9Q: 3 clusters Score -123956.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -123965.500000 Penalty: 2359.898193 Iteration 10Q: 3 clusters Score -123965.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -123972.429688 Penalty: 2359.898193 Iteration 11Q: 3 clusters Score -123972.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -123980.437500 Penalty: 2359.898193 Iteration 12Q: 3 clusters Score -123980.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -123989.335938 Penalty: 2359.898193 Iteration 13Q: 3 clusters Score -123989.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -123994.218750 Penalty: 2359.898193 Iteration 14Q: 3 clusters Score -123994.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -124002.648438 Penalty: 2359.898193 Iteration 15Q: 3 clusters Score -124002.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -124010.664062 Penalty: 2359.898193 Iteration 16Q: 3 clusters Score -124010.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -124013.914062 Penalty: 2359.898193 Iteration 17Q: 3 clusters Score -124013.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -124016.125000 Penalty: 2359.898193 Iteration 18Q: 3 clusters Score -124016.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -124017.523438 Penalty: 2359.898193 Iteration 19Q: 3 clusters Score -124017.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -124019.781250 Penalty: 2359.898193 Iteration 20F: 3 clusters Score -124019.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -124022.210938 Penalty: 2359.898193 Iteration 21Q: 3 clusters Score -124022.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -124026.898438 Penalty: 2359.898193 Iteration 22Q: 3 clusters Score -124026.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -124032.593750 Penalty: 2359.898193 Iteration 23Q: 3 clusters Score -124032.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -124038.679688 Penalty: 2359.898193 Iteration 24Q: 3 clusters Score -124038.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -124046.578125 Penalty: 2359.898193 Iteration 25Q: 3 clusters Score -124046.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -124050.710938 Penalty: 2359.898193 Iteration 26Q: 3 clusters Score -124050.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -124056.046875 Penalty: 2359.898193 Iteration 27Q: 3 clusters Score -124056 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -124056.484375 Penalty: 2359.898193 Iteration 28Q: 3 clusters Score -124056.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -124058.898438 Penalty: 2359.898193 Iteration 29Q: 3 clusters Score -124058.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -124060.085938 Penalty: 2359.898193 Iteration 30Q: 3 clusters Score -124060.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -124062.039062 Penalty: 2359.898193 Iteration 31Q: 3 clusters Score -124062 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -124062.625000 Penalty: 2359.898193 Iteration 32Q: 3 clusters Score -124062.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -124063.570312 Penalty: 2359.898193 Iteration 33Q: 3 clusters Score -124063.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -124064.601562 Penalty: 2359.898193 Iteration 34Q: 3 clusters Score -124064.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -124067.164062 Penalty: 2359.898193 Iteration 35Q: 3 clusters Score -124067.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -124069.281250 Penalty: 2359.898193 Iteration 36Q: 3 clusters Score -124069.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -124072.085938 Penalty: 2359.898193 Iteration 37Q: 3 clusters Score -124072.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -124073.359375 Penalty: 2359.898193 Iteration 38Q: 3 clusters Score -124073.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -124075.742188 Penalty: 2359.898193 Iteration 39Q: 3 clusters Score -124075.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -124078.453125 Penalty: 2359.898193 Iteration 40F: 3 clusters Score -124078.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -124080.492188 Penalty: 2359.898193 Iteration 41Q: 3 clusters Score -124080.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -124081.375000 Penalty: 2359.898193 Iteration 42Q: 3 clusters Score -124081.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -124082.382812 Penalty: 2359.898193 Iteration 43Q: 3 clusters Score -124082.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -124082.585938 Penalty: 2359.898193 Iteration 44Q: 3 clusters Score -124082.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -124083.679688 Penalty: 2359.898193 Iteration 45Q: 3 clusters Score -124083.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -124083.820312 Penalty: 2359.898193 Iteration 46Q: 3 clusters Score -124083.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -124083.820312 Penalty: 2359.898193 Iteration 47F: 3 clusters Score -124083.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1004 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Entering Unmasked Estep Score: -92458.445312 Penalty: 1123.158936 Iteration 0F: 2 clusters Score -92458.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -91012.265625 Penalty: 2246.317871 Iteration 0F: 3 clusters Score -91012.27 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -91259.070312 Penalty: 2246.317871 Iteration 1F: 3 clusters Score -91259.07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -91311.640625 Penalty: 2246.317871 Iteration 2F: 3 clusters Score -91311.64 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -91338.625000 Penalty: 2246.317871 Iteration 3Q: 3 clusters Score -91338.62 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -91356.867188 Penalty: 2246.317871 Iteration 4Q: 3 clusters Score -91356.87 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -91372.320312 Penalty: 2246.317871 Iteration 5Q: 3 clusters Score -91372.32 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -91383.507812 Penalty: 2246.317871 Iteration 6Q: 3 clusters Score -91383.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -91389.585938 Penalty: 2246.317871 Iteration 7Q: 3 clusters Score -91389.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -91395.015625 Penalty: 2246.317871 Iteration 8Q: 3 clusters Score -91395.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -91402.914062 Penalty: 2246.317871 Iteration 9Q: 3 clusters Score -91402.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -91407.796875 Penalty: 2246.317871 Iteration 10Q: 3 clusters Score -91407.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -91409.929688 Penalty: 2246.317871 Iteration 11Q: 3 clusters Score -91409.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -91412.406250 Penalty: 2246.317871 Iteration 12Q: 3 clusters Score -91412.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -91413.390625 Penalty: 2246.317871 Iteration 13Q: 3 clusters Score -91413.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -91414.812500 Penalty: 2246.317871 Iteration 14Q: 3 clusters Score -91414.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -91415.820312 Penalty: 2246.317871 Iteration 15Q: 3 clusters Score -91415.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -91415.820312 Penalty: 2246.317871 Iteration 16F: 3 clusters Score -91415.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (916 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Entering Unmasked Estep Score: -84443.726562 Penalty: 1108.252686 Iteration 0F: 2 clusters Score -84443.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -83071.406250 Penalty: 2216.505371 Iteration 0F: 3 clusters Score -83071.41 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -83280.250000 Penalty: 2216.505371 Iteration 1F: 3 clusters Score -83280.25 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -83338.617188 Penalty: 2216.505371 Iteration 2F: 3 clusters Score -83338.62 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -83368.468750 Penalty: 2216.505371 Iteration 3Q: 3 clusters Score -83368.47 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -83377.812500 Penalty: 2216.505371 Iteration 4Q: 3 clusters Score -83377.81 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -83390.195312 Penalty: 2216.505371 Iteration 5Q: 3 clusters Score -83390.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -83397.726562 Penalty: 2216.505371 Iteration 6Q: 3 clusters Score -83397.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -83401.265625 Penalty: 2216.505371 Iteration 7Q: 3 clusters Score -83401.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -83404.828125 Penalty: 2216.505371 Iteration 8Q: 3 clusters Score -83404.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -83405.476562 Penalty: 2216.505371 Iteration 9Q: 3 clusters Score -83405.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -83405.812500 Penalty: 2216.505371 Iteration 10Q: 3 clusters Score -83405.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -83405.812500 Penalty: 2216.505371 Iteration 11F: 3 clusters Score -83405.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1030 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Entering Unmasked Estep Score: -96195.875000 Penalty: 1127.313477 Iteration 0F: 2 clusters Score -96195.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -94718.140625 Penalty: 2254.626953 Iteration 0F: 3 clusters Score -94718.14 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -94967.492188 Penalty: 2254.626953 Iteration 1F: 3 clusters Score -94967.49 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -95035.273438 Penalty: 2254.626953 Iteration 2F: 3 clusters Score -95035.27 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -95083.609375 Penalty: 2254.626953 Iteration 3Q: 3 clusters Score -95083.61 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -95107.851562 Penalty: 2254.626953 Iteration 4Q: 3 clusters Score -95107.85 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -95119.226562 Penalty: 2254.626953 Iteration 5Q: 3 clusters Score -95119.23 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -95126.789062 Penalty: 2254.626953 Iteration 6Q: 3 clusters Score -95126.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -95130.414062 Penalty: 2254.626953 Iteration 7Q: 3 clusters Score -95130.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -95133.992188 Penalty: 2254.626953 Iteration 8Q: 3 clusters Score -95133.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -95138.289062 Penalty: 2254.626953 Iteration 9Q: 3 clusters Score -95138.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -95141.875000 Penalty: 2254.626953 Iteration 10Q: 3 clusters Score -95141.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -95141.875000 Penalty: 2254.626953 Iteration 11F: 3 clusters Score -95141.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (4225 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Entering Unmasked Estep Score: -394449.500000 Penalty: 1356.675903 Iteration 0F: 2 clusters Score -394449.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -390995.250000 Penalty: 2713.351807 Iteration 0F: 3 clusters Score -390995.2 nChanged 1651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -391853.625000 Penalty: 2713.351807 Iteration 1F: 3 clusters Score -391853.6 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -392027.281250 Penalty: 2713.351807 Iteration 2F: 3 clusters Score -392027.3 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -392164.812500 Penalty: 2713.351807 Iteration 3F: 3 clusters Score -392164.8 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -392284.875000 Penalty: 2713.351807 Iteration 4Q: 3 clusters Score -392284.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -392416.656250 Penalty: 2713.351807 Iteration 5Q: 3 clusters Score -392416.7 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -392557.343750 Penalty: 2713.351807 Iteration 6Q: 3 clusters Score -392557.3 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -392700.718750 Penalty: 2713.351807 Iteration 7Q: 3 clusters Score -392700.7 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -392833.031250 Penalty: 2713.351807 Iteration 8Q: 3 clusters Score -392833 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -392975.656250 Penalty: 2713.351807 Iteration 9Q: 3 clusters Score -392975.7 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -393095.968750 Penalty: 2713.351807 Iteration 10Q: 3 clusters Score -393096 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -393196.875000 Penalty: 2713.351807 Iteration 11Q: 3 clusters Score -393196.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -393278.500000 Penalty: 2713.351807 Iteration 12Q: 3 clusters Score -393278.5 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -393338.656250 Penalty: 2713.351807 Iteration 13Q: 3 clusters Score -393338.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -393389.531250 Penalty: 2713.351807 Iteration 14Q: 3 clusters Score -393389.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -393420.718750 Penalty: 2713.351807 Iteration 15Q: 3 clusters Score -393420.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -393444.125000 Penalty: 2713.351807 Iteration 16Q: 3 clusters Score -393444.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -393460.187500 Penalty: 2713.351807 Iteration 17Q: 3 clusters Score -393460.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -393472.437500 Penalty: 2713.351807 Iteration 18Q: 3 clusters Score -393472.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -393478.343750 Penalty: 2713.351807 Iteration 19Q: 3 clusters Score -393478.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -393481.468750 Penalty: 2713.351807 Iteration 20F: 3 clusters Score -393481.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -393485.875000 Penalty: 2713.351807 Iteration 21Q: 3 clusters Score -393485.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -393488.000000 Penalty: 2713.351807 Iteration 22Q: 3 clusters Score -393488 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -393489.687500 Penalty: 2713.351807 Iteration 23Q: 3 clusters Score -393489.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -393491.718750 Penalty: 2713.351807 Iteration 24Q: 3 clusters Score -393491.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -393494.218750 Penalty: 2713.351807 Iteration 25Q: 3 clusters Score -393494.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -393495.375000 Penalty: 2713.351807 Iteration 26Q: 3 clusters Score -393495.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -393495.687500 Penalty: 2713.351807 Iteration 27Q: 3 clusters Score -393495.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -393497.656250 Penalty: 2713.351807 Iteration 28Q: 3 clusters Score -393497.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -393500.812500 Penalty: 2713.351807 Iteration 29Q: 3 clusters Score -393500.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -393502.812500 Penalty: 2713.351807 Iteration 30Q: 3 clusters Score -393502.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -393505.656250 Penalty: 2713.351807 Iteration 31Q: 3 clusters Score -393505.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -393508.687500 Penalty: 2713.351807 Iteration 32Q: 3 clusters Score -393508.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -393509.875000 Penalty: 2713.351807 Iteration 33Q: 3 clusters Score -393509.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -393511.937500 Penalty: 2713.351807 Iteration 34Q: 3 clusters Score -393511.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -393513.875000 Penalty: 2713.351807 Iteration 35Q: 3 clusters Score -393513.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -393516.062500 Penalty: 2713.351807 Iteration 36Q: 3 clusters Score -393516.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -393517.593750 Penalty: 2713.351807 Iteration 37Q: 3 clusters Score -393517.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -393519.656250 Penalty: 2713.351807 Iteration 38Q: 3 clusters Score -393519.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -393521.531250 Penalty: 2713.351807 Iteration 39Q: 3 clusters Score -393521.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -393521.218750 Penalty: 2713.351807 Iteration 40F: 3 clusters Score -393521.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -393521.593750 Penalty: 2713.351807 Iteration 41Q: 3 clusters Score -393521.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -393522.000000 Penalty: 2713.351807 Iteration 42Q: 3 clusters Score -393522 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -393523.031250 Penalty: 2713.351807 Iteration 43Q: 3 clusters Score -393523 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -393525.125000 Penalty: 2713.351807 Iteration 44Q: 3 clusters Score -393525.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -393527.343750 Penalty: 2713.351807 Iteration 45Q: 3 clusters Score -393527.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -393529.281250 Penalty: 2713.351807 Iteration 46Q: 3 clusters Score -393529.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -393530.375000 Penalty: 2713.351807 Iteration 47Q: 3 clusters Score -393530.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -393530.531250 Penalty: 2713.351807 Iteration 48Q: 3 clusters Score -393530.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -393534.781250 Penalty: 2713.351807 Iteration 49Q: 3 clusters Score -393534.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -393535.500000 Penalty: 2713.351807 Iteration 50Q: 3 clusters Score -393535.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -393537.500000 Penalty: 2713.351807 Iteration 51Q: 3 clusters Score -393537.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -393538.187500 Penalty: 2713.351807 Iteration 52Q: 3 clusters Score -393538.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -393538.125000 Penalty: 2713.351807 Iteration 53Q: 3 clusters Score -393538.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -393538.125000 Penalty: 2713.351807 Iteration 54F: 3 clusters Score -393538.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (16952 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16952 members Entering Unmasked Estep Score: -1647891.875000 Penalty: 1582.447876 Iteration 0F: 2 clusters Score -1647892 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8412 members Mstep: Class 2 contains 8540 members Entering Unmasked Estep Score: -1636270.875000 Penalty: 3164.895752 Iteration 0F: 3 clusters Score -1636271 nChanged 7483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7943 members Mstep: Class 2 contains 9009 members Entering Unmasked Estep Score: -1640311.875000 Penalty: 3164.895752 Iteration 1F: 3 clusters Score -1640312 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7656 members Mstep: Class 2 contains 9296 members Entering Unmasked Estep Score: -1640600.375000 Penalty: 3164.895752 Iteration 2Q: 3 clusters Score -1640600 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7275 members Mstep: Class 2 contains 9677 members Entering Unmasked Estep Score: -1640909.000000 Penalty: 3164.895752 Iteration 3Q: 3 clusters Score -1640909 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6759 members Mstep: Class 2 contains 10193 members Entering Unmasked Estep Score: -1641280.375000 Penalty: 3164.895752 Iteration 4Q: 3 clusters Score -1641280 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6074 members Mstep: Class 2 contains 10878 members Entering Unmasked Estep Score: -1641750.000000 Penalty: 3164.895752 Iteration 5F: 3 clusters Score -1641750 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5169 members Mstep: Class 2 contains 11783 members Entering Unmasked Estep Score: -1642387.500000 Penalty: 3164.895752 Iteration 6F: 3 clusters Score -1642388 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 12813 members Entering Unmasked Estep Score: -1643213.750000 Penalty: 3164.895752 Iteration 7F: 3 clusters Score -1643214 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 13885 members Entering Unmasked Estep Score: -1644192.875000 Penalty: 3164.895752 Iteration 8F: 3 clusters Score -1644193 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 14831 members Entering Unmasked Estep Score: -1645074.125000 Penalty: 3164.895752 Iteration 9F: 3 clusters Score -1645074 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 15523 members Entering Unmasked Estep Score: -1645709.250000 Penalty: 3164.895752 Iteration 10Q: 3 clusters Score -1645709 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 15949 members Entering Unmasked Estep Score: -1646102.000000 Penalty: 3164.895752 Iteration 11Q: 3 clusters Score -1646102 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 16180 members Entering Unmasked Estep Score: -1646325.625000 Penalty: 3164.895752 Iteration 12Q: 3 clusters Score -1646326 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 16309 members Entering Unmasked Estep Score: -1646455.500000 Penalty: 3164.895752 Iteration 13Q: 3 clusters Score -1646456 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 16379 members Entering Unmasked Estep Score: -1646548.750000 Penalty: 3164.895752 Iteration 14Q: 3 clusters Score -1646549 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 16429 members Entering Unmasked Estep Score: -1646607.625000 Penalty: 3164.895752 Iteration 15Q: 3 clusters Score -1646608 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 16461 members Entering Unmasked Estep Score: -1646659.375000 Penalty: 3164.895752 Iteration 16Q: 3 clusters Score -1646659 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 16483 members Entering Unmasked Estep Score: -1646698.750000 Penalty: 3164.895752 Iteration 17Q: 3 clusters Score -1646699 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 16509 members Entering Unmasked Estep Score: -1646730.625000 Penalty: 3164.895752 Iteration 18Q: 3 clusters Score -1646731 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 16526 members Entering Unmasked Estep Score: -1646754.000000 Penalty: 3164.895752 Iteration 19Q: 3 clusters Score -1646754 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 16540 members Entering Unmasked Estep Score: -1646766.125000 Penalty: 3164.895752 Iteration 20F: 3 clusters Score -1646766 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 16545 members Entering Unmasked Estep Score: -1646772.125000 Penalty: 3164.895752 Iteration 21Q: 3 clusters Score -1646772 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 16547 members Entering Unmasked Estep Score: -1646773.875000 Penalty: 3164.895752 Iteration 22Q: 3 clusters Score -1646774 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 16548 members Entering Unmasked Estep Score: -1646776.625000 Penalty: 3164.895752 Iteration 23Q: 3 clusters Score -1646777 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 16549 members Entering Unmasked Estep Score: -1646779.000000 Penalty: 3164.895752 Iteration 24Q: 3 clusters Score -1646779 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 16550 members Entering Unmasked Estep Score: -1646779.125000 Penalty: 3164.895752 Iteration 25Q: 3 clusters Score -1646779 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 16551 members Entering Unmasked Estep Score: -1646779.500000 Penalty: 3164.895752 Iteration 26Q: 3 clusters Score -1646780 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 16551 members Entering Unmasked Estep Score: -1646779.500000 Penalty: 3164.895752 Iteration 27F: 3 clusters Score -1646780 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (5627 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5627 members Entering Unmasked Estep Score: -533812.750000 Penalty: 1403.241455 Iteration 0F: 2 clusters Score -533812.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -529426.625000 Penalty: 2806.482910 Iteration 0F: 3 clusters Score -529426.6 nChanged 2289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -530654.750000 Penalty: 2806.482910 Iteration 1F: 3 clusters Score -530654.8 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -530926.062500 Penalty: 2806.482910 Iteration 2F: 3 clusters Score -530926.1 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -531140.187500 Penalty: 2806.482910 Iteration 3F: 3 clusters Score -531140.2 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -531309.500000 Penalty: 2806.482910 Iteration 4F: 3 clusters Score -531309.5 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -531434.375000 Penalty: 2806.482910 Iteration 5Q: 3 clusters Score -531434.4 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -531551.312500 Penalty: 2806.482910 Iteration 6Q: 3 clusters Score -531551.3 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -531660.625000 Penalty: 2806.482910 Iteration 7Q: 3 clusters Score -531660.6 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -531804.312500 Penalty: 2806.482910 Iteration 8Q: 3 clusters Score -531804.3 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -531947.875000 Penalty: 2806.482910 Iteration 9Q: 3 clusters Score -531947.9 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -532101.125000 Penalty: 2806.482910 Iteration 10Q: 3 clusters Score -532101.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -532273.312500 Penalty: 2806.482910 Iteration 11Q: 3 clusters Score -532273.3 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -532462.250000 Penalty: 2806.482910 Iteration 12Q: 3 clusters Score -532462.2 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -532655.687500 Penalty: 2806.482910 Iteration 13Q: 3 clusters Score -532655.7 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -532888.250000 Penalty: 2806.482910 Iteration 14Q: 3 clusters Score -532888.2 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -533125.375000 Penalty: 2806.482910 Iteration 15Q: 3 clusters Score -533125.4 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -533303.750000 Penalty: 2806.482910 Iteration 16Q: 3 clusters Score -533303.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -533419.562500 Penalty: 2806.482910 Iteration 17Q: 3 clusters Score -533419.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -533494.812500 Penalty: 2806.482910 Iteration 18Q: 3 clusters Score -533494.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -533545.500000 Penalty: 2806.482910 Iteration 19Q: 3 clusters Score -533545.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -533581.312500 Penalty: 2806.482910 Iteration 20F: 3 clusters Score -533581.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -533604.062500 Penalty: 2806.482910 Iteration 21Q: 3 clusters Score -533604.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -533612.750000 Penalty: 2806.482910 Iteration 22Q: 3 clusters Score -533612.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -533619.375000 Penalty: 2806.482910 Iteration 23Q: 3 clusters Score -533619.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -533627.500000 Penalty: 2806.482910 Iteration 24Q: 3 clusters Score -533627.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -533630.500000 Penalty: 2806.482910 Iteration 25Q: 3 clusters Score -533630.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -533634.500000 Penalty: 2806.482910 Iteration 26Q: 3 clusters Score -533634.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -533634.750000 Penalty: 2806.482910 Iteration 27Q: 3 clusters Score -533634.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -533635.375000 Penalty: 2806.482910 Iteration 28Q: 3 clusters Score -533635.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -533635.125000 Penalty: 2806.482910 Iteration 29Q: 3 clusters Score -533635.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -533634.875000 Penalty: 2806.482910 Iteration 30Q: 3 clusters Score -533634.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -533637.062500 Penalty: 2806.482910 Iteration 31Q: 3 clusters Score -533637.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -533636.250000 Penalty: 2806.482910 Iteration 32Q: 3 clusters Score -533636.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -533637.625000 Penalty: 2806.482910 Iteration 33Q: 3 clusters Score -533637.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -533637.500000 Penalty: 2806.482910 Iteration 34Q: 3 clusters Score -533637.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -533638.000000 Penalty: 2806.482910 Iteration 35Q: 3 clusters Score -533638 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -533637.875000 Penalty: 2806.482910 Iteration 36Q: 3 clusters Score -533637.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -533638.875000 Penalty: 2806.482910 Iteration 37Q: 3 clusters Score -533638.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -533639.812500 Penalty: 2806.482910 Iteration 38Q: 3 clusters Score -533639.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -533640.875000 Penalty: 2806.482910 Iteration 39Q: 3 clusters Score -533640.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -533640.312500 Penalty: 2806.482910 Iteration 40F: 3 clusters Score -533640.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (6393 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6393 members Entering Unmasked Estep Score: -587828.500000 Penalty: 1423.980713 Iteration 0F: 2 clusters Score -587828.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -582953.125000 Penalty: 2847.961426 Iteration 0F: 3 clusters Score -582953.1 nChanged 2651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -584532.125000 Penalty: 2847.961426 Iteration 1F: 3 clusters Score -584532.1 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -584794.312500 Penalty: 2847.961426 Iteration 2F: 3 clusters Score -584794.3 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3496 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -585008.500000 Penalty: 2847.961426 Iteration 3F: 3 clusters Score -585008.5 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -585223.500000 Penalty: 2847.961426 Iteration 4F: 3 clusters Score -585223.5 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -585447.062500 Penalty: 2847.961426 Iteration 5F: 3 clusters Score -585447.1 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -585649.000000 Penalty: 2847.961426 Iteration 6Q: 3 clusters Score -585649 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -585872.812500 Penalty: 2847.961426 Iteration 7Q: 3 clusters Score -585872.8 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -586059.687500 Penalty: 2847.961426 Iteration 8Q: 3 clusters Score -586059.7 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -586227.312500 Penalty: 2847.961426 Iteration 9Q: 3 clusters Score -586227.3 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4653 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -586345.125000 Penalty: 2847.961426 Iteration 10Q: 3 clusters Score -586345.1 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -586449.812500 Penalty: 2847.961426 Iteration 11Q: 3 clusters Score -586449.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -586534.312500 Penalty: 2847.961426 Iteration 12Q: 3 clusters Score -586534.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -586589.250000 Penalty: 2847.961426 Iteration 13Q: 3 clusters Score -586589.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5092 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -586647.500000 Penalty: 2847.961426 Iteration 14Q: 3 clusters Score -586647.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5157 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -586680.625000 Penalty: 2847.961426 Iteration 15Q: 3 clusters Score -586680.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5210 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -586704.312500 Penalty: 2847.961426 Iteration 16Q: 3 clusters Score -586704.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5253 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -586725.750000 Penalty: 2847.961426 Iteration 17Q: 3 clusters Score -586725.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5297 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -586743.687500 Penalty: 2847.961426 Iteration 18Q: 3 clusters Score -586743.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -586759.375000 Penalty: 2847.961426 Iteration 19Q: 3 clusters Score -586759.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5368 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -586772.875000 Penalty: 2847.961426 Iteration 20F: 3 clusters Score -586772.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5391 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -586785.687500 Penalty: 2847.961426 Iteration 21Q: 3 clusters Score -586785.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -586797.437500 Penalty: 2847.961426 Iteration 22Q: 3 clusters Score -586797.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5449 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -586807.625000 Penalty: 2847.961426 Iteration 23Q: 3 clusters Score -586807.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -586816.187500 Penalty: 2847.961426 Iteration 24Q: 3 clusters Score -586816.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -586820.937500 Penalty: 2847.961426 Iteration 25Q: 3 clusters Score -586820.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5496 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -586823.375000 Penalty: 2847.961426 Iteration 26Q: 3 clusters Score -586823.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5502 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -586822.625000 Penalty: 2847.961426 Iteration 27Q: 3 clusters Score -586822.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5513 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -586825.687500 Penalty: 2847.961426 Iteration 28Q: 3 clusters Score -586825.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5519 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -586828.062500 Penalty: 2847.961426 Iteration 29Q: 3 clusters Score -586828.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5531 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -586830.812500 Penalty: 2847.961426 Iteration 30Q: 3 clusters Score -586830.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5538 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -586832.437500 Penalty: 2847.961426 Iteration 31Q: 3 clusters Score -586832.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5543 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -586834.062500 Penalty: 2847.961426 Iteration 32Q: 3 clusters Score -586834.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5550 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -586836.812500 Penalty: 2847.961426 Iteration 33Q: 3 clusters Score -586836.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5557 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -586839.187500 Penalty: 2847.961426 Iteration 34Q: 3 clusters Score -586839.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5565 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -586843.250000 Penalty: 2847.961426 Iteration 35Q: 3 clusters Score -586843.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -586846.375000 Penalty: 2847.961426 Iteration 36Q: 3 clusters Score -586846.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5577 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -586848.625000 Penalty: 2847.961426 Iteration 37Q: 3 clusters Score -586848.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -586851.687500 Penalty: 2847.961426 Iteration 38Q: 3 clusters Score -586851.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -586854.687500 Penalty: 2847.961426 Iteration 39Q: 3 clusters Score -586854.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5595 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -586854.312500 Penalty: 2847.961426 Iteration 40F: 3 clusters Score -586854.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5594 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -586854.500000 Penalty: 2847.961426 Iteration 41Q: 3 clusters Score -586854.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5594 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -586854.500000 Penalty: 2847.961426 Iteration 42F: 3 clusters Score -586854.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (2834 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Entering Unmasked Estep Score: -270377.500000 Penalty: 1291.784668 Iteration 0F: 2 clusters Score -270377.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -267758.718750 Penalty: 2583.569336 Iteration 0F: 3 clusters Score -267758.7 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -268376.968750 Penalty: 2583.569336 Iteration 1F: 3 clusters Score -268377 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -268507.125000 Penalty: 2583.569336 Iteration 2F: 3 clusters Score -268507.1 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -268605.250000 Penalty: 2583.569336 Iteration 3F: 3 clusters Score -268605.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -268675.250000 Penalty: 2583.569336 Iteration 4Q: 3 clusters Score -268675.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -268745.156250 Penalty: 2583.569336 Iteration 5Q: 3 clusters Score -268745.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -268800.812500 Penalty: 2583.569336 Iteration 6Q: 3 clusters Score -268800.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -268849.406250 Penalty: 2583.569336 Iteration 7Q: 3 clusters Score -268849.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -268898.031250 Penalty: 2583.569336 Iteration 8Q: 3 clusters Score -268898 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -268937.031250 Penalty: 2583.569336 Iteration 9Q: 3 clusters Score -268937 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -268977.375000 Penalty: 2583.569336 Iteration 10Q: 3 clusters Score -268977.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -269018.781250 Penalty: 2583.569336 Iteration 11Q: 3 clusters Score -269018.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -269067.437500 Penalty: 2583.569336 Iteration 12Q: 3 clusters Score -269067.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -269122.437500 Penalty: 2583.569336 Iteration 13Q: 3 clusters Score -269122.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -269167.187500 Penalty: 2583.569336 Iteration 14Q: 3 clusters Score -269167.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -269210.625000 Penalty: 2583.569336 Iteration 15Q: 3 clusters Score -269210.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -269247.968750 Penalty: 2583.569336 Iteration 16Q: 3 clusters Score -269248 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -269276.968750 Penalty: 2583.569336 Iteration 17Q: 3 clusters Score -269277 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -269303.343750 Penalty: 2583.569336 Iteration 18Q: 3 clusters Score -269303.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -269339.843750 Penalty: 2583.569336 Iteration 19Q: 3 clusters Score -269339.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -269371.750000 Penalty: 2583.569336 Iteration 20F: 3 clusters Score -269371.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -269395.750000 Penalty: 2583.569336 Iteration 21Q: 3 clusters Score -269395.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -269420.031250 Penalty: 2583.569336 Iteration 22Q: 3 clusters Score -269420 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -269434.968750 Penalty: 2583.569336 Iteration 23Q: 3 clusters Score -269435 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -269446.187500 Penalty: 2583.569336 Iteration 24Q: 3 clusters Score -269446.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -269453.656250 Penalty: 2583.569336 Iteration 25Q: 3 clusters Score -269453.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -269462.531250 Penalty: 2583.569336 Iteration 26Q: 3 clusters Score -269462.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -269468.906250 Penalty: 2583.569336 Iteration 27Q: 3 clusters Score -269468.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -269473.125000 Penalty: 2583.569336 Iteration 28Q: 3 clusters Score -269473.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -269477.312500 Penalty: 2583.569336 Iteration 29Q: 3 clusters Score -269477.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -269483.968750 Penalty: 2583.569336 Iteration 30Q: 3 clusters Score -269484 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -269486.531250 Penalty: 2583.569336 Iteration 31Q: 3 clusters Score -269486.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -269488.250000 Penalty: 2583.569336 Iteration 32Q: 3 clusters Score -269488.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -269488.812500 Penalty: 2583.569336 Iteration 33Q: 3 clusters Score -269488.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -269489.656250 Penalty: 2583.569336 Iteration 34Q: 3 clusters Score -269489.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -269489.656250 Penalty: 2583.569336 Iteration 35F: 3 clusters Score -269489.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 2799 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16418 members Mstep: Class 5 contains 1026 members Mstep: Class 6 contains 963 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2841 members Mstep: Class 10 contains 313 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 14840 members Mstep: Class 16 contains 980 members Mstep: Class 17 contains 1424 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 916 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16952 members Mstep: Class 23 contains 5627 members Mstep: Class 24 contains 6393 members Mstep: Class 25 contains 2834 members Entering Unmasked Estep ConsiderDeletion Score: -8398584.000000 Penalty: 48285.320312 Iteration 79Q: 27 clusters Score -8398584 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2799 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16418 members Mstep: Class 5 contains 1026 members Mstep: Class 6 contains 966 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2842 members Mstep: Class 10 contains 313 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 15039 members Mstep: Class 16 contains 996 members Mstep: Class 17 contains 1425 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 916 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16952 members Mstep: Class 23 contains 5628 members Mstep: Class 24 contains 6391 members Mstep: Class 25 contains 2834 members Mstep: Class 26 contains 2599 members Entering Unmasked Estep ConsiderDeletion Score: -8398867.000000 Penalty: 48285.320312 Iteration 80F: 27 clusters Score -8398867 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2799 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16418 members Mstep: Class 5 contains 1026 members Mstep: Class 6 contains 938 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2842 members Mstep: Class 10 contains 316 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 15069 members Mstep: Class 16 contains 986 members Mstep: Class 17 contains 1424 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 913 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16954 members Mstep: Class 23 contains 5628 members Mstep: Class 24 contains 6390 members Mstep: Class 25 contains 2834 members Mstep: Class 26 contains 2607 members Entering Unmasked Estep ConsiderDeletion Score: -8399031.000000 Penalty: 48285.320312 Iteration 81Q: 27 clusters Score -8399031 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2799 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16417 members Mstep: Class 5 contains 1027 members Mstep: Class 6 contains 926 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2842 members Mstep: Class 10 contains 317 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 15079 members Mstep: Class 16 contains 983 members Mstep: Class 17 contains 1425 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16954 members Mstep: Class 23 contains 5626 members Mstep: Class 24 contains 6389 members Mstep: Class 25 contains 2834 members Mstep: Class 26 contains 2612 members Entering Unmasked Estep ConsiderDeletion Score: -8399101.000000 Penalty: 48285.320312 Iteration 82Q: 27 clusters Score -8399101 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2800 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16416 members Mstep: Class 5 contains 1028 members Mstep: Class 6 contains 919 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2842 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 15077 members Mstep: Class 16 contains 980 members Mstep: Class 17 contains 1426 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16954 members Mstep: Class 23 contains 5623 members Mstep: Class 24 contains 6388 members Mstep: Class 25 contains 2834 members Mstep: Class 26 contains 2623 members Entering Unmasked Estep ConsiderDeletion Score: -8399157.000000 Penalty: 48285.320312 Iteration 83Q: 27 clusters Score -8399157 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2800 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16416 members Mstep: Class 5 contains 1028 members Mstep: Class 6 contains 909 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2842 members Mstep: Class 10 contains 322 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 15054 members Mstep: Class 16 contains 978 members Mstep: Class 17 contains 1427 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 917 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16953 members Mstep: Class 23 contains 5618 members Mstep: Class 24 contains 6388 members Mstep: Class 25 contains 2834 members Mstep: Class 26 contains 2658 members Entering Unmasked Estep ConsiderDeletion Score: -8399170.000000 Penalty: 48285.320312 Iteration 84Q: 27 clusters Score -8399170 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2800 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16416 members Mstep: Class 5 contains 1028 members Mstep: Class 6 contains 906 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2842 members Mstep: Class 10 contains 322 members Mstep: Class 11 contains 1116 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 15036 members Mstep: Class 16 contains 974 members Mstep: Class 17 contains 1429 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 915 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16952 members Mstep: Class 23 contains 5617 members Mstep: Class 24 contains 6387 members Mstep: Class 25 contains 2834 members Mstep: Class 26 contains 2687 members Entering Unmasked Estep ConsiderDeletion Score: -8399214.000000 Penalty: 48285.320312 Iteration 85Q: 27 clusters Score -8399214 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2800 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16415 members Mstep: Class 5 contains 1028 members Mstep: Class 6 contains 904 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2842 members Mstep: Class 10 contains 322 members Mstep: Class 11 contains 1116 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 15029 members Mstep: Class 16 contains 969 members Mstep: Class 17 contains 1430 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 909 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16952 members Mstep: Class 23 contains 5616 members Mstep: Class 24 contains 6388 members Mstep: Class 25 contains 2834 members Mstep: Class 26 contains 2707 members Entering Unmasked Estep ConsiderDeletion Score: -8399220.000000 Penalty: 48285.320312 Iteration 86Q: 27 clusters Score -8399220 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2800 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16415 members Mstep: Class 5 contains 1028 members Mstep: Class 6 contains 899 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2842 members Mstep: Class 10 contains 322 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 15014 members Mstep: Class 16 contains 966 members Mstep: Class 17 contains 1430 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16952 members Mstep: Class 23 contains 5611 members Mstep: Class 24 contains 6388 members Mstep: Class 25 contains 2834 members Mstep: Class 26 contains 2729 members Entering Unmasked Estep ConsiderDeletion Score: -8399245.000000 Penalty: 48285.320312 Iteration 87Q: 27 clusters Score -8399245 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2800 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16414 members Mstep: Class 5 contains 1028 members Mstep: Class 6 contains 895 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2842 members Mstep: Class 10 contains 322 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 15008 members Mstep: Class 16 contains 963 members Mstep: Class 17 contains 1430 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16952 members Mstep: Class 23 contains 5610 members Mstep: Class 24 contains 6389 members Mstep: Class 25 contains 2834 members Mstep: Class 26 contains 2743 members Entering Unmasked Estep ConsiderDeletion Score: -8399245.000000 Penalty: 48285.320312 Iteration 88Q: 27 clusters Score -8399245 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2800 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16414 members Mstep: Class 5 contains 1028 members Mstep: Class 6 contains 894 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2842 members Mstep: Class 10 contains 322 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 15002 members Mstep: Class 16 contains 962 members Mstep: Class 17 contains 1430 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 913 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16952 members Mstep: Class 23 contains 5610 members Mstep: Class 24 contains 6388 members Mstep: Class 25 contains 2834 members Mstep: Class 26 contains 2753 members Entering Unmasked Estep ConsiderDeletion Score: -8399261.000000 Penalty: 48285.320312 Iteration 89Q: 27 clusters Score -8399261 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2800 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16414 members Mstep: Class 5 contains 1028 members Mstep: Class 6 contains 894 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2842 members Mstep: Class 10 contains 322 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 15004 members Mstep: Class 16 contains 960 members Mstep: Class 17 contains 1430 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 912 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16952 members Mstep: Class 23 contains 5610 members Mstep: Class 24 contains 6387 members Mstep: Class 25 contains 2834 members Mstep: Class 26 contains 2755 members Entering Unmasked Estep ConsiderDeletion Score: -8399251.000000 Penalty: 48285.320312 Iteration 90Q: 27 clusters Score -8399251 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2800 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16414 members Mstep: Class 5 contains 1028 members Mstep: Class 6 contains 894 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2842 members Mstep: Class 10 contains 322 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 15007 members Mstep: Class 16 contains 959 members Mstep: Class 17 contains 1430 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 913 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16952 members Mstep: Class 23 contains 5609 members Mstep: Class 24 contains 6387 members Mstep: Class 25 contains 2834 members Mstep: Class 26 contains 2753 members Entering Unmasked Estep ConsiderDeletion Score: -8399254.000000 Penalty: 48285.320312 Iteration 91Q: 27 clusters Score -8399254 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2800 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16414 members Mstep: Class 5 contains 1027 members Mstep: Class 6 contains 893 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2842 members Mstep: Class 10 contains 322 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 15010 members Mstep: Class 16 contains 957 members Mstep: Class 17 contains 1430 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 912 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16952 members Mstep: Class 23 contains 5608 members Mstep: Class 24 contains 6387 members Mstep: Class 25 contains 2834 members Mstep: Class 26 contains 2756 members Entering Unmasked Estep ConsiderDeletion Score: -8399253.000000 Penalty: 48285.320312 Iteration 92Q: 27 clusters Score -8399253 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2800 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16414 members Mstep: Class 5 contains 1027 members Mstep: Class 6 contains 892 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2842 members Mstep: Class 10 contains 322 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 15016 members Mstep: Class 16 contains 954 members Mstep: Class 17 contains 1430 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 910 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16952 members Mstep: Class 23 contains 5607 members Mstep: Class 24 contains 6387 members Mstep: Class 25 contains 2834 members Mstep: Class 26 contains 2757 members Entering Unmasked Estep ConsiderDeletion Score: -8399264.000000 Penalty: 48285.320312 Iteration 93Q: 27 clusters Score -8399264 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2800 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16414 members Mstep: Class 5 contains 1027 members Mstep: Class 6 contains 891 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2842 members Mstep: Class 10 contains 322 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 15015 members Mstep: Class 16 contains 953 members Mstep: Class 17 contains 1430 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 910 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16952 members Mstep: Class 23 contains 5607 members Mstep: Class 24 contains 6387 members Mstep: Class 25 contains 2834 members Mstep: Class 26 contains 2760 members Entering Unmasked Estep ConsiderDeletion Score: -8399260.000000 Penalty: 48285.320312 Iteration 94Q: 27 clusters Score -8399260 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2800 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16414 members Mstep: Class 5 contains 1027 members Mstep: Class 6 contains 891 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2842 members Mstep: Class 10 contains 322 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 15012 members Mstep: Class 16 contains 953 members Mstep: Class 17 contains 1430 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 911 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16952 members Mstep: Class 23 contains 5607 members Mstep: Class 24 contains 6387 members Mstep: Class 25 contains 2834 members Mstep: Class 26 contains 2762 members Entering Unmasked Estep ConsiderDeletion Score: -8399260.000000 Penalty: 48285.320312 Iteration 95Q: 27 clusters Score -8399260 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2800 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16414 members Mstep: Class 5 contains 1027 members Mstep: Class 6 contains 891 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2842 members Mstep: Class 10 contains 322 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 15015 members Mstep: Class 16 contains 953 members Mstep: Class 17 contains 1430 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 908 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16952 members Mstep: Class 23 contains 5607 members Mstep: Class 24 contains 6387 members Mstep: Class 25 contains 2834 members Mstep: Class 26 contains 2762 members Entering Unmasked Estep ConsiderDeletion Score: -8399264.000000 Penalty: 48285.320312 Iteration 96Q: 27 clusters Score -8399264 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2800 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16414 members Mstep: Class 5 contains 1027 members Mstep: Class 6 contains 891 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2842 members Mstep: Class 10 contains 322 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 15016 members Mstep: Class 16 contains 953 members Mstep: Class 17 contains 1430 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 907 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16952 members Mstep: Class 23 contains 5607 members Mstep: Class 24 contains 6387 members Mstep: Class 25 contains 2834 members Mstep: Class 26 contains 2762 members Entering Unmasked Estep ConsiderDeletion Score: -8399262.000000 Penalty: 48285.320312 Iteration 97Q: 27 clusters Score -8399262 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2800 members Mstep: Class 3 contains 528 members Mstep: Class 4 contains 16414 members Mstep: Class 5 contains 1027 members Mstep: Class 6 contains 891 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1670 members Mstep: Class 9 contains 2842 members Mstep: Class 10 contains 322 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 615 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 2206 members Mstep: Class 15 contains 15016 members Mstep: Class 16 contains 953 members Mstep: Class 17 contains 1430 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 907 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 4225 members Mstep: Class 22 contains 16952 members Mstep: Class 23 contains 5607 members Mstep: Class 24 contains 6387 members Mstep: Class 25 contains 2834 members Mstep: Class 26 contains 2762 members Entering Unmasked Estep ConsiderDeletion Score: -8399262.000000 Penalty: 48285.320312 Iteration 98F: 27 clusters Score -8399262 nChanged 0 Entering ConstructFrom: Score: -8399262.000000 Penalty: 48285.320312 Entering ConstructFrom: Trying to split cluster 1 (986 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Entering Unmasked Estep Score: -93518.843750 Penalty: 1120.219116 Iteration 0F: 2 clusters Score -93518.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -92112.921875 Penalty: 2240.438232 Iteration 0F: 3 clusters Score -92112.92 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -92372.789062 Penalty: 2240.438232 Iteration 1F: 3 clusters Score -92372.79 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -92457.273438 Penalty: 2240.438232 Iteration 2F: 3 clusters Score -92457.27 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -92516.273438 Penalty: 2240.438232 Iteration 3F: 3 clusters Score -92516.27 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -92569.890625 Penalty: 2240.438232 Iteration 4Q: 3 clusters Score -92569.89 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -92608.203125 Penalty: 2240.438232 Iteration 5Q: 3 clusters Score -92608.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -92636.382812 Penalty: 2240.438232 Iteration 6Q: 3 clusters Score -92636.38 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -92657.164062 Penalty: 2240.438232 Iteration 7Q: 3 clusters Score -92657.16 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -92675.406250 Penalty: 2240.438232 Iteration 8Q: 3 clusters Score -92675.41 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -92692.375000 Penalty: 2240.438232 Iteration 9Q: 3 clusters Score -92692.38 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -92708.265625 Penalty: 2240.438232 Iteration 10Q: 3 clusters Score -92708.27 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -92718.375000 Penalty: 2240.438232 Iteration 11Q: 3 clusters Score -92718.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -92724.835938 Penalty: 2240.438232 Iteration 12Q: 3 clusters Score -92724.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -92731.296875 Penalty: 2240.438232 Iteration 13Q: 3 clusters Score -92731.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -92738.421875 Penalty: 2240.438232 Iteration 14Q: 3 clusters Score -92738.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -92744.757812 Penalty: 2240.438232 Iteration 15Q: 3 clusters Score -92744.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -92751.539062 Penalty: 2240.438232 Iteration 16Q: 3 clusters Score -92751.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -92756.554688 Penalty: 2240.438232 Iteration 17Q: 3 clusters Score -92756.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -92763.375000 Penalty: 2240.438232 Iteration 18Q: 3 clusters Score -92763.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -92769.546875 Penalty: 2240.438232 Iteration 19Q: 3 clusters Score -92769.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -92779.406250 Penalty: 2240.438232 Iteration 20F: 3 clusters Score -92779.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -92781.117188 Penalty: 2240.438232 Iteration 21Q: 3 clusters Score -92781.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -92781.843750 Penalty: 2240.438232 Iteration 22Q: 3 clusters Score -92781.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -92781.843750 Penalty: 2240.438232 Iteration 23F: 3 clusters Score -92781.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2800 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Entering Unmasked Estep Score: -264929.593750 Penalty: 1289.823364 Iteration 0F: 2 clusters Score -264929.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -262353.468750 Penalty: 2579.646729 Iteration 0F: 3 clusters Score -262353.5 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -262904.343750 Penalty: 2579.646729 Iteration 1F: 3 clusters Score -262904.3 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -263025.562500 Penalty: 2579.646729 Iteration 2F: 3 clusters Score -263025.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -263100.093750 Penalty: 2579.646729 Iteration 3Q: 3 clusters Score -263100.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -263159.187500 Penalty: 2579.646729 Iteration 4Q: 3 clusters Score -263159.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -263205.156250 Penalty: 2579.646729 Iteration 5Q: 3 clusters Score -263205.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -263237.593750 Penalty: 2579.646729 Iteration 6Q: 3 clusters Score -263237.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -263265.968750 Penalty: 2579.646729 Iteration 7Q: 3 clusters Score -263266 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -263289.406250 Penalty: 2579.646729 Iteration 8Q: 3 clusters Score -263289.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -263308.375000 Penalty: 2579.646729 Iteration 9Q: 3 clusters Score -263308.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -263321.437500 Penalty: 2579.646729 Iteration 10Q: 3 clusters Score -263321.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -263329.468750 Penalty: 2579.646729 Iteration 11Q: 3 clusters Score -263329.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -263335.531250 Penalty: 2579.646729 Iteration 12Q: 3 clusters Score -263335.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -263343.218750 Penalty: 2579.646729 Iteration 13Q: 3 clusters Score -263343.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -263351.718750 Penalty: 2579.646729 Iteration 14Q: 3 clusters Score -263351.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -263357.500000 Penalty: 2579.646729 Iteration 15Q: 3 clusters Score -263357.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -263364.343750 Penalty: 2579.646729 Iteration 16Q: 3 clusters Score -263364.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -263370.343750 Penalty: 2579.646729 Iteration 17Q: 3 clusters Score -263370.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -263379.656250 Penalty: 2579.646729 Iteration 18Q: 3 clusters Score -263379.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -263388.625000 Penalty: 2579.646729 Iteration 19Q: 3 clusters Score -263388.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -263398.625000 Penalty: 2579.646729 Iteration 20F: 3 clusters Score -263398.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -263410.656250 Penalty: 2579.646729 Iteration 21Q: 3 clusters Score -263410.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -263426.531250 Penalty: 2579.646729 Iteration 22Q: 3 clusters Score -263426.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -263444.343750 Penalty: 2579.646729 Iteration 23Q: 3 clusters Score -263444.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -263460.343750 Penalty: 2579.646729 Iteration 24Q: 3 clusters Score -263460.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -263474.625000 Penalty: 2579.646729 Iteration 25Q: 3 clusters Score -263474.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -263487.093750 Penalty: 2579.646729 Iteration 26Q: 3 clusters Score -263487.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -263501.906250 Penalty: 2579.646729 Iteration 27Q: 3 clusters Score -263501.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -263514.187500 Penalty: 2579.646729 Iteration 28Q: 3 clusters Score -263514.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -263527.468750 Penalty: 2579.646729 Iteration 29Q: 3 clusters Score -263527.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -263540.093750 Penalty: 2579.646729 Iteration 30Q: 3 clusters Score -263540.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -263562.718750 Penalty: 2579.646729 Iteration 31Q: 3 clusters Score -263562.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -263586.843750 Penalty: 2579.646729 Iteration 32Q: 3 clusters Score -263586.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -263626.406250 Penalty: 2579.646729 Iteration 33Q: 3 clusters Score -263626.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -263673.843750 Penalty: 2579.646729 Iteration 34Q: 3 clusters Score -263673.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -263720.562500 Penalty: 2579.646729 Iteration 35Q: 3 clusters Score -263720.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -263769.125000 Penalty: 2579.646729 Iteration 36Q: 3 clusters Score -263769.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -263836.281250 Penalty: 2579.646729 Iteration 37Q: 3 clusters Score -263836.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -263908.218750 Penalty: 2579.646729 Iteration 38Q: 3 clusters Score -263908.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -263959.812500 Penalty: 2579.646729 Iteration 39Q: 3 clusters Score -263959.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -264013.593750 Penalty: 2579.646729 Iteration 40F: 3 clusters Score -264013.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -264064.156250 Penalty: 2579.646729 Iteration 41Q: 3 clusters Score -264064.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -264092.375000 Penalty: 2579.646729 Iteration 42Q: 3 clusters Score -264092.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -264120.843750 Penalty: 2579.646729 Iteration 43Q: 3 clusters Score -264120.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -264140.593750 Penalty: 2579.646729 Iteration 44Q: 3 clusters Score -264140.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -264156.312500 Penalty: 2579.646729 Iteration 45Q: 3 clusters Score -264156.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -264167.375000 Penalty: 2579.646729 Iteration 46Q: 3 clusters Score -264167.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -264175.687500 Penalty: 2579.646729 Iteration 47Q: 3 clusters Score -264175.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -264185.843750 Penalty: 2579.646729 Iteration 48Q: 3 clusters Score -264185.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -264194.531250 Penalty: 2579.646729 Iteration 49Q: 3 clusters Score -264194.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -264201.218750 Penalty: 2579.646729 Iteration 50Q: 3 clusters Score -264201.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -264211.156250 Penalty: 2579.646729 Iteration 51Q: 3 clusters Score -264211.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -264220.750000 Penalty: 2579.646729 Iteration 52Q: 3 clusters Score -264220.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -264224.875000 Penalty: 2579.646729 Iteration 53Q: 3 clusters Score -264224.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -264227.750000 Penalty: 2579.646729 Iteration 54Q: 3 clusters Score -264227.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -264230.125000 Penalty: 2579.646729 Iteration 55Q: 3 clusters Score -264230.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -264232.156250 Penalty: 2579.646729 Iteration 56Q: 3 clusters Score -264232.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -264234.062500 Penalty: 2579.646729 Iteration 57Q: 3 clusters Score -264234.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -264234.937500 Penalty: 2579.646729 Iteration 58Q: 3 clusters Score -264234.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -264235.093750 Penalty: 2579.646729 Iteration 59Q: 3 clusters Score -264235.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -264235.812500 Penalty: 2579.646729 Iteration 60F: 3 clusters Score -264235.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (528 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Entering Unmasked Estep Score: -47102.683594 Penalty: 1018.728149 Iteration 0F: 2 clusters Score -47102.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -46009.652344 Penalty: 2037.456299 Iteration 0F: 3 clusters Score -46009.65 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -46198.859375 Penalty: 2037.456299 Iteration 1F: 3 clusters Score -46198.86 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -46268.769531 Penalty: 2037.456299 Iteration 2F: 3 clusters Score -46268.77 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -46302.625000 Penalty: 2037.456299 Iteration 3Q: 3 clusters Score -46302.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -46316.906250 Penalty: 2037.456299 Iteration 4Q: 3 clusters Score -46316.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -46325.382812 Penalty: 2037.456299 Iteration 5Q: 3 clusters Score -46325.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -46341.308594 Penalty: 2037.456299 Iteration 6Q: 3 clusters Score -46341.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -46360.750000 Penalty: 2037.456299 Iteration 7Q: 3 clusters Score -46360.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -46365.441406 Penalty: 2037.456299 Iteration 8Q: 3 clusters Score -46365.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -46365.441406 Penalty: 2037.456299 Iteration 9F: 3 clusters Score -46365.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (16414 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16414 members Entering Unmasked Estep Score: -1566255.500000 Penalty: 1577.207031 Iteration 0F: 2 clusters Score -1566256 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8143 members Mstep: Class 2 contains 8271 members Entering Unmasked Estep Score: -1554973.250000 Penalty: 3154.414062 Iteration 0F: 3 clusters Score -1554973 nChanged 7319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8072 members Mstep: Class 2 contains 8342 members Entering Unmasked Estep Score: -1559249.625000 Penalty: 3154.414062 Iteration 1F: 3 clusters Score -1559250 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8206 members Mstep: Class 2 contains 8208 members Entering Unmasked Estep Score: -1560038.875000 Penalty: 3154.414062 Iteration 2F: 3 clusters Score -1560039 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8523 members Mstep: Class 2 contains 7891 members Entering Unmasked Estep Score: -1560910.375000 Penalty: 3154.414062 Iteration 3F: 3 clusters Score -1560910 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8983 members Mstep: Class 2 contains 7431 members Entering Unmasked Estep Score: -1561747.625000 Penalty: 3154.414062 Iteration 4F: 3 clusters Score -1561748 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9457 members Mstep: Class 2 contains 6957 members Entering Unmasked Estep Score: -1562462.500000 Penalty: 3154.414062 Iteration 5F: 3 clusters Score -1562462 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9901 members Mstep: Class 2 contains 6513 members Entering Unmasked Estep Score: -1563075.250000 Penalty: 3154.414062 Iteration 6F: 3 clusters Score -1563075 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10334 members Mstep: Class 2 contains 6080 members Entering Unmasked Estep Score: -1563535.375000 Penalty: 3154.414062 Iteration 7Q: 3 clusters Score -1563535 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10699 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -1563858.750000 Penalty: 3154.414062 Iteration 8Q: 3 clusters Score -1563859 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11032 members Mstep: Class 2 contains 5382 members Entering Unmasked Estep Score: -1564094.375000 Penalty: 3154.414062 Iteration 9Q: 3 clusters Score -1564094 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11334 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -1564263.750000 Penalty: 3154.414062 Iteration 10Q: 3 clusters Score -1564264 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11566 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -1564379.750000 Penalty: 3154.414062 Iteration 11Q: 3 clusters Score -1564380 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11784 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -1564485.125000 Penalty: 3154.414062 Iteration 12Q: 3 clusters Score -1564485 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12025 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -1564590.000000 Penalty: 3154.414062 Iteration 13Q: 3 clusters Score -1564590 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12251 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -1564674.000000 Penalty: 3154.414062 Iteration 14Q: 3 clusters Score -1564674 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12453 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -1564746.125000 Penalty: 3154.414062 Iteration 15Q: 3 clusters Score -1564746 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12650 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -1564805.875000 Penalty: 3154.414062 Iteration 16Q: 3 clusters Score -1564806 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12827 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -1564859.500000 Penalty: 3154.414062 Iteration 17Q: 3 clusters Score -1564860 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12970 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -1564900.625000 Penalty: 3154.414062 Iteration 18Q: 3 clusters Score -1564901 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13091 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -1564929.500000 Penalty: 3154.414062 Iteration 19Q: 3 clusters Score -1564930 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13218 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -1564957.875000 Penalty: 3154.414062 Iteration 20F: 3 clusters Score -1564958 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13345 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -1564995.375000 Penalty: 3154.414062 Iteration 21Q: 3 clusters Score -1564995 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13480 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -1565035.500000 Penalty: 3154.414062 Iteration 22Q: 3 clusters Score -1565036 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13616 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -1565077.000000 Penalty: 3154.414062 Iteration 23Q: 3 clusters Score -1565077 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13755 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -1565124.750000 Penalty: 3154.414062 Iteration 24Q: 3 clusters Score -1565125 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13885 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -1565162.875000 Penalty: 3154.414062 Iteration 25Q: 3 clusters Score -1565163 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14012 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -1565206.250000 Penalty: 3154.414062 Iteration 26Q: 3 clusters Score -1565206 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14132 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -1565233.125000 Penalty: 3154.414062 Iteration 27Q: 3 clusters Score -1565233 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14245 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -1565262.500000 Penalty: 3154.414062 Iteration 28Q: 3 clusters Score -1565262 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14331 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -1565285.750000 Penalty: 3154.414062 Iteration 29Q: 3 clusters Score -1565286 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14409 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -1565304.000000 Penalty: 3154.414062 Iteration 30Q: 3 clusters Score -1565304 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14491 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -1565330.125000 Penalty: 3154.414062 Iteration 31Q: 3 clusters Score -1565330 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14563 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -1565348.500000 Penalty: 3154.414062 Iteration 32Q: 3 clusters Score -1565348 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14624 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -1565369.750000 Penalty: 3154.414062 Iteration 33Q: 3 clusters Score -1565370 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14676 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -1565385.125000 Penalty: 3154.414062 Iteration 34Q: 3 clusters Score -1565385 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14736 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -1565402.000000 Penalty: 3154.414062 Iteration 35Q: 3 clusters Score -1565402 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14792 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -1565418.250000 Penalty: 3154.414062 Iteration 36Q: 3 clusters Score -1565418 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14835 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -1565424.750000 Penalty: 3154.414062 Iteration 37Q: 3 clusters Score -1565425 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14873 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -1565435.750000 Penalty: 3154.414062 Iteration 38Q: 3 clusters Score -1565436 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14916 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -1565453.250000 Penalty: 3154.414062 Iteration 39Q: 3 clusters Score -1565453 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14961 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -1565465.875000 Penalty: 3154.414062 Iteration 40F: 3 clusters Score -1565466 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15005 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -1565482.750000 Penalty: 3154.414062 Iteration 41Q: 3 clusters Score -1565483 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15050 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -1565498.750000 Penalty: 3154.414062 Iteration 42Q: 3 clusters Score -1565499 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15085 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -1565510.875000 Penalty: 3154.414062 Iteration 43Q: 3 clusters Score -1565511 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15114 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -1565522.750000 Penalty: 3154.414062 Iteration 44Q: 3 clusters Score -1565523 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15147 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -1565534.125000 Penalty: 3154.414062 Iteration 45Q: 3 clusters Score -1565534 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15168 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -1565536.375000 Penalty: 3154.414062 Iteration 46Q: 3 clusters Score -1565536 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15189 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -1565542.000000 Penalty: 3154.414062 Iteration 47Q: 3 clusters Score -1565542 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15201 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -1565541.500000 Penalty: 3154.414062 Iteration 48Q: 3 clusters Score -1565542 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15207 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -1565544.125000 Penalty: 3154.414062 Iteration 49Q: 3 clusters Score -1565544 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15213 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -1565549.000000 Penalty: 3154.414062 Iteration 50Q: 3 clusters Score -1565549 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15218 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -1565552.125000 Penalty: 3154.414062 Iteration 51Q: 3 clusters Score -1565552 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15223 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -1565550.750000 Penalty: 3154.414062 Iteration 52Q: 3 clusters Score -1565551 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15234 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -1565554.875000 Penalty: 3154.414062 Iteration 53Q: 3 clusters Score -1565555 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15247 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -1565555.750000 Penalty: 3154.414062 Iteration 54Q: 3 clusters Score -1565556 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15251 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -1565555.750000 Penalty: 3154.414062 Iteration 55Q: 3 clusters Score -1565556 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15260 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -1565559.000000 Penalty: 3154.414062 Iteration 56Q: 3 clusters Score -1565559 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15264 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -1565559.625000 Penalty: 3154.414062 Iteration 57Q: 3 clusters Score -1565560 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15268 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -1565559.875000 Penalty: 3154.414062 Iteration 58Q: 3 clusters Score -1565560 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15271 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -1565560.125000 Penalty: 3154.414062 Iteration 59Q: 3 clusters Score -1565560 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15279 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -1565561.250000 Penalty: 3154.414062 Iteration 60F: 3 clusters Score -1565561 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15283 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -1565562.000000 Penalty: 3154.414062 Iteration 61Q: 3 clusters Score -1565562 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15290 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -1565560.500000 Penalty: 3154.414062 Iteration 62Q: 3 clusters Score -1565560 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15290 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -1565560.500000 Penalty: 3154.414062 Iteration 63F: 3 clusters Score -1565560 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1027 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Entering Unmasked Estep Score: -93828.515625 Penalty: 1126.839600 Iteration 0F: 2 clusters Score -93828.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -92397.039062 Penalty: 2253.679199 Iteration 0F: 3 clusters Score -92397.04 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -92703.492188 Penalty: 2253.679199 Iteration 1F: 3 clusters Score -92703.49 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -92798.218750 Penalty: 2253.679199 Iteration 2F: 3 clusters Score -92798.22 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -92851.304688 Penalty: 2253.679199 Iteration 3Q: 3 clusters Score -92851.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -92883.843750 Penalty: 2253.679199 Iteration 4Q: 3 clusters Score -92883.84 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -92898.187500 Penalty: 2253.679199 Iteration 5Q: 3 clusters Score -92898.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -92903.500000 Penalty: 2253.679199 Iteration 6Q: 3 clusters Score -92903.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -92907.367188 Penalty: 2253.679199 Iteration 7Q: 3 clusters Score -92907.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -92913.031250 Penalty: 2253.679199 Iteration 8Q: 3 clusters Score -92913.03 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -92919.812500 Penalty: 2253.679199 Iteration 9Q: 3 clusters Score -92919.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -92924.015625 Penalty: 2253.679199 Iteration 10Q: 3 clusters Score -92924.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -92928.296875 Penalty: 2253.679199 Iteration 11Q: 3 clusters Score -92928.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -92932.898438 Penalty: 2253.679199 Iteration 12Q: 3 clusters Score -92932.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -92938.585938 Penalty: 2253.679199 Iteration 13Q: 3 clusters Score -92938.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -92940.179688 Penalty: 2253.679199 Iteration 14Q: 3 clusters Score -92940.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -92942.351562 Penalty: 2253.679199 Iteration 15Q: 3 clusters Score -92942.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -92943.765625 Penalty: 2253.679199 Iteration 16Q: 3 clusters Score -92943.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -92943.765625 Penalty: 2253.679199 Iteration 17F: 3 clusters Score -92943.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (891 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Entering Unmasked Estep Score: -71053.750000 Penalty: 1103.755981 Iteration 0F: 2 clusters Score -71053.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -69738.398438 Penalty: 2207.511963 Iteration 0F: 3 clusters Score -69738.4 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -70147.281250 Penalty: 2207.511963 Iteration 1F: 3 clusters Score -70147.28 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -70289.203125 Penalty: 2207.511963 Iteration 2F: 3 clusters Score -70289.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -70379.382812 Penalty: 2207.511963 Iteration 3F: 3 clusters Score -70379.38 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -70440.664062 Penalty: 2207.511963 Iteration 4Q: 3 clusters Score -70440.66 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -70475.437500 Penalty: 2207.511963 Iteration 5Q: 3 clusters Score -70475.44 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -70491.546875 Penalty: 2207.511963 Iteration 6Q: 3 clusters Score -70491.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -70505.976562 Penalty: 2207.511963 Iteration 7Q: 3 clusters Score -70505.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -70508.617188 Penalty: 2207.511963 Iteration 8Q: 3 clusters Score -70508.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -70510.210938 Penalty: 2207.511963 Iteration 9Q: 3 clusters Score -70510.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -70511.914062 Penalty: 2207.511963 Iteration 10Q: 3 clusters Score -70511.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -70511.914062 Penalty: 2207.511963 Iteration 11F: 3 clusters Score -70511.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Entering Unmasked Estep Score: -74078.929688 Penalty: 1085.230591 Iteration 0F: 2 clusters Score -74078.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -72755.281250 Penalty: 2170.461182 Iteration 0F: 3 clusters Score -72755.28 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -73004.882812 Penalty: 2170.461182 Iteration 1F: 3 clusters Score -73004.88 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -73130.765625 Penalty: 2170.461182 Iteration 2F: 3 clusters Score -73130.77 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -73248.320312 Penalty: 2170.461182 Iteration 3F: 3 clusters Score -73248.32 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -73362.820312 Penalty: 2170.461182 Iteration 4F: 3 clusters Score -73362.82 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -73421.960938 Penalty: 2170.461182 Iteration 5Q: 3 clusters Score -73421.96 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -73455.687500 Penalty: 2170.461182 Iteration 6Q: 3 clusters Score -73455.69 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -73466.984375 Penalty: 2170.461182 Iteration 7Q: 3 clusters Score -73466.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -73472.445312 Penalty: 2170.461182 Iteration 8Q: 3 clusters Score -73472.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -73472.445312 Penalty: 2170.461182 Iteration 9F: 3 clusters Score -73472.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1670 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Entering Unmasked Estep Score: -162251.171875 Penalty: 1205.844116 Iteration 0F: 2 clusters Score -162251.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -160365.250000 Penalty: 2411.688232 Iteration 0F: 3 clusters Score -160365.2 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -160694.562500 Penalty: 2411.688232 Iteration 1F: 3 clusters Score -160694.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -160775.515625 Penalty: 2411.688232 Iteration 2F: 3 clusters Score -160775.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -160823.609375 Penalty: 2411.688232 Iteration 3Q: 3 clusters Score -160823.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -160853.171875 Penalty: 2411.688232 Iteration 4Q: 3 clusters Score -160853.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -160868.562500 Penalty: 2411.688232 Iteration 5Q: 3 clusters Score -160868.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -160877.531250 Penalty: 2411.688232 Iteration 6Q: 3 clusters Score -160877.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -160884.578125 Penalty: 2411.688232 Iteration 7Q: 3 clusters Score -160884.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -160890.734375 Penalty: 2411.688232 Iteration 8Q: 3 clusters Score -160890.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -160895.125000 Penalty: 2411.688232 Iteration 9Q: 3 clusters Score -160895.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -160896.765625 Penalty: 2411.688232 Iteration 10Q: 3 clusters Score -160896.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -160898.890625 Penalty: 2411.688232 Iteration 11Q: 3 clusters Score -160898.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -160899.781250 Penalty: 2411.688232 Iteration 12Q: 3 clusters Score -160899.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -160902.015625 Penalty: 2411.688232 Iteration 13Q: 3 clusters Score -160902 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -160903.484375 Penalty: 2411.688232 Iteration 14Q: 3 clusters Score -160903.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -160905.671875 Penalty: 2411.688232 Iteration 15Q: 3 clusters Score -160905.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -160907.750000 Penalty: 2411.688232 Iteration 16Q: 3 clusters Score -160907.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -160912.765625 Penalty: 2411.688232 Iteration 17Q: 3 clusters Score -160912.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -160919.046875 Penalty: 2411.688232 Iteration 18Q: 3 clusters Score -160919 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -160924.171875 Penalty: 2411.688232 Iteration 19Q: 3 clusters Score -160924.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -160929.015625 Penalty: 2411.688232 Iteration 20F: 3 clusters Score -160929 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -160932.156250 Penalty: 2411.688232 Iteration 21Q: 3 clusters Score -160932.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -160937.562500 Penalty: 2411.688232 Iteration 22Q: 3 clusters Score -160937.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -160945.890625 Penalty: 2411.688232 Iteration 23Q: 3 clusters Score -160945.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -160951.140625 Penalty: 2411.688232 Iteration 24Q: 3 clusters Score -160951.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -160959.625000 Penalty: 2411.688232 Iteration 25Q: 3 clusters Score -160959.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -160967.671875 Penalty: 2411.688232 Iteration 26Q: 3 clusters Score -160967.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -160970.656250 Penalty: 2411.688232 Iteration 27Q: 3 clusters Score -160970.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -160974.390625 Penalty: 2411.688232 Iteration 28Q: 3 clusters Score -160974.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -160976.640625 Penalty: 2411.688232 Iteration 29Q: 3 clusters Score -160976.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -160977.234375 Penalty: 2411.688232 Iteration 30Q: 3 clusters Score -160977.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -160977.921875 Penalty: 2411.688232 Iteration 31Q: 3 clusters Score -160977.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -160979.312500 Penalty: 2411.688232 Iteration 32Q: 3 clusters Score -160979.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -160979.531250 Penalty: 2411.688232 Iteration 33Q: 3 clusters Score -160979.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -160979.531250 Penalty: 2411.688232 Iteration 34F: 3 clusters Score -160979.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2842 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Entering Unmasked Estep Score: -274594.937500 Penalty: 1292.242798 Iteration 0F: 2 clusters Score -274594.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -271959.062500 Penalty: 2584.485596 Iteration 0F: 3 clusters Score -271959.1 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -272527.906250 Penalty: 2584.485596 Iteration 1F: 3 clusters Score -272527.9 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -272653.656250 Penalty: 2584.485596 Iteration 2F: 3 clusters Score -272653.7 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -272727.437500 Penalty: 2584.485596 Iteration 3F: 3 clusters Score -272727.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -272780.218750 Penalty: 2584.485596 Iteration 4Q: 3 clusters Score -272780.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -272818.375000 Penalty: 2584.485596 Iteration 5Q: 3 clusters Score -272818.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -272847.968750 Penalty: 2584.485596 Iteration 6Q: 3 clusters Score -272848 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -272875.625000 Penalty: 2584.485596 Iteration 7Q: 3 clusters Score -272875.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -272895.531250 Penalty: 2584.485596 Iteration 8Q: 3 clusters Score -272895.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -272912.093750 Penalty: 2584.485596 Iteration 9Q: 3 clusters Score -272912.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -272931.843750 Penalty: 2584.485596 Iteration 10Q: 3 clusters Score -272931.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -272949.343750 Penalty: 2584.485596 Iteration 11Q: 3 clusters Score -272949.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -272963.937500 Penalty: 2584.485596 Iteration 12Q: 3 clusters Score -272963.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -272974.468750 Penalty: 2584.485596 Iteration 13Q: 3 clusters Score -272974.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -272984.656250 Penalty: 2584.485596 Iteration 14Q: 3 clusters Score -272984.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -272998.593750 Penalty: 2584.485596 Iteration 15Q: 3 clusters Score -272998.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -273018.281250 Penalty: 2584.485596 Iteration 16Q: 3 clusters Score -273018.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -273040.312500 Penalty: 2584.485596 Iteration 17Q: 3 clusters Score -273040.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -273054.562500 Penalty: 2584.485596 Iteration 18Q: 3 clusters Score -273054.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -273067.875000 Penalty: 2584.485596 Iteration 19Q: 3 clusters Score -273067.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -273080.375000 Penalty: 2584.485596 Iteration 20F: 3 clusters Score -273080.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -273092.312500 Penalty: 2584.485596 Iteration 21Q: 3 clusters Score -273092.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -273101.968750 Penalty: 2584.485596 Iteration 22Q: 3 clusters Score -273102 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -273112.375000 Penalty: 2584.485596 Iteration 23Q: 3 clusters Score -273112.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -273123.437500 Penalty: 2584.485596 Iteration 24Q: 3 clusters Score -273123.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -273135.531250 Penalty: 2584.485596 Iteration 25Q: 3 clusters Score -273135.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -273146.718750 Penalty: 2584.485596 Iteration 26Q: 3 clusters Score -273146.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -273160.531250 Penalty: 2584.485596 Iteration 27Q: 3 clusters Score -273160.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -273171.562500 Penalty: 2584.485596 Iteration 28Q: 3 clusters Score -273171.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -273179.500000 Penalty: 2584.485596 Iteration 29Q: 3 clusters Score -273179.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -273188.125000 Penalty: 2584.485596 Iteration 30Q: 3 clusters Score -273188.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -273197.687500 Penalty: 2584.485596 Iteration 31Q: 3 clusters Score -273197.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -273205.656250 Penalty: 2584.485596 Iteration 32Q: 3 clusters Score -273205.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -273210.125000 Penalty: 2584.485596 Iteration 33Q: 3 clusters Score -273210.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -273216.750000 Penalty: 2584.485596 Iteration 34Q: 3 clusters Score -273216.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -273223.937500 Penalty: 2584.485596 Iteration 35Q: 3 clusters Score -273223.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -273234.312500 Penalty: 2584.485596 Iteration 36Q: 3 clusters Score -273234.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -273243.656250 Penalty: 2584.485596 Iteration 37Q: 3 clusters Score -273243.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -273256.281250 Penalty: 2584.485596 Iteration 38Q: 3 clusters Score -273256.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -273272.531250 Penalty: 2584.485596 Iteration 39Q: 3 clusters Score -273272.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -273294.625000 Penalty: 2584.485596 Iteration 40F: 3 clusters Score -273294.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -273317.968750 Penalty: 2584.485596 Iteration 41Q: 3 clusters Score -273318 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -273339.281250 Penalty: 2584.485596 Iteration 42Q: 3 clusters Score -273339.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -273370.468750 Penalty: 2584.485596 Iteration 43Q: 3 clusters Score -273370.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -273401.531250 Penalty: 2584.485596 Iteration 44Q: 3 clusters Score -273401.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -273420.281250 Penalty: 2584.485596 Iteration 45Q: 3 clusters Score -273420.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -273431.781250 Penalty: 2584.485596 Iteration 46Q: 3 clusters Score -273431.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -273448.281250 Penalty: 2584.485596 Iteration 47Q: 3 clusters Score -273448.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -273464.750000 Penalty: 2584.485596 Iteration 48Q: 3 clusters Score -273464.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -273494.031250 Penalty: 2584.485596 Iteration 49Q: 3 clusters Score -273494 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -273522.375000 Penalty: 2584.485596 Iteration 50Q: 3 clusters Score -273522.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -273556.437500 Penalty: 2584.485596 Iteration 51Q: 3 clusters Score -273556.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -273579.343750 Penalty: 2584.485596 Iteration 52Q: 3 clusters Score -273579.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -273598.843750 Penalty: 2584.485596 Iteration 53Q: 3 clusters Score -273598.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -273613.843750 Penalty: 2584.485596 Iteration 54Q: 3 clusters Score -273613.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -273627.906250 Penalty: 2584.485596 Iteration 55Q: 3 clusters Score -273627.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -273640.406250 Penalty: 2584.485596 Iteration 56Q: 3 clusters Score -273640.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -273652.906250 Penalty: 2584.485596 Iteration 57Q: 3 clusters Score -273652.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -273664.375000 Penalty: 2584.485596 Iteration 58Q: 3 clusters Score -273664.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -273671.156250 Penalty: 2584.485596 Iteration 59Q: 3 clusters Score -273671.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -273675.750000 Penalty: 2584.485596 Iteration 60F: 3 clusters Score -273675.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -273678.125000 Penalty: 2584.485596 Iteration 61Q: 3 clusters Score -273678.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -273679.781250 Penalty: 2584.485596 Iteration 62Q: 3 clusters Score -273679.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -273681.968750 Penalty: 2584.485596 Iteration 63Q: 3 clusters Score -273682 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -273682.750000 Penalty: 2584.485596 Iteration 64Q: 3 clusters Score -273682.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -273682.750000 Penalty: 2584.485596 Iteration 65F: 3 clusters Score -273682.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (322 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Entering Unmasked Estep Score: -24838.552734 Penalty: 938.364624 Iteration 0F: 2 clusters Score -24838.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -23943.505859 Penalty: 1876.729248 Iteration 0F: 3 clusters Score -23943.51 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -24079.599609 Penalty: 1876.729248 Iteration 1F: 3 clusters Score -24079.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -24125.628906 Penalty: 1876.729248 Iteration 2Q: 3 clusters Score -24125.63 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -24161.488281 Penalty: 1876.729248 Iteration 3Q: 3 clusters Score -24161.49 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -24196.312500 Penalty: 1876.729248 Iteration 4Q: 3 clusters Score -24196.31 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -24217.224609 Penalty: 1876.729248 Iteration 5Q: 3 clusters Score -24217.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -24232.093750 Penalty: 1876.729248 Iteration 6Q: 3 clusters Score -24232.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -24242.962891 Penalty: 1876.729248 Iteration 7Q: 3 clusters Score -24242.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -24245.343750 Penalty: 1876.729248 Iteration 8Q: 3 clusters Score -24245.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -24247.031250 Penalty: 1876.729248 Iteration 9Q: 3 clusters Score -24247.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -24247.031250 Penalty: 1876.729248 Iteration 10F: 3 clusters Score -24247.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1117 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Entering Unmasked Estep Score: -107636.343750 Penalty: 1140.490234 Iteration 0F: 2 clusters Score -107636.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -106095.351562 Penalty: 2280.980469 Iteration 0F: 3 clusters Score -106095.4 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -106362.007812 Penalty: 2280.980469 Iteration 1F: 3 clusters Score -106362 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -106455.031250 Penalty: 2280.980469 Iteration 2F: 3 clusters Score -106455 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -106513.085938 Penalty: 2280.980469 Iteration 3Q: 3 clusters Score -106513.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -106555.906250 Penalty: 2280.980469 Iteration 4Q: 3 clusters Score -106555.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -106582.390625 Penalty: 2280.980469 Iteration 5Q: 3 clusters Score -106582.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -106594.914062 Penalty: 2280.980469 Iteration 6Q: 3 clusters Score -106594.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -106605.140625 Penalty: 2280.980469 Iteration 7Q: 3 clusters Score -106605.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -106612.023438 Penalty: 2280.980469 Iteration 8Q: 3 clusters Score -106612 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -106618.484375 Penalty: 2280.980469 Iteration 9Q: 3 clusters Score -106618.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -106626.773438 Penalty: 2280.980469 Iteration 10Q: 3 clusters Score -106626.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -106629.492188 Penalty: 2280.980469 Iteration 11Q: 3 clusters Score -106629.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -106630.101562 Penalty: 2280.980469 Iteration 12Q: 3 clusters Score -106630.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -106630.687500 Penalty: 2280.980469 Iteration 13Q: 3 clusters Score -106630.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -106631.140625 Penalty: 2280.980469 Iteration 14Q: 3 clusters Score -106631.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -106632.601562 Penalty: 2280.980469 Iteration 15Q: 3 clusters Score -106632.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -106633.523438 Penalty: 2280.980469 Iteration 16Q: 3 clusters Score -106633.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -106634.039062 Penalty: 2280.980469 Iteration 17Q: 3 clusters Score -106634 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -106635.171875 Penalty: 2280.980469 Iteration 18Q: 3 clusters Score -106635.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -106635.523438 Penalty: 2280.980469 Iteration 19Q: 3 clusters Score -106635.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -106635.523438 Penalty: 2280.980469 Iteration 20F: 3 clusters Score -106635.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Entering Unmasked Estep Score: -56249.531250 Penalty: 1043.513672 Iteration 0F: 2 clusters Score -56249.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -55060.878906 Penalty: 2087.027344 Iteration 0F: 3 clusters Score -55060.88 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -55222.996094 Penalty: 2087.027344 Iteration 1F: 3 clusters Score -55223 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -55275.761719 Penalty: 2087.027344 Iteration 2F: 3 clusters Score -55275.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -55290.199219 Penalty: 2087.027344 Iteration 3Q: 3 clusters Score -55290.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -55296.609375 Penalty: 2087.027344 Iteration 4Q: 3 clusters Score -55296.61 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -55309.304688 Penalty: 2087.027344 Iteration 5Q: 3 clusters Score -55309.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -55323.000000 Penalty: 2087.027344 Iteration 6Q: 3 clusters Score -55323 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -55328.265625 Penalty: 2087.027344 Iteration 7Q: 3 clusters Score -55328.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -55329.406250 Penalty: 2087.027344 Iteration 8Q: 3 clusters Score -55329.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -55329.406250 Penalty: 2087.027344 Iteration 9F: 3 clusters Score -55329.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (569 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Entering Unmasked Estep Score: -52867.519531 Penalty: 1030.880615 Iteration 0F: 2 clusters Score -52867.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -51712.335938 Penalty: 2061.761230 Iteration 0F: 3 clusters Score -51712.34 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -51831.375000 Penalty: 2061.761230 Iteration 1F: 3 clusters Score -51831.38 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -51878.488281 Penalty: 2061.761230 Iteration 2F: 3 clusters Score -51878.49 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -51925.617188 Penalty: 2061.761230 Iteration 3Q: 3 clusters Score -51925.62 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -51943.812500 Penalty: 2061.761230 Iteration 4Q: 3 clusters Score -51943.81 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -51953.367188 Penalty: 2061.761230 Iteration 5Q: 3 clusters Score -51953.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -51957.062500 Penalty: 2061.761230 Iteration 6Q: 3 clusters Score -51957.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -51959.046875 Penalty: 2061.761230 Iteration 7Q: 3 clusters Score -51959.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -51960.343750 Penalty: 2061.761230 Iteration 8Q: 3 clusters Score -51960.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -51960.343750 Penalty: 2061.761230 Iteration 9F: 3 clusters Score -51960.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (2206 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Entering Unmasked Estep Score: -209736.156250 Penalty: 1251.077148 Iteration 0F: 2 clusters Score -209736.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -207496.968750 Penalty: 2502.154297 Iteration 0F: 3 clusters Score -207497 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -207978.296875 Penalty: 2502.154297 Iteration 1F: 3 clusters Score -207978.3 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -208087.156250 Penalty: 2502.154297 Iteration 2F: 3 clusters Score -208087.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -208147.671875 Penalty: 2502.154297 Iteration 3Q: 3 clusters Score -208147.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -208178.718750 Penalty: 2502.154297 Iteration 4Q: 3 clusters Score -208178.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -208197.546875 Penalty: 2502.154297 Iteration 5Q: 3 clusters Score -208197.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -208215.703125 Penalty: 2502.154297 Iteration 6Q: 3 clusters Score -208215.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -208235.296875 Penalty: 2502.154297 Iteration 7Q: 3 clusters Score -208235.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -208251.031250 Penalty: 2502.154297 Iteration 8Q: 3 clusters Score -208251 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -208266.093750 Penalty: 2502.154297 Iteration 9Q: 3 clusters Score -208266.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -208276.406250 Penalty: 2502.154297 Iteration 10Q: 3 clusters Score -208276.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -208283.296875 Penalty: 2502.154297 Iteration 11Q: 3 clusters Score -208283.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -208290.046875 Penalty: 2502.154297 Iteration 12Q: 3 clusters Score -208290 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -208296.531250 Penalty: 2502.154297 Iteration 13Q: 3 clusters Score -208296.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -208301.250000 Penalty: 2502.154297 Iteration 14Q: 3 clusters Score -208301.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -208307.203125 Penalty: 2502.154297 Iteration 15Q: 3 clusters Score -208307.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -208310.734375 Penalty: 2502.154297 Iteration 16Q: 3 clusters Score -208310.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -208313.015625 Penalty: 2502.154297 Iteration 17Q: 3 clusters Score -208313 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -208314.125000 Penalty: 2502.154297 Iteration 18Q: 3 clusters Score -208314.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -208315.046875 Penalty: 2502.154297 Iteration 19Q: 3 clusters Score -208315 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -208315.359375 Penalty: 2502.154297 Iteration 20F: 3 clusters Score -208315.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -208315.671875 Penalty: 2502.154297 Iteration 21Q: 3 clusters Score -208315.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -208316.015625 Penalty: 2502.154297 Iteration 22Q: 3 clusters Score -208316 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -208316.500000 Penalty: 2502.154297 Iteration 23Q: 3 clusters Score -208316.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -208316.515625 Penalty: 2502.154297 Iteration 24Q: 3 clusters Score -208316.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -208317.781250 Penalty: 2502.154297 Iteration 25Q: 3 clusters Score -208317.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -208317.578125 Penalty: 2502.154297 Iteration 26Q: 3 clusters Score -208317.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -208317.578125 Penalty: 2502.154297 Iteration 27F: 3 clusters Score -208317.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (15016 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15016 members Entering Unmasked Estep Score: -1388999.500000 Penalty: 1562.741699 Iteration 0F: 2 clusters Score -1389000 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7502 members Mstep: Class 2 contains 7514 members Entering Unmasked Estep Score: -1378589.375000 Penalty: 3125.483398 Iteration 0F: 3 clusters Score -1378589 nChanged 6687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7433 members Mstep: Class 2 contains 7583 members Entering Unmasked Estep Score: -1382292.625000 Penalty: 3125.483398 Iteration 1F: 3 clusters Score -1382293 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7438 members Mstep: Class 2 contains 7578 members Entering Unmasked Estep Score: -1382655.500000 Penalty: 3125.483398 Iteration 2F: 3 clusters Score -1382656 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7474 members Mstep: Class 2 contains 7542 members Entering Unmasked Estep Score: -1383017.250000 Penalty: 3125.483398 Iteration 3F: 3 clusters Score -1383017 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7532 members Mstep: Class 2 contains 7484 members Entering Unmasked Estep Score: -1383381.375000 Penalty: 3125.483398 Iteration 4Q: 3 clusters Score -1383381 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7601 members Mstep: Class 2 contains 7415 members Entering Unmasked Estep Score: -1383725.875000 Penalty: 3125.483398 Iteration 5Q: 3 clusters Score -1383726 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7671 members Mstep: Class 2 contains 7345 members Entering Unmasked Estep Score: -1384049.250000 Penalty: 3125.483398 Iteration 6Q: 3 clusters Score -1384049 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7738 members Mstep: Class 2 contains 7278 members Entering Unmasked Estep Score: -1384328.500000 Penalty: 3125.483398 Iteration 7Q: 3 clusters Score -1384328 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7811 members Mstep: Class 2 contains 7205 members Entering Unmasked Estep Score: -1384543.375000 Penalty: 3125.483398 Iteration 8Q: 3 clusters Score -1384543 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7892 members Mstep: Class 2 contains 7124 members Entering Unmasked Estep Score: -1384716.000000 Penalty: 3125.483398 Iteration 9Q: 3 clusters Score -1384716 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7960 members Mstep: Class 2 contains 7056 members Entering Unmasked Estep Score: -1384884.250000 Penalty: 3125.483398 Iteration 10Q: 3 clusters Score -1384884 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8045 members Mstep: Class 2 contains 6971 members Entering Unmasked Estep Score: -1385098.125000 Penalty: 3125.483398 Iteration 11Q: 3 clusters Score -1385098 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8163 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -1385327.250000 Penalty: 3125.483398 Iteration 12Q: 3 clusters Score -1385327 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8312 members Mstep: Class 2 contains 6704 members Entering Unmasked Estep Score: -1385557.375000 Penalty: 3125.483398 Iteration 13Q: 3 clusters Score -1385557 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8481 members Mstep: Class 2 contains 6535 members Entering Unmasked Estep Score: -1385755.500000 Penalty: 3125.483398 Iteration 14Q: 3 clusters Score -1385756 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8644 members Mstep: Class 2 contains 6372 members Entering Unmasked Estep Score: -1385928.750000 Penalty: 3125.483398 Iteration 15Q: 3 clusters Score -1385929 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8787 members Mstep: Class 2 contains 6229 members Entering Unmasked Estep Score: -1386043.750000 Penalty: 3125.483398 Iteration 16Q: 3 clusters Score -1386044 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8922 members Mstep: Class 2 contains 6094 members Entering Unmasked Estep Score: -1386114.625000 Penalty: 3125.483398 Iteration 17Q: 3 clusters Score -1386115 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9040 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -1386174.375000 Penalty: 3125.483398 Iteration 18Q: 3 clusters Score -1386174 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9157 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -1386222.000000 Penalty: 3125.483398 Iteration 19Q: 3 clusters Score -1386222 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9266 members Mstep: Class 2 contains 5750 members Entering Unmasked Estep Score: -1386261.125000 Penalty: 3125.483398 Iteration 20F: 3 clusters Score -1386261 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9368 members Mstep: Class 2 contains 5648 members Entering Unmasked Estep Score: -1386296.125000 Penalty: 3125.483398 Iteration 21Q: 3 clusters Score -1386296 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9474 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -1386324.750000 Penalty: 3125.483398 Iteration 22Q: 3 clusters Score -1386325 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9563 members Mstep: Class 2 contains 5453 members Entering Unmasked Estep Score: -1386346.250000 Penalty: 3125.483398 Iteration 23Q: 3 clusters Score -1386346 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9643 members Mstep: Class 2 contains 5373 members Entering Unmasked Estep Score: -1386372.375000 Penalty: 3125.483398 Iteration 24Q: 3 clusters Score -1386372 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9735 members Mstep: Class 2 contains 5281 members Entering Unmasked Estep Score: -1386385.500000 Penalty: 3125.483398 Iteration 25Q: 3 clusters Score -1386386 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9816 members Mstep: Class 2 contains 5200 members Entering Unmasked Estep Score: -1386404.625000 Penalty: 3125.483398 Iteration 26Q: 3 clusters Score -1386405 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9902 members Mstep: Class 2 contains 5114 members Entering Unmasked Estep Score: -1386430.375000 Penalty: 3125.483398 Iteration 27Q: 3 clusters Score -1386430 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10003 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -1386452.625000 Penalty: 3125.483398 Iteration 28Q: 3 clusters Score -1386453 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10092 members Mstep: Class 2 contains 4924 members Entering Unmasked Estep Score: -1386473.375000 Penalty: 3125.483398 Iteration 29Q: 3 clusters Score -1386473 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10180 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -1386495.875000 Penalty: 3125.483398 Iteration 30Q: 3 clusters Score -1386496 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10285 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -1386518.875000 Penalty: 3125.483398 Iteration 31Q: 3 clusters Score -1386519 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10372 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -1386537.125000 Penalty: 3125.483398 Iteration 32Q: 3 clusters Score -1386537 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10451 members Mstep: Class 2 contains 4565 members Entering Unmasked Estep Score: -1386555.250000 Penalty: 3125.483398 Iteration 33Q: 3 clusters Score -1386555 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10532 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -1386572.125000 Penalty: 3125.483398 Iteration 34Q: 3 clusters Score -1386572 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10615 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -1386591.500000 Penalty: 3125.483398 Iteration 35Q: 3 clusters Score -1386592 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10688 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -1386602.875000 Penalty: 3125.483398 Iteration 36Q: 3 clusters Score -1386603 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10762 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -1386615.125000 Penalty: 3125.483398 Iteration 37Q: 3 clusters Score -1386615 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10847 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -1386637.750000 Penalty: 3125.483398 Iteration 38Q: 3 clusters Score -1386638 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10930 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -1386654.625000 Penalty: 3125.483398 Iteration 39Q: 3 clusters Score -1386655 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11014 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -1386673.125000 Penalty: 3125.483398 Iteration 40F: 3 clusters Score -1386673 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11086 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -1386683.875000 Penalty: 3125.483398 Iteration 41Q: 3 clusters Score -1386684 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11158 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -1386695.625000 Penalty: 3125.483398 Iteration 42Q: 3 clusters Score -1386696 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11228 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -1386716.000000 Penalty: 3125.483398 Iteration 43Q: 3 clusters Score -1386716 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11321 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -1386735.875000 Penalty: 3125.483398 Iteration 44Q: 3 clusters Score -1386736 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11430 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -1386765.625000 Penalty: 3125.483398 Iteration 45Q: 3 clusters Score -1386766 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11539 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -1386793.625000 Penalty: 3125.483398 Iteration 46Q: 3 clusters Score -1386794 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11643 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -1386817.750000 Penalty: 3125.483398 Iteration 47Q: 3 clusters Score -1386818 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11728 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -1386840.625000 Penalty: 3125.483398 Iteration 48Q: 3 clusters Score -1386841 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11815 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -1386856.500000 Penalty: 3125.483398 Iteration 49Q: 3 clusters Score -1386856 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11910 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -1386880.625000 Penalty: 3125.483398 Iteration 50Q: 3 clusters Score -1386881 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12013 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -1386903.750000 Penalty: 3125.483398 Iteration 51Q: 3 clusters Score -1386904 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12115 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -1386934.625000 Penalty: 3125.483398 Iteration 52Q: 3 clusters Score -1386935 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12218 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -1386970.500000 Penalty: 3125.483398 Iteration 53Q: 3 clusters Score -1386970 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12325 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -1387005.500000 Penalty: 3125.483398 Iteration 54Q: 3 clusters Score -1387006 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12429 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -1387035.500000 Penalty: 3125.483398 Iteration 55Q: 3 clusters Score -1387036 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12526 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -1387064.625000 Penalty: 3125.483398 Iteration 56Q: 3 clusters Score -1387065 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12623 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -1387091.500000 Penalty: 3125.483398 Iteration 57Q: 3 clusters Score -1387092 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12717 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -1387124.000000 Penalty: 3125.483398 Iteration 58Q: 3 clusters Score -1387124 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12808 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -1387155.250000 Penalty: 3125.483398 Iteration 59Q: 3 clusters Score -1387155 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12889 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -1387172.625000 Penalty: 3125.483398 Iteration 60F: 3 clusters Score -1387173 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12959 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -1387202.625000 Penalty: 3125.483398 Iteration 61Q: 3 clusters Score -1387203 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13034 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -1387227.375000 Penalty: 3125.483398 Iteration 62Q: 3 clusters Score -1387227 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13104 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -1387247.750000 Penalty: 3125.483398 Iteration 63Q: 3 clusters Score -1387248 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13188 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -1387272.500000 Penalty: 3125.483398 Iteration 64Q: 3 clusters Score -1387272 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13274 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -1387310.750000 Penalty: 3125.483398 Iteration 65Q: 3 clusters Score -1387311 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13363 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -1387338.875000 Penalty: 3125.483398 Iteration 66Q: 3 clusters Score -1387339 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13438 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -1387360.750000 Penalty: 3125.483398 Iteration 67Q: 3 clusters Score -1387361 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13502 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -1387383.625000 Penalty: 3125.483398 Iteration 68Q: 3 clusters Score -1387384 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13562 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -1387402.125000 Penalty: 3125.483398 Iteration 69Q: 3 clusters Score -1387402 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13613 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -1387418.500000 Penalty: 3125.483398 Iteration 70Q: 3 clusters Score -1387418 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13663 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -1387433.250000 Penalty: 3125.483398 Iteration 71Q: 3 clusters Score -1387433 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13706 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -1387448.000000 Penalty: 3125.483398 Iteration 72Q: 3 clusters Score -1387448 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13749 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -1387466.375000 Penalty: 3125.483398 Iteration 73Q: 3 clusters Score -1387466 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13797 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -1387483.000000 Penalty: 3125.483398 Iteration 74Q: 3 clusters Score -1387483 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13842 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -1387492.750000 Penalty: 3125.483398 Iteration 75Q: 3 clusters Score -1387493 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13884 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -1387508.875000 Penalty: 3125.483398 Iteration 76Q: 3 clusters Score -1387509 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13929 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -1387534.250000 Penalty: 3125.483398 Iteration 77Q: 3 clusters Score -1387534 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13964 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -1387545.750000 Penalty: 3125.483398 Iteration 78Q: 3 clusters Score -1387546 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13988 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -1387553.375000 Penalty: 3125.483398 Iteration 79Q: 3 clusters Score -1387553 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14026 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -1387572.750000 Penalty: 3125.483398 Iteration 80F: 3 clusters Score -1387573 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14062 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -1387586.750000 Penalty: 3125.483398 Iteration 81Q: 3 clusters Score -1387587 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14088 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -1387599.750000 Penalty: 3125.483398 Iteration 82Q: 3 clusters Score -1387600 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14105 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -1387606.875000 Penalty: 3125.483398 Iteration 83Q: 3 clusters Score -1387607 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14125 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -1387613.500000 Penalty: 3125.483398 Iteration 84Q: 3 clusters Score -1387614 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14146 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -1387620.875000 Penalty: 3125.483398 Iteration 85Q: 3 clusters Score -1387621 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14165 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -1387629.375000 Penalty: 3125.483398 Iteration 86Q: 3 clusters Score -1387629 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14186 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -1387637.625000 Penalty: 3125.483398 Iteration 87Q: 3 clusters Score -1387638 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14208 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -1387650.500000 Penalty: 3125.483398 Iteration 88Q: 3 clusters Score -1387650 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14228 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -1387657.750000 Penalty: 3125.483398 Iteration 89Q: 3 clusters Score -1387658 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14247 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -1387668.125000 Penalty: 3125.483398 Iteration 90Q: 3 clusters Score -1387668 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14261 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -1387674.375000 Penalty: 3125.483398 Iteration 91Q: 3 clusters Score -1387674 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14277 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -1387686.375000 Penalty: 3125.483398 Iteration 92Q: 3 clusters Score -1387686 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14292 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -1387697.000000 Penalty: 3125.483398 Iteration 93Q: 3 clusters Score -1387697 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14302 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -1387701.750000 Penalty: 3125.483398 Iteration 94Q: 3 clusters Score -1387702 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14312 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -1387709.500000 Penalty: 3125.483398 Iteration 95Q: 3 clusters Score -1387710 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14327 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -1387717.000000 Penalty: 3125.483398 Iteration 96Q: 3 clusters Score -1387717 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14340 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -1387721.500000 Penalty: 3125.483398 Iteration 97Q: 3 clusters Score -1387722 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14350 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -1387727.250000 Penalty: 3125.483398 Iteration 98Q: 3 clusters Score -1387727 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14362 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -1387733.875000 Penalty: 3125.483398 Iteration 99Q: 3 clusters Score -1387734 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14372 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -1387740.625000 Penalty: 3125.483398 Iteration 100F: 3 clusters Score -1387741 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14376 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -1387742.250000 Penalty: 3125.483398 Iteration 101Q: 3 clusters Score -1387742 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14378 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -1387744.625000 Penalty: 3125.483398 Iteration 102Q: 3 clusters Score -1387745 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14379 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -1387744.000000 Penalty: 3125.483398 Iteration 103Q: 3 clusters Score -1387744 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14380 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -1387746.125000 Penalty: 3125.483398 Iteration 104Q: 3 clusters Score -1387746 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14379 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -1387745.375000 Penalty: 3125.483398 Iteration 105Q: 3 clusters Score -1387745 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14379 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -1387745.375000 Penalty: 3125.483398 Iteration 106F: 3 clusters Score -1387745 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (953 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Entering Unmasked Estep Score: -90461.000000 Penalty: 1114.687378 Iteration 0F: 2 clusters Score -90461 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -89024.710938 Penalty: 2229.374756 Iteration 0F: 3 clusters Score -89024.71 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -89287.343750 Penalty: 2229.374756 Iteration 1F: 3 clusters Score -89287.34 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -89376.656250 Penalty: 2229.374756 Iteration 2F: 3 clusters Score -89376.66 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -89421.929688 Penalty: 2229.374756 Iteration 3Q: 3 clusters Score -89421.93 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -89447.085938 Penalty: 2229.374756 Iteration 4Q: 3 clusters Score -89447.09 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -89470.515625 Penalty: 2229.374756 Iteration 5Q: 3 clusters Score -89470.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -89488.679688 Penalty: 2229.374756 Iteration 6Q: 3 clusters Score -89488.68 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -89497.015625 Penalty: 2229.374756 Iteration 7Q: 3 clusters Score -89497.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -89501.210938 Penalty: 2229.374756 Iteration 8Q: 3 clusters Score -89501.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -89507.609375 Penalty: 2229.374756 Iteration 9Q: 3 clusters Score -89507.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -89511.484375 Penalty: 2229.374756 Iteration 10Q: 3 clusters Score -89511.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -89511.484375 Penalty: 2229.374756 Iteration 11F: 3 clusters Score -89511.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Entering Unmasked Estep Score: -125533.328125 Penalty: 1180.632324 Iteration 0F: 2 clusters Score -125533.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -123787.937500 Penalty: 2361.264648 Iteration 0F: 3 clusters Score -123787.9 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -124161.570312 Penalty: 2361.264648 Iteration 1F: 3 clusters Score -124161.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -124254.617188 Penalty: 2361.264648 Iteration 2F: 3 clusters Score -124254.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -124302.234375 Penalty: 2361.264648 Iteration 3Q: 3 clusters Score -124302.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -124332.390625 Penalty: 2361.264648 Iteration 4Q: 3 clusters Score -124332.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -124356.085938 Penalty: 2361.264648 Iteration 5Q: 3 clusters Score -124356.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -124367.164062 Penalty: 2361.264648 Iteration 6Q: 3 clusters Score -124367.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -124376.765625 Penalty: 2361.264648 Iteration 7Q: 3 clusters Score -124376.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -124386.062500 Penalty: 2361.264648 Iteration 8Q: 3 clusters Score -124386.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -124402.726562 Penalty: 2361.264648 Iteration 9Q: 3 clusters Score -124402.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -124413.296875 Penalty: 2361.264648 Iteration 10Q: 3 clusters Score -124413.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -124425.914062 Penalty: 2361.264648 Iteration 11Q: 3 clusters Score -124425.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -124447.453125 Penalty: 2361.264648 Iteration 12Q: 3 clusters Score -124447.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -124465.320312 Penalty: 2361.264648 Iteration 13Q: 3 clusters Score -124465.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -124489.531250 Penalty: 2361.264648 Iteration 14Q: 3 clusters Score -124489.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -124547.203125 Penalty: 2361.264648 Iteration 15Q: 3 clusters Score -124547.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -124572.250000 Penalty: 2361.264648 Iteration 16Q: 3 clusters Score -124572.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -124589.031250 Penalty: 2361.264648 Iteration 17Q: 3 clusters Score -124589 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -124604.140625 Penalty: 2361.264648 Iteration 18Q: 3 clusters Score -124604.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -124611.960938 Penalty: 2361.264648 Iteration 19Q: 3 clusters Score -124612 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -124615.234375 Penalty: 2361.264648 Iteration 20F: 3 clusters Score -124615.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -124618.960938 Penalty: 2361.264648 Iteration 21Q: 3 clusters Score -124619 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -124624.671875 Penalty: 2361.264648 Iteration 22Q: 3 clusters Score -124624.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -124627.351562 Penalty: 2361.264648 Iteration 23Q: 3 clusters Score -124627.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -124634.273438 Penalty: 2361.264648 Iteration 24Q: 3 clusters Score -124634.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -124642.398438 Penalty: 2361.264648 Iteration 25Q: 3 clusters Score -124642.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -124652.804688 Penalty: 2361.264648 Iteration 26Q: 3 clusters Score -124652.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -124665.515625 Penalty: 2361.264648 Iteration 27Q: 3 clusters Score -124665.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -124677.781250 Penalty: 2361.264648 Iteration 28Q: 3 clusters Score -124677.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -124684.507812 Penalty: 2361.264648 Iteration 29Q: 3 clusters Score -124684.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -124689.765625 Penalty: 2361.264648 Iteration 30Q: 3 clusters Score -124689.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -124693.671875 Penalty: 2361.264648 Iteration 31Q: 3 clusters Score -124693.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -124695.890625 Penalty: 2361.264648 Iteration 32Q: 3 clusters Score -124695.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -124695.890625 Penalty: 2361.264648 Iteration 33F: 3 clusters Score -124695.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1004 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Entering Unmasked Estep Score: -92458.445312 Penalty: 1123.158936 Iteration 0F: 2 clusters Score -92458.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -91006.906250 Penalty: 2246.317871 Iteration 0F: 3 clusters Score -91006.91 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -91209.382812 Penalty: 2246.317871 Iteration 1F: 3 clusters Score -91209.38 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -91274.976562 Penalty: 2246.317871 Iteration 2F: 3 clusters Score -91274.98 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -91318.476562 Penalty: 2246.317871 Iteration 3Q: 3 clusters Score -91318.48 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -91349.093750 Penalty: 2246.317871 Iteration 4Q: 3 clusters Score -91349.09 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -91370.054688 Penalty: 2246.317871 Iteration 5Q: 3 clusters Score -91370.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -91382.257812 Penalty: 2246.317871 Iteration 6Q: 3 clusters Score -91382.26 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -91396.226562 Penalty: 2246.317871 Iteration 7Q: 3 clusters Score -91396.23 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -91408.726562 Penalty: 2246.317871 Iteration 8Q: 3 clusters Score -91408.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -91418.273438 Penalty: 2246.317871 Iteration 9Q: 3 clusters Score -91418.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -91422.023438 Penalty: 2246.317871 Iteration 10Q: 3 clusters Score -91422.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -91424.234375 Penalty: 2246.317871 Iteration 11Q: 3 clusters Score -91424.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -91426.531250 Penalty: 2246.317871 Iteration 12Q: 3 clusters Score -91426.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -91427.554688 Penalty: 2246.317871 Iteration 13Q: 3 clusters Score -91427.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -91432.375000 Penalty: 2246.317871 Iteration 14Q: 3 clusters Score -91432.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -91438.281250 Penalty: 2246.317871 Iteration 15Q: 3 clusters Score -91438.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -91439.570312 Penalty: 2246.317871 Iteration 16Q: 3 clusters Score -91439.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -91440.851562 Penalty: 2246.317871 Iteration 17Q: 3 clusters Score -91440.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -91442.710938 Penalty: 2246.317871 Iteration 18Q: 3 clusters Score -91442.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -91445.953125 Penalty: 2246.317871 Iteration 19Q: 3 clusters Score -91445.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -91449.320312 Penalty: 2246.317871 Iteration 20F: 3 clusters Score -91449.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -91450.375000 Penalty: 2246.317871 Iteration 21Q: 3 clusters Score -91450.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -91450.843750 Penalty: 2246.317871 Iteration 22Q: 3 clusters Score -91450.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -91450.843750 Penalty: 2246.317871 Iteration 23F: 3 clusters Score -91450.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (907 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Entering Unmasked Estep Score: -83634.132812 Penalty: 1106.648193 Iteration 0F: 2 clusters Score -83634.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -82244.210938 Penalty: 2213.296387 Iteration 0F: 3 clusters Score -82244.21 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -82472.312500 Penalty: 2213.296387 Iteration 1F: 3 clusters Score -82472.31 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -82528.843750 Penalty: 2213.296387 Iteration 2F: 3 clusters Score -82528.84 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -82557.492188 Penalty: 2213.296387 Iteration 3Q: 3 clusters Score -82557.49 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -82579.000000 Penalty: 2213.296387 Iteration 4Q: 3 clusters Score -82579 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -82597.359375 Penalty: 2213.296387 Iteration 5Q: 3 clusters Score -82597.36 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -82611.929688 Penalty: 2213.296387 Iteration 6Q: 3 clusters Score -82611.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -82617.984375 Penalty: 2213.296387 Iteration 7Q: 3 clusters Score -82617.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -82624.562500 Penalty: 2213.296387 Iteration 8Q: 3 clusters Score -82624.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -82627.906250 Penalty: 2213.296387 Iteration 9Q: 3 clusters Score -82627.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -82632.156250 Penalty: 2213.296387 Iteration 10Q: 3 clusters Score -82632.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -82634.031250 Penalty: 2213.296387 Iteration 11Q: 3 clusters Score -82634.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -82636.062500 Penalty: 2213.296387 Iteration 12Q: 3 clusters Score -82636.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -82637.015625 Penalty: 2213.296387 Iteration 13Q: 3 clusters Score -82637.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -82637.015625 Penalty: 2213.296387 Iteration 14F: 3 clusters Score -82637.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1030 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Entering Unmasked Estep Score: -96195.875000 Penalty: 1127.313477 Iteration 0F: 2 clusters Score -96195.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -94735.546875 Penalty: 2254.626953 Iteration 0F: 3 clusters Score -94735.55 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -94970.015625 Penalty: 2254.626953 Iteration 1F: 3 clusters Score -94970.02 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -95017.898438 Penalty: 2254.626953 Iteration 2F: 3 clusters Score -95017.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -95046.023438 Penalty: 2254.626953 Iteration 3Q: 3 clusters Score -95046.02 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -95068.531250 Penalty: 2254.626953 Iteration 4Q: 3 clusters Score -95068.53 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -95086.562500 Penalty: 2254.626953 Iteration 5Q: 3 clusters Score -95086.56 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -95098.171875 Penalty: 2254.626953 Iteration 6Q: 3 clusters Score -95098.17 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -95112.484375 Penalty: 2254.626953 Iteration 7Q: 3 clusters Score -95112.48 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -95127.460938 Penalty: 2254.626953 Iteration 8Q: 3 clusters Score -95127.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -95132.945312 Penalty: 2254.626953 Iteration 9Q: 3 clusters Score -95132.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -95140.234375 Penalty: 2254.626953 Iteration 10Q: 3 clusters Score -95140.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -95150.679688 Penalty: 2254.626953 Iteration 11Q: 3 clusters Score -95150.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -95158.890625 Penalty: 2254.626953 Iteration 12Q: 3 clusters Score -95158.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -95166.078125 Penalty: 2254.626953 Iteration 13Q: 3 clusters Score -95166.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -95169.929688 Penalty: 2254.626953 Iteration 14Q: 3 clusters Score -95169.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -95171.742188 Penalty: 2254.626953 Iteration 15Q: 3 clusters Score -95171.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -95172.531250 Penalty: 2254.626953 Iteration 16Q: 3 clusters Score -95172.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -95172.531250 Penalty: 2254.626953 Iteration 17F: 3 clusters Score -95172.53 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (4225 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Entering Unmasked Estep Score: -394449.500000 Penalty: 1356.675903 Iteration 0F: 2 clusters Score -394449.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -390966.375000 Penalty: 2713.351807 Iteration 0F: 3 clusters Score -390966.4 nChanged 1640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -391860.750000 Penalty: 2713.351807 Iteration 1F: 3 clusters Score -391860.8 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -392042.593750 Penalty: 2713.351807 Iteration 2F: 3 clusters Score -392042.6 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -392145.906250 Penalty: 2713.351807 Iteration 3Q: 3 clusters Score -392145.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -392223.593750 Penalty: 2713.351807 Iteration 4Q: 3 clusters Score -392223.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -392278.187500 Penalty: 2713.351807 Iteration 5Q: 3 clusters Score -392278.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -392321.906250 Penalty: 2713.351807 Iteration 6Q: 3 clusters Score -392321.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -392360.625000 Penalty: 2713.351807 Iteration 7Q: 3 clusters Score -392360.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -392410.531250 Penalty: 2713.351807 Iteration 8Q: 3 clusters Score -392410.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -392500.531250 Penalty: 2713.351807 Iteration 9Q: 3 clusters Score -392500.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -392646.218750 Penalty: 2713.351807 Iteration 10Q: 3 clusters Score -392646.2 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -392774.812500 Penalty: 2713.351807 Iteration 11Q: 3 clusters Score -392774.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -392898.343750 Penalty: 2713.351807 Iteration 12Q: 3 clusters Score -392898.3 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -393008.250000 Penalty: 2713.351807 Iteration 13Q: 3 clusters Score -393008.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -393114.375000 Penalty: 2713.351807 Iteration 14Q: 3 clusters Score -393114.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -393187.031250 Penalty: 2713.351807 Iteration 15Q: 3 clusters Score -393187 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -393231.812500 Penalty: 2713.351807 Iteration 16Q: 3 clusters Score -393231.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -393274.937500 Penalty: 2713.351807 Iteration 17Q: 3 clusters Score -393274.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -393303.875000 Penalty: 2713.351807 Iteration 18Q: 3 clusters Score -393303.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -393320.875000 Penalty: 2713.351807 Iteration 19Q: 3 clusters Score -393320.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -393336.031250 Penalty: 2713.351807 Iteration 20F: 3 clusters Score -393336 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -393349.375000 Penalty: 2713.351807 Iteration 21Q: 3 clusters Score -393349.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -393368.625000 Penalty: 2713.351807 Iteration 22Q: 3 clusters Score -393368.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -393382.656250 Penalty: 2713.351807 Iteration 23Q: 3 clusters Score -393382.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -393396.812500 Penalty: 2713.351807 Iteration 24Q: 3 clusters Score -393396.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -393406.875000 Penalty: 2713.351807 Iteration 25Q: 3 clusters Score -393406.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -393419.468750 Penalty: 2713.351807 Iteration 26Q: 3 clusters Score -393419.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -393428.843750 Penalty: 2713.351807 Iteration 27Q: 3 clusters Score -393428.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -393436.031250 Penalty: 2713.351807 Iteration 28Q: 3 clusters Score -393436 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -393440.687500 Penalty: 2713.351807 Iteration 29Q: 3 clusters Score -393440.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -393447.125000 Penalty: 2713.351807 Iteration 30Q: 3 clusters Score -393447.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -393454.625000 Penalty: 2713.351807 Iteration 31Q: 3 clusters Score -393454.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -393466.375000 Penalty: 2713.351807 Iteration 32Q: 3 clusters Score -393466.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -393472.781250 Penalty: 2713.351807 Iteration 33Q: 3 clusters Score -393472.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -393479.843750 Penalty: 2713.351807 Iteration 34Q: 3 clusters Score -393479.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -393484.062500 Penalty: 2713.351807 Iteration 35Q: 3 clusters Score -393484.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -393487.906250 Penalty: 2713.351807 Iteration 36Q: 3 clusters Score -393487.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -393491.312500 Penalty: 2713.351807 Iteration 37Q: 3 clusters Score -393491.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -393494.156250 Penalty: 2713.351807 Iteration 38Q: 3 clusters Score -393494.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -393495.437500 Penalty: 2713.351807 Iteration 39Q: 3 clusters Score -393495.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -393497.656250 Penalty: 2713.351807 Iteration 40F: 3 clusters Score -393497.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -393499.187500 Penalty: 2713.351807 Iteration 41Q: 3 clusters Score -393499.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -393500.437500 Penalty: 2713.351807 Iteration 42Q: 3 clusters Score -393500.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -393501.000000 Penalty: 2713.351807 Iteration 43Q: 3 clusters Score -393501 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -393500.625000 Penalty: 2713.351807 Iteration 44Q: 3 clusters Score -393500.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -393500.625000 Penalty: 2713.351807 Iteration 45F: 3 clusters Score -393500.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (16952 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16952 members Entering Unmasked Estep Score: -1647893.000000 Penalty: 1582.447876 Iteration 0F: 2 clusters Score -1647893 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8479 members Mstep: Class 2 contains 8473 members Entering Unmasked Estep Score: -1636243.500000 Penalty: 3164.895752 Iteration 0F: 3 clusters Score -1636244 nChanged 7619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8454 members Mstep: Class 2 contains 8498 members Entering Unmasked Estep Score: -1640367.875000 Penalty: 3164.895752 Iteration 1F: 3 clusters Score -1640368 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8497 members Mstep: Class 2 contains 8455 members Entering Unmasked Estep Score: -1640615.625000 Penalty: 3164.895752 Iteration 2Q: 3 clusters Score -1640616 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8564 members Mstep: Class 2 contains 8388 members Entering Unmasked Estep Score: -1640814.625000 Penalty: 3164.895752 Iteration 3Q: 3 clusters Score -1640815 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8622 members Mstep: Class 2 contains 8330 members Entering Unmasked Estep Score: -1641018.875000 Penalty: 3164.895752 Iteration 4Q: 3 clusters Score -1641019 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8699 members Mstep: Class 2 contains 8253 members Entering Unmasked Estep Score: -1641197.750000 Penalty: 3164.895752 Iteration 5Q: 3 clusters Score -1641198 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8838 members Mstep: Class 2 contains 8114 members Entering Unmasked Estep Score: -1641378.250000 Penalty: 3164.895752 Iteration 6Q: 3 clusters Score -1641378 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9034 members Mstep: Class 2 contains 7918 members Entering Unmasked Estep Score: -1641583.750000 Penalty: 3164.895752 Iteration 7Q: 3 clusters Score -1641584 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9262 members Mstep: Class 2 contains 7690 members Entering Unmasked Estep Score: -1641808.625000 Penalty: 3164.895752 Iteration 8Q: 3 clusters Score -1641809 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9524 members Mstep: Class 2 contains 7428 members Entering Unmasked Estep Score: -1642055.000000 Penalty: 3164.895752 Iteration 9Q: 3 clusters Score -1642055 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9835 members Mstep: Class 2 contains 7117 members Entering Unmasked Estep Score: -1642352.500000 Penalty: 3164.895752 Iteration 10Q: 3 clusters Score -1642352 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10169 members Mstep: Class 2 contains 6783 members Entering Unmasked Estep Score: -1642659.250000 Penalty: 3164.895752 Iteration 11Q: 3 clusters Score -1642659 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10576 members Mstep: Class 2 contains 6376 members Entering Unmasked Estep Score: -1642986.250000 Penalty: 3164.895752 Iteration 12Q: 3 clusters Score -1642986 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10996 members Mstep: Class 2 contains 5956 members Entering Unmasked Estep Score: -1643322.375000 Penalty: 3164.895752 Iteration 13Q: 3 clusters Score -1643322 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11385 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -1643604.875000 Penalty: 3164.895752 Iteration 14Q: 3 clusters Score -1643605 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11746 members Mstep: Class 2 contains 5206 members Entering Unmasked Estep Score: -1643885.375000 Penalty: 3164.895752 Iteration 15Q: 3 clusters Score -1643885 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12111 members Mstep: Class 2 contains 4841 members Entering Unmasked Estep Score: -1644147.625000 Penalty: 3164.895752 Iteration 16Q: 3 clusters Score -1644148 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12471 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -1644384.500000 Penalty: 3164.895752 Iteration 17Q: 3 clusters Score -1644384 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12804 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -1644557.125000 Penalty: 3164.895752 Iteration 18Q: 3 clusters Score -1644557 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13129 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -1644710.375000 Penalty: 3164.895752 Iteration 19Q: 3 clusters Score -1644710 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13421 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -1644844.250000 Penalty: 3164.895752 Iteration 20F: 3 clusters Score -1644844 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13727 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -1644990.250000 Penalty: 3164.895752 Iteration 21Q: 3 clusters Score -1644990 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14026 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -1645138.375000 Penalty: 3164.895752 Iteration 22Q: 3 clusters Score -1645138 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14299 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -1645270.375000 Penalty: 3164.895752 Iteration 23Q: 3 clusters Score -1645270 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14562 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -1645403.125000 Penalty: 3164.895752 Iteration 24Q: 3 clusters Score -1645403 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14817 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -1645534.500000 Penalty: 3164.895752 Iteration 25Q: 3 clusters Score -1645534 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15059 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -1645658.625000 Penalty: 3164.895752 Iteration 26Q: 3 clusters Score -1645659 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15274 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -1645760.625000 Penalty: 3164.895752 Iteration 27Q: 3 clusters Score -1645761 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15466 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -1645867.625000 Penalty: 3164.895752 Iteration 28Q: 3 clusters Score -1645868 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15633 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -1645953.125000 Penalty: 3164.895752 Iteration 29Q: 3 clusters Score -1645953 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15777 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -1646032.750000 Penalty: 3164.895752 Iteration 30Q: 3 clusters Score -1646033 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15914 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -1646111.750000 Penalty: 3164.895752 Iteration 31Q: 3 clusters Score -1646112 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16022 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -1646172.125000 Penalty: 3164.895752 Iteration 32Q: 3 clusters Score -1646172 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16105 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -1646215.375000 Penalty: 3164.895752 Iteration 33Q: 3 clusters Score -1646215 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16165 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -1646245.000000 Penalty: 3164.895752 Iteration 34Q: 3 clusters Score -1646245 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16232 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -1646286.500000 Penalty: 3164.895752 Iteration 35Q: 3 clusters Score -1646286 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16300 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -1646330.500000 Penalty: 3164.895752 Iteration 36Q: 3 clusters Score -1646330 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16356 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -1646377.625000 Penalty: 3164.895752 Iteration 37Q: 3 clusters Score -1646378 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16409 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -1646412.000000 Penalty: 3164.895752 Iteration 38Q: 3 clusters Score -1646412 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16443 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -1646440.750000 Penalty: 3164.895752 Iteration 39Q: 3 clusters Score -1646441 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16468 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -1646454.750000 Penalty: 3164.895752 Iteration 40F: 3 clusters Score -1646455 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16486 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -1646468.750000 Penalty: 3164.895752 Iteration 41Q: 3 clusters Score -1646469 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16496 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -1646476.375000 Penalty: 3164.895752 Iteration 42Q: 3 clusters Score -1646476 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16510 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -1646489.500000 Penalty: 3164.895752 Iteration 43Q: 3 clusters Score -1646490 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16527 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -1646503.250000 Penalty: 3164.895752 Iteration 44Q: 3 clusters Score -1646503 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16543 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -1646514.000000 Penalty: 3164.895752 Iteration 45Q: 3 clusters Score -1646514 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16554 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -1646521.625000 Penalty: 3164.895752 Iteration 46Q: 3 clusters Score -1646522 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16566 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -1646530.750000 Penalty: 3164.895752 Iteration 47Q: 3 clusters Score -1646531 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16573 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -1646538.500000 Penalty: 3164.895752 Iteration 48Q: 3 clusters Score -1646538 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16579 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -1646540.125000 Penalty: 3164.895752 Iteration 49Q: 3 clusters Score -1646540 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16589 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -1646549.125000 Penalty: 3164.895752 Iteration 50Q: 3 clusters Score -1646549 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16591 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -1646547.750000 Penalty: 3164.895752 Iteration 51Q: 3 clusters Score -1646548 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16593 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -1646550.750000 Penalty: 3164.895752 Iteration 52Q: 3 clusters Score -1646551 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16595 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -1646552.375000 Penalty: 3164.895752 Iteration 53Q: 3 clusters Score -1646552 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16596 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -1646552.500000 Penalty: 3164.895752 Iteration 54Q: 3 clusters Score -1646552 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16596 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -1646552.500000 Penalty: 3164.895752 Iteration 55F: 3 clusters Score -1646552 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (5607 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5607 members Entering Unmasked Estep Score: -531979.312500 Penalty: 1402.662842 Iteration 0F: 2 clusters Score -531979.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -527600.750000 Penalty: 2805.325684 Iteration 0F: 3 clusters Score -527600.8 nChanged 2297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -528864.250000 Penalty: 2805.325684 Iteration 1F: 3 clusters Score -528864.2 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -529135.187500 Penalty: 2805.325684 Iteration 2F: 3 clusters Score -529135.2 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -529447.562500 Penalty: 2805.325684 Iteration 3F: 3 clusters Score -529447.6 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -529836.437500 Penalty: 2805.325684 Iteration 4F: 3 clusters Score -529836.4 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -530252.562500 Penalty: 2805.325684 Iteration 5F: 3 clusters Score -530252.6 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -530660.812500 Penalty: 2805.325684 Iteration 6F: 3 clusters Score -530660.8 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -531014.187500 Penalty: 2805.325684 Iteration 7F: 3 clusters Score -531014.2 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -531272.062500 Penalty: 2805.325684 Iteration 8Q: 3 clusters Score -531272.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -531482.937500 Penalty: 2805.325684 Iteration 9Q: 3 clusters Score -531482.9 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -531629.125000 Penalty: 2805.325684 Iteration 10Q: 3 clusters Score -531629.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -531705.812500 Penalty: 2805.325684 Iteration 11Q: 3 clusters Score -531705.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -531749.937500 Penalty: 2805.325684 Iteration 12Q: 3 clusters Score -531749.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -531778.687500 Penalty: 2805.325684 Iteration 13Q: 3 clusters Score -531778.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -531794.062500 Penalty: 2805.325684 Iteration 14Q: 3 clusters Score -531794.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -531799.000000 Penalty: 2805.325684 Iteration 15Q: 3 clusters Score -531799 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -531802.875000 Penalty: 2805.325684 Iteration 16Q: 3 clusters Score -531802.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -531805.687500 Penalty: 2805.325684 Iteration 17Q: 3 clusters Score -531805.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -531806.437500 Penalty: 2805.325684 Iteration 18Q: 3 clusters Score -531806.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -531806.937500 Penalty: 2805.325684 Iteration 19Q: 3 clusters Score -531806.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -531807.437500 Penalty: 2805.325684 Iteration 20F: 3 clusters Score -531807.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -531808.750000 Penalty: 2805.325684 Iteration 21Q: 3 clusters Score -531808.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -531810.937500 Penalty: 2805.325684 Iteration 22Q: 3 clusters Score -531810.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -531811.000000 Penalty: 2805.325684 Iteration 23Q: 3 clusters Score -531811 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -531811.125000 Penalty: 2805.325684 Iteration 24Q: 3 clusters Score -531811.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -531811.500000 Penalty: 2805.325684 Iteration 25Q: 3 clusters Score -531811.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -531811.500000 Penalty: 2805.325684 Iteration 26F: 3 clusters Score -531811.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (6387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6387 members Entering Unmasked Estep Score: -587336.937500 Penalty: 1423.828247 Iteration 0F: 2 clusters Score -587336.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -582503.750000 Penalty: 2847.656494 Iteration 0F: 3 clusters Score -582503.8 nChanged 2665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -583978.062500 Penalty: 2847.656494 Iteration 1F: 3 clusters Score -583978.1 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -584285.875000 Penalty: 2847.656494 Iteration 2F: 3 clusters Score -584285.9 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -584555.562500 Penalty: 2847.656494 Iteration 3F: 3 clusters Score -584555.6 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -584764.875000 Penalty: 2847.656494 Iteration 4F: 3 clusters Score -584764.9 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -584974.812500 Penalty: 2847.656494 Iteration 5F: 3 clusters Score -584974.8 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -585177.562500 Penalty: 2847.656494 Iteration 6Q: 3 clusters Score -585177.6 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -585427.125000 Penalty: 2847.656494 Iteration 7F: 3 clusters Score -585427.1 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -585652.812500 Penalty: 2847.656494 Iteration 8Q: 3 clusters Score -585652.8 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -585834.312500 Penalty: 2847.656494 Iteration 9Q: 3 clusters Score -585834.3 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -585957.312500 Penalty: 2847.656494 Iteration 10Q: 3 clusters Score -585957.3 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -586052.187500 Penalty: 2847.656494 Iteration 11Q: 3 clusters Score -586052.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -586116.375000 Penalty: 2847.656494 Iteration 12Q: 3 clusters Score -586116.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -586168.937500 Penalty: 2847.656494 Iteration 13Q: 3 clusters Score -586168.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -586203.875000 Penalty: 2847.656494 Iteration 14Q: 3 clusters Score -586203.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -586229.937500 Penalty: 2847.656494 Iteration 15Q: 3 clusters Score -586229.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -586253.000000 Penalty: 2847.656494 Iteration 16Q: 3 clusters Score -586253 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -586268.812500 Penalty: 2847.656494 Iteration 17Q: 3 clusters Score -586268.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -586281.375000 Penalty: 2847.656494 Iteration 18Q: 3 clusters Score -586281.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 4841 members Entering Unmasked Estep Score: -586294.250000 Penalty: 2847.656494 Iteration 19Q: 3 clusters Score -586294.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -586307.875000 Penalty: 2847.656494 Iteration 20F: 3 clusters Score -586307.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -586328.000000 Penalty: 2847.656494 Iteration 21Q: 3 clusters Score -586328 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 4962 members Entering Unmasked Estep Score: -586354.562500 Penalty: 2847.656494 Iteration 22Q: 3 clusters Score -586354.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 5011 members Entering Unmasked Estep Score: -586393.937500 Penalty: 2847.656494 Iteration 23Q: 3 clusters Score -586393.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -586428.937500 Penalty: 2847.656494 Iteration 24Q: 3 clusters Score -586428.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 5107 members Entering Unmasked Estep Score: -586458.750000 Penalty: 2847.656494 Iteration 25Q: 3 clusters Score -586458.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 5145 members Entering Unmasked Estep Score: -586474.875000 Penalty: 2847.656494 Iteration 26Q: 3 clusters Score -586474.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 5181 members Entering Unmasked Estep Score: -586488.812500 Penalty: 2847.656494 Iteration 27Q: 3 clusters Score -586488.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 5202 members Entering Unmasked Estep Score: -586497.187500 Penalty: 2847.656494 Iteration 28Q: 3 clusters Score -586497.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 5226 members Entering Unmasked Estep Score: -586506.125000 Penalty: 2847.656494 Iteration 29Q: 3 clusters Score -586506.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 5250 members Entering Unmasked Estep Score: -586513.875000 Penalty: 2847.656494 Iteration 30Q: 3 clusters Score -586513.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -586522.437500 Penalty: 2847.656494 Iteration 31Q: 3 clusters Score -586522.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -586528.937500 Penalty: 2847.656494 Iteration 32Q: 3 clusters Score -586528.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 5310 members Entering Unmasked Estep Score: -586533.937500 Penalty: 2847.656494 Iteration 33Q: 3 clusters Score -586533.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 5320 members Entering Unmasked Estep Score: -586535.437500 Penalty: 2847.656494 Iteration 34Q: 3 clusters Score -586535.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 5327 members Entering Unmasked Estep Score: -586536.500000 Penalty: 2847.656494 Iteration 35Q: 3 clusters Score -586536.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -586537.062500 Penalty: 2847.656494 Iteration 36Q: 3 clusters Score -586537.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 5344 members Entering Unmasked Estep Score: -586540.500000 Penalty: 2847.656494 Iteration 37Q: 3 clusters Score -586540.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 5357 members Entering Unmasked Estep Score: -586544.750000 Penalty: 2847.656494 Iteration 38Q: 3 clusters Score -586544.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 5366 members Entering Unmasked Estep Score: -586547.625000 Penalty: 2847.656494 Iteration 39Q: 3 clusters Score -586547.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 5375 members Entering Unmasked Estep Score: -586550.125000 Penalty: 2847.656494 Iteration 40F: 3 clusters Score -586550.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 5382 members Entering Unmasked Estep Score: -586552.062500 Penalty: 2847.656494 Iteration 41Q: 3 clusters Score -586552.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 5390 members Entering Unmasked Estep Score: -586555.000000 Penalty: 2847.656494 Iteration 42Q: 3 clusters Score -586555 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 5399 members Entering Unmasked Estep Score: -586557.000000 Penalty: 2847.656494 Iteration 43Q: 3 clusters Score -586557 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 5410 members Entering Unmasked Estep Score: -586559.062500 Penalty: 2847.656494 Iteration 44Q: 3 clusters Score -586559.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 5417 members Entering Unmasked Estep Score: -586562.687500 Penalty: 2847.656494 Iteration 45Q: 3 clusters Score -586562.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 5423 members Entering Unmasked Estep Score: -586564.062500 Penalty: 2847.656494 Iteration 46Q: 3 clusters Score -586564.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 5427 members Entering Unmasked Estep Score: -586564.937500 Penalty: 2847.656494 Iteration 47Q: 3 clusters Score -586564.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 5429 members Entering Unmasked Estep Score: -586564.500000 Penalty: 2847.656494 Iteration 48Q: 3 clusters Score -586564.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 5431 members Entering Unmasked Estep Score: -586565.125000 Penalty: 2847.656494 Iteration 49Q: 3 clusters Score -586565.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -586565.312500 Penalty: 2847.656494 Iteration 50Q: 3 clusters Score -586565.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 5438 members Entering Unmasked Estep Score: -586567.500000 Penalty: 2847.656494 Iteration 51Q: 3 clusters Score -586567.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 5445 members Entering Unmasked Estep Score: -586568.437500 Penalty: 2847.656494 Iteration 52Q: 3 clusters Score -586568.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 5455 members Entering Unmasked Estep Score: -586573.875000 Penalty: 2847.656494 Iteration 53Q: 3 clusters Score -586573.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 5464 members Entering Unmasked Estep Score: -586578.437500 Penalty: 2847.656494 Iteration 54Q: 3 clusters Score -586578.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 5470 members Entering Unmasked Estep Score: -586579.625000 Penalty: 2847.656494 Iteration 55Q: 3 clusters Score -586579.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -586580.875000 Penalty: 2847.656494 Iteration 56Q: 3 clusters Score -586580.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 5479 members Entering Unmasked Estep Score: -586581.062500 Penalty: 2847.656494 Iteration 57Q: 3 clusters Score -586581.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 5481 members Entering Unmasked Estep Score: -586582.562500 Penalty: 2847.656494 Iteration 58Q: 3 clusters Score -586582.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 5485 members Entering Unmasked Estep Score: -586583.437500 Penalty: 2847.656494 Iteration 59Q: 3 clusters Score -586583.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 5492 members Entering Unmasked Estep Score: -586584.562500 Penalty: 2847.656494 Iteration 60F: 3 clusters Score -586584.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -586587.000000 Penalty: 2847.656494 Iteration 61Q: 3 clusters Score -586587 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -586587.000000 Penalty: 2847.656494 Iteration 62Q: 3 clusters Score -586587 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 5509 members Entering Unmasked Estep Score: -586591.250000 Penalty: 2847.656494 Iteration 63Q: 3 clusters Score -586591.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 5513 members Entering Unmasked Estep Score: -586593.500000 Penalty: 2847.656494 Iteration 64Q: 3 clusters Score -586593.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 5519 members Entering Unmasked Estep Score: -586594.375000 Penalty: 2847.656494 Iteration 65Q: 3 clusters Score -586594.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -586594.812500 Penalty: 2847.656494 Iteration 66Q: 3 clusters Score -586594.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -586594.812500 Penalty: 2847.656494 Iteration 67F: 3 clusters Score -586594.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (2834 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Entering Unmasked Estep Score: -270377.500000 Penalty: 1291.784668 Iteration 0F: 2 clusters Score -270377.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -267744.375000 Penalty: 2583.569336 Iteration 0F: 3 clusters Score -267744.4 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -268383.218750 Penalty: 2583.569336 Iteration 1F: 3 clusters Score -268383.2 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -268555.156250 Penalty: 2583.569336 Iteration 2F: 3 clusters Score -268555.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -268655.812500 Penalty: 2583.569336 Iteration 3F: 3 clusters Score -268655.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -268722.062500 Penalty: 2583.569336 Iteration 4Q: 3 clusters Score -268722.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -268777.531250 Penalty: 2583.569336 Iteration 5Q: 3 clusters Score -268777.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -268820.125000 Penalty: 2583.569336 Iteration 6Q: 3 clusters Score -268820.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -268854.531250 Penalty: 2583.569336 Iteration 7Q: 3 clusters Score -268854.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -268898.312500 Penalty: 2583.569336 Iteration 8Q: 3 clusters Score -268898.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -268945.000000 Penalty: 2583.569336 Iteration 9Q: 3 clusters Score -268945 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -268989.937500 Penalty: 2583.569336 Iteration 10Q: 3 clusters Score -268989.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -269023.000000 Penalty: 2583.569336 Iteration 11Q: 3 clusters Score -269023 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -269050.500000 Penalty: 2583.569336 Iteration 12Q: 3 clusters Score -269050.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -269076.062500 Penalty: 2583.569336 Iteration 13Q: 3 clusters Score -269076.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -269096.281250 Penalty: 2583.569336 Iteration 14Q: 3 clusters Score -269096.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -269104.281250 Penalty: 2583.569336 Iteration 15Q: 3 clusters Score -269104.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -269112.812500 Penalty: 2583.569336 Iteration 16Q: 3 clusters Score -269112.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -269119.875000 Penalty: 2583.569336 Iteration 17Q: 3 clusters Score -269119.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -269127.468750 Penalty: 2583.569336 Iteration 18Q: 3 clusters Score -269127.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -269135.250000 Penalty: 2583.569336 Iteration 19Q: 3 clusters Score -269135.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -269144.031250 Penalty: 2583.569336 Iteration 20F: 3 clusters Score -269144 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -269153.250000 Penalty: 2583.569336 Iteration 21Q: 3 clusters Score -269153.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -269158.656250 Penalty: 2583.569336 Iteration 22Q: 3 clusters Score -269158.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -269160.906250 Penalty: 2583.569336 Iteration 23Q: 3 clusters Score -269160.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -269164.375000 Penalty: 2583.569336 Iteration 24Q: 3 clusters Score -269164.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -269166.062500 Penalty: 2583.569336 Iteration 25Q: 3 clusters Score -269166.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -269167.375000 Penalty: 2583.569336 Iteration 26Q: 3 clusters Score -269167.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -269167.906250 Penalty: 2583.569336 Iteration 27Q: 3 clusters Score -269167.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -269168.343750 Penalty: 2583.569336 Iteration 28Q: 3 clusters Score -269168.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -269169.375000 Penalty: 2583.569336 Iteration 29Q: 3 clusters Score -269169.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -269169.937500 Penalty: 2583.569336 Iteration 30Q: 3 clusters Score -269169.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -269169.625000 Penalty: 2583.569336 Iteration 31Q: 3 clusters Score -269169.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -269170.187500 Penalty: 2583.569336 Iteration 32Q: 3 clusters Score -269170.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -269170.375000 Penalty: 2583.569336 Iteration 33Q: 3 clusters Score -269170.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -269170.375000 Penalty: 2583.569336 Iteration 34F: 3 clusters Score -269170.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (2762 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Entering Unmasked Estep Score: -247674.031250 Penalty: 1287.602905 Iteration 0F: 2 clusters Score -247674 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -245112.187500 Penalty: 2575.205811 Iteration 0F: 3 clusters Score -245112.2 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -245729.234375 Penalty: 2575.205811 Iteration 1F: 3 clusters Score -245729.2 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -245858.703125 Penalty: 2575.205811 Iteration 2F: 3 clusters Score -245858.7 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -245932.171875 Penalty: 2575.205811 Iteration 3Q: 3 clusters Score -245932.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -245994.656250 Penalty: 2575.205811 Iteration 4Q: 3 clusters Score -245994.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -246044.687500 Penalty: 2575.205811 Iteration 5Q: 3 clusters Score -246044.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -246094.281250 Penalty: 2575.205811 Iteration 6Q: 3 clusters Score -246094.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -246139.125000 Penalty: 2575.205811 Iteration 7Q: 3 clusters Score -246139.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -246182.796875 Penalty: 2575.205811 Iteration 8Q: 3 clusters Score -246182.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -246237.265625 Penalty: 2575.205811 Iteration 9Q: 3 clusters Score -246237.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -246303.156250 Penalty: 2575.205811 Iteration 10Q: 3 clusters Score -246303.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -246370.671875 Penalty: 2575.205811 Iteration 11Q: 3 clusters Score -246370.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -246445.296875 Penalty: 2575.205811 Iteration 12Q: 3 clusters Score -246445.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -246521.046875 Penalty: 2575.205811 Iteration 13Q: 3 clusters Score -246521 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -246577.515625 Penalty: 2575.205811 Iteration 14Q: 3 clusters Score -246577.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -246622.578125 Penalty: 2575.205811 Iteration 15Q: 3 clusters Score -246622.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -246661.062500 Penalty: 2575.205811 Iteration 16Q: 3 clusters Score -246661.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -246689.953125 Penalty: 2575.205811 Iteration 17Q: 3 clusters Score -246690 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -246706.812500 Penalty: 2575.205811 Iteration 18Q: 3 clusters Score -246706.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -246725.031250 Penalty: 2575.205811 Iteration 19Q: 3 clusters Score -246725 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -246741.843750 Penalty: 2575.205811 Iteration 20F: 3 clusters Score -246741.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -246753.875000 Penalty: 2575.205811 Iteration 21Q: 3 clusters Score -246753.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -246764.406250 Penalty: 2575.205811 Iteration 22Q: 3 clusters Score -246764.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -246773.109375 Penalty: 2575.205811 Iteration 23Q: 3 clusters Score -246773.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -246779.031250 Penalty: 2575.205811 Iteration 24Q: 3 clusters Score -246779 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -246780.859375 Penalty: 2575.205811 Iteration 25Q: 3 clusters Score -246780.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -246782.750000 Penalty: 2575.205811 Iteration 26Q: 3 clusters Score -246782.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -246784.593750 Penalty: 2575.205811 Iteration 27Q: 3 clusters Score -246784.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -246784.890625 Penalty: 2575.205811 Iteration 28Q: 3 clusters Score -246784.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -246784.890625 Penalty: 2575.205811 Iteration 29F: 3 clusters Score -246784.9 nChanged 0 --- Evaluating fit on full set of 275708 points --- Entering Unmasked Estep Score: -24687184.000000 Penalty: 52926.988281 24->27 Clusters: Score -24687184.000000, best is -25266208.000000 Starting from 25 clusters... Entering ConstructFrom: --- Running on subset of 91902 points --- Entering CEM Assigned 25 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 3810 members Mstep: Class 3 contains 3739 members Mstep: Class 4 contains 3848 members Mstep: Class 5 contains 3914 members Mstep: Class 6 contains 3806 members Mstep: Class 7 contains 3755 members Mstep: Class 8 contains 3811 members Mstep: Class 9 contains 3749 members Mstep: Class 10 contains 3787 members Mstep: Class 11 contains 3885 members Mstep: Class 12 contains 3864 members Mstep: Class 13 contains 3846 members Mstep: Class 14 contains 3801 members Mstep: Class 15 contains 3849 members Mstep: Class 16 contains 3862 members Mstep: Class 17 contains 3945 members Mstep: Class 18 contains 3924 members Mstep: Class 19 contains 3839 members Mstep: Class 20 contains 3869 members Mstep: Class 21 contains 3820 members Mstep: Class 22 contains 3786 members Mstep: Class 23 contains 3760 members Mstep: Class 24 contains 3865 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 274.528046 but Gain 1857.128906 Score: -7563150.000000 Penalty: 42713.937500 Iteration 0F: 24 clusters Score -7563150 nChanged 86468 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 3751 members Mstep: Class 3 contains 3277 members Mstep: Class 4 contains 3797 members Mstep: Class 5 contains 3637 members Mstep: Class 6 contains 3844 members Mstep: Class 7 contains 4581 members Mstep: Class 8 contains 4395 members Mstep: Class 9 contains 3450 members Mstep: Class 10 contains 2227 members Mstep: Class 11 contains 3533 members Mstep: Class 12 contains 2771 members Mstep: Class 13 contains 2310 members Mstep: Class 14 contains 10024 members Mstep: Class 15 contains 1625 members Mstep: Class 16 contains 1720 members Mstep: Class 18 contains 2294 members Mstep: Class 19 contains 3392 members Mstep: Class 20 contains 14661 members Mstep: Class 21 contains 3144 members Mstep: Class 22 contains 2739 members Mstep: Class 23 contains 3340 members Mstep: Class 24 contains 4603 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 1507.598389 but Gain 1857.128906 Score: -7960464.000000 Penalty: 40856.808594 Iteration 1F: 23 clusters Score -7960464 nChanged 39500 Entering Unmasked Mstep Mstep: Class 0 contains 100 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 1750 members Mstep: Class 3 contains 3598 members Mstep: Class 4 contains 2662 members Mstep: Class 5 contains 3798 members Mstep: Class 6 contains 3451 members Mstep: Class 7 contains 4485 members Mstep: Class 8 contains 3728 members Mstep: Class 9 contains 3294 members Mstep: Class 10 contains 2447 members Mstep: Class 11 contains 4898 members Mstep: Class 12 contains 1372 members Mstep: Class 13 contains 1176 members Mstep: Class 14 contains 10337 members Mstep: Class 15 contains 905 members Mstep: Class 18 contains 1739 members Mstep: Class 19 contains 3931 members Mstep: Class 20 contains 19288 members Mstep: Class 21 contains 4385 members Mstep: Class 22 contains 2271 members Mstep: Class 23 contains 3887 members Mstep: Class 24 contains 6237 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 682.981812 but Gain 1857.125000 Score: -8139473.000000 Penalty: 38999.683594 Iteration 2F: 22 clusters Score -8139473 nChanged 27665 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 928 members Mstep: Class 3 contains 5025 members Mstep: Class 4 contains 2105 members Mstep: Class 5 contains 3978 members Mstep: Class 6 contains 3544 members Mstep: Class 7 contains 5516 members Mstep: Class 8 contains 2440 members Mstep: Class 9 contains 2423 members Mstep: Class 10 contains 3468 members Mstep: Class 11 contains 4501 members Mstep: Class 12 contains 623 members Mstep: Class 13 contains 853 members Mstep: Class 14 contains 10255 members Mstep: Class 18 contains 957 members Mstep: Class 19 contains 4149 members Mstep: Class 20 contains 17026 members Mstep: Class 21 contains 6254 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 5080 members Mstep: Class 24 contains 9489 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 1413.197144 but Gain 1857.128906 Score: -8238796.000000 Penalty: 37142.554688 Iteration 3F: 21 clusters Score -8238796 nChanged 19201 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 844 members Mstep: Class 3 contains 6346 members Mstep: Class 4 contains 1531 members Mstep: Class 5 contains 3842 members Mstep: Class 6 contains 3380 members Mstep: Class 7 contains 6134 members Mstep: Class 8 contains 1474 members Mstep: Class 9 contains 1604 members Mstep: Class 10 contains 3914 members Mstep: Class 11 contains 3416 members Mstep: Class 13 contains 975 members Mstep: Class 14 contains 10860 members Mstep: Class 18 contains 605 members Mstep: Class 19 contains 4429 members Mstep: Class 20 contains 13623 members Mstep: Class 21 contains 7978 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 6261 members Mstep: Class 24 contains 12239 members Entering Unmasked Estep ConsiderDeletion Score: -8282503.500000 Penalty: 37142.554688 Iteration 4F: 21 clusters Score -8282504 nChanged 13483 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 834 members Mstep: Class 3 contains 6943 members Mstep: Class 4 contains 1268 members Mstep: Class 5 contains 3650 members Mstep: Class 6 contains 3293 members Mstep: Class 7 contains 5723 members Mstep: Class 8 contains 927 members Mstep: Class 9 contains 1185 members Mstep: Class 10 contains 4269 members Mstep: Class 11 contains 3023 members Mstep: Class 13 contains 1231 members Mstep: Class 14 contains 12065 members Mstep: Class 18 contains 618 members Mstep: Class 19 contains 4444 members Mstep: Class 20 contains 9388 members Mstep: Class 21 contains 9303 members Mstep: Class 22 contains 979 members Mstep: Class 23 contains 7304 members Mstep: Class 24 contains 14271 members Entering Unmasked Estep ConsiderDeletion Score: -8311591.000000 Penalty: 37142.554688 Iteration 5F: 21 clusters Score -8311591 nChanged 10028 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 724 members Mstep: Class 3 contains 7173 members Mstep: Class 4 contains 1153 members Mstep: Class 5 contains 3512 members Mstep: Class 6 contains 3136 members Mstep: Class 7 contains 4852 members Mstep: Class 8 contains 874 members Mstep: Class 9 contains 1028 members Mstep: Class 10 contains 4552 members Mstep: Class 11 contains 2737 members Mstep: Class 13 contains 1462 members Mstep: Class 14 contains 12747 members Mstep: Class 18 contains 679 members Mstep: Class 19 contains 4595 members Mstep: Class 20 contains 5996 members Mstep: Class 21 contains 10332 members Mstep: Class 22 contains 718 members Mstep: Class 23 contains 8220 members Mstep: Class 24 contains 16035 members Entering Unmasked Estep ConsiderDeletion Score: -8333846.000000 Penalty: 37142.554688 Iteration 6F: 21 clusters Score -8333846 nChanged 6853 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 633 members Mstep: Class 3 contains 7409 members Mstep: Class 4 contains 1092 members Mstep: Class 5 contains 3467 members Mstep: Class 6 contains 3140 members Mstep: Class 7 contains 3894 members Mstep: Class 8 contains 953 members Mstep: Class 9 contains 977 members Mstep: Class 10 contains 4603 members Mstep: Class 11 contains 2257 members Mstep: Class 13 contains 1584 members Mstep: Class 14 contains 12851 members Mstep: Class 18 contains 734 members Mstep: Class 19 contains 4734 members Mstep: Class 20 contains 4531 members Mstep: Class 21 contains 10649 members Mstep: Class 22 contains 582 members Mstep: Class 23 contains 9121 members Mstep: Class 24 contains 17089 members Entering Unmasked Estep ConsiderDeletion Score: -8347139.500000 Penalty: 37142.554688 Iteration 7F: 21 clusters Score -8347140 nChanged 4975 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 616 members Mstep: Class 3 contains 7524 members Mstep: Class 4 contains 1054 members Mstep: Class 5 contains 3471 members Mstep: Class 6 contains 3601 members Mstep: Class 7 contains 3092 members Mstep: Class 8 contains 1033 members Mstep: Class 9 contains 1014 members Mstep: Class 10 contains 4351 members Mstep: Class 11 contains 1807 members Mstep: Class 13 contains 1600 members Mstep: Class 14 contains 12692 members Mstep: Class 18 contains 731 members Mstep: Class 19 contains 4742 members Mstep: Class 20 contains 4617 members Mstep: Class 21 contains 9872 members Mstep: Class 22 contains 576 members Mstep: Class 23 contains 10078 members Mstep: Class 24 contains 17594 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 1672.019653 but Gain 1857.128906 Score: -8356025.000000 Penalty: 35285.425781 Iteration 8F: 20 clusters Score -8356025 nChanged 5906 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 629 members Mstep: Class 3 contains 7552 members Mstep: Class 4 contains 1046 members Mstep: Class 5 contains 3479 members Mstep: Class 6 contains 4301 members Mstep: Class 7 contains 2480 members Mstep: Class 8 contains 1078 members Mstep: Class 9 contains 1049 members Mstep: Class 10 contains 4080 members Mstep: Class 13 contains 1585 members Mstep: Class 14 contains 12284 members Mstep: Class 18 contains 678 members Mstep: Class 19 contains 4726 members Mstep: Class 20 contains 4935 members Mstep: Class 21 contains 8871 members Mstep: Class 22 contains 611 members Mstep: Class 23 contains 11052 members Mstep: Class 24 contains 19420 members Entering Unmasked Estep ConsiderDeletion Score: -8363540.500000 Penalty: 35285.425781 Iteration 9F: 20 clusters Score -8363540 nChanged 3398 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 673 members Mstep: Class 3 contains 7600 members Mstep: Class 4 contains 1044 members Mstep: Class 5 contains 3476 members Mstep: Class 6 contains 4853 members Mstep: Class 7 contains 2086 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 1108 members Mstep: Class 10 contains 3995 members Mstep: Class 13 contains 1583 members Mstep: Class 14 contains 11660 members Mstep: Class 18 contains 616 members Mstep: Class 19 contains 4695 members Mstep: Class 20 contains 5074 members Mstep: Class 21 contains 8138 members Mstep: Class 22 contains 678 members Mstep: Class 23 contains 12055 members Mstep: Class 24 contains 19398 members Entering Unmasked Estep ConsiderDeletion Score: -8367920.000000 Penalty: 35285.425781 Iteration 10Q: 20 clusters Score -8367920 nChanged 2718 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 694 members Mstep: Class 3 contains 7625 members Mstep: Class 4 contains 1044 members Mstep: Class 5 contains 3472 members Mstep: Class 6 contains 5208 members Mstep: Class 7 contains 1839 members Mstep: Class 8 contains 1007 members Mstep: Class 9 contains 1171 members Mstep: Class 10 contains 4026 members Mstep: Class 13 contains 1577 members Mstep: Class 14 contains 10947 members Mstep: Class 18 contains 582 members Mstep: Class 19 contains 4681 members Mstep: Class 20 contains 5046 members Mstep: Class 21 contains 7739 members Mstep: Class 22 contains 745 members Mstep: Class 23 contains 13018 members Mstep: Class 24 contains 19386 members Entering Unmasked Estep ConsiderDeletion Score: -8370843.500000 Penalty: 35285.425781 Iteration 11Q: 20 clusters Score -8370844 nChanged 2317 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 695 members Mstep: Class 3 contains 7622 members Mstep: Class 4 contains 1044 members Mstep: Class 5 contains 3470 members Mstep: Class 6 contains 5382 members Mstep: Class 7 contains 1651 members Mstep: Class 8 contains 949 members Mstep: Class 9 contains 1233 members Mstep: Class 10 contains 4094 members Mstep: Class 13 contains 1567 members Mstep: Class 14 contains 10179 members Mstep: Class 18 contains 561 members Mstep: Class 19 contains 4664 members Mstep: Class 20 contains 4967 members Mstep: Class 21 contains 7566 members Mstep: Class 22 contains 817 members Mstep: Class 23 contains 13986 members Mstep: Class 24 contains 19385 members Entering Unmasked Estep ConsiderDeletion Score: -8373330.000000 Penalty: 35285.425781 Iteration 12Q: 20 clusters Score -8373330 nChanged 2007 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 700 members Mstep: Class 3 contains 7616 members Mstep: Class 4 contains 1044 members Mstep: Class 5 contains 3470 members Mstep: Class 6 contains 5451 members Mstep: Class 7 contains 1583 members Mstep: Class 8 contains 876 members Mstep: Class 9 contains 1250 members Mstep: Class 10 contains 4178 members Mstep: Class 13 contains 1563 members Mstep: Class 14 contains 9398 members Mstep: Class 18 contains 547 members Mstep: Class 19 contains 4648 members Mstep: Class 20 contains 4868 members Mstep: Class 21 contains 7518 members Mstep: Class 22 contains 901 members Mstep: Class 23 contains 14856 members Mstep: Class 24 contains 19387 members Entering Unmasked Estep ConsiderDeletion Score: -8375090.000000 Penalty: 35285.425781 Iteration 13Q: 20 clusters Score -8375090 nChanged 1600 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 699 members Mstep: Class 3 contains 7612 members Mstep: Class 4 contains 1044 members Mstep: Class 5 contains 3468 members Mstep: Class 6 contains 5477 members Mstep: Class 7 contains 1589 members Mstep: Class 8 contains 853 members Mstep: Class 9 contains 1260 members Mstep: Class 10 contains 4275 members Mstep: Class 13 contains 1558 members Mstep: Class 14 contains 8691 members Mstep: Class 18 contains 537 members Mstep: Class 19 contains 4633 members Mstep: Class 20 contains 4760 members Mstep: Class 21 contains 7506 members Mstep: Class 22 contains 929 members Mstep: Class 23 contains 15574 members Mstep: Class 24 contains 19391 members Entering Unmasked Estep ConsiderDeletion Score: -8376451.000000 Penalty: 35285.425781 Iteration 14Q: 20 clusters Score -8376451 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 691 members Mstep: Class 3 contains 7608 members Mstep: Class 4 contains 1044 members Mstep: Class 5 contains 3466 members Mstep: Class 6 contains 5491 members Mstep: Class 7 contains 1704 members Mstep: Class 8 contains 847 members Mstep: Class 9 contains 1283 members Mstep: Class 10 contains 4357 members Mstep: Class 13 contains 1559 members Mstep: Class 14 contains 8115 members Mstep: Class 18 contains 532 members Mstep: Class 19 contains 4620 members Mstep: Class 20 contains 4662 members Mstep: Class 21 contains 7509 members Mstep: Class 22 contains 939 members Mstep: Class 23 contains 16036 members Mstep: Class 24 contains 19396 members Entering Unmasked Estep ConsiderDeletion Score: -8377429.500000 Penalty: 35285.425781 Iteration 15Q: 20 clusters Score -8377430 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 681 members Mstep: Class 3 contains 7603 members Mstep: Class 4 contains 1044 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 5500 members Mstep: Class 7 contains 1862 members Mstep: Class 8 contains 836 members Mstep: Class 9 contains 1304 members Mstep: Class 10 contains 4435 members Mstep: Class 13 contains 1567 members Mstep: Class 14 contains 7699 members Mstep: Class 18 contains 531 members Mstep: Class 19 contains 4602 members Mstep: Class 20 contains 4574 members Mstep: Class 21 contains 7509 members Mstep: Class 22 contains 948 members Mstep: Class 23 contains 16302 members Mstep: Class 24 contains 19398 members Entering Unmasked Estep ConsiderDeletion Score: -8378274.000000 Penalty: 35285.425781 Iteration 16Q: 20 clusters Score -8378274 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 662 members Mstep: Class 3 contains 7606 members Mstep: Class 4 contains 1044 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 5503 members Mstep: Class 7 contains 2031 members Mstep: Class 8 contains 828 members Mstep: Class 9 contains 1329 members Mstep: Class 10 contains 4510 members Mstep: Class 13 contains 1572 members Mstep: Class 14 contains 7401 members Mstep: Class 18 contains 527 members Mstep: Class 19 contains 4579 members Mstep: Class 20 contains 4490 members Mstep: Class 21 contains 7518 members Mstep: Class 22 contains 953 members Mstep: Class 23 contains 16449 members Mstep: Class 24 contains 19395 members Entering Unmasked Estep ConsiderDeletion Score: -8378866.500000 Penalty: 35285.425781 Iteration 17Q: 20 clusters Score -8378866 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 648 members Mstep: Class 3 contains 7621 members Mstep: Class 4 contains 1044 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 5511 members Mstep: Class 7 contains 2189 members Mstep: Class 8 contains 826 members Mstep: Class 9 contains 1345 members Mstep: Class 10 contains 4581 members Mstep: Class 13 contains 1580 members Mstep: Class 14 contains 7163 members Mstep: Class 18 contains 527 members Mstep: Class 19 contains 4549 members Mstep: Class 20 contains 4410 members Mstep: Class 21 contains 7522 members Mstep: Class 22 contains 955 members Mstep: Class 23 contains 16528 members Mstep: Class 24 contains 19398 members Entering Unmasked Estep ConsiderDeletion Score: -8379484.500000 Penalty: 35285.425781 Iteration 18Q: 20 clusters Score -8379484 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 650 members Mstep: Class 3 contains 7631 members Mstep: Class 4 contains 1044 members Mstep: Class 5 contains 3464 members Mstep: Class 6 contains 5514 members Mstep: Class 7 contains 2306 members Mstep: Class 8 contains 824 members Mstep: Class 9 contains 1351 members Mstep: Class 10 contains 4645 members Mstep: Class 13 contains 1589 members Mstep: Class 14 contains 6968 members Mstep: Class 18 contains 527 members Mstep: Class 19 contains 4526 members Mstep: Class 20 contains 4345 members Mstep: Class 21 contains 7524 members Mstep: Class 22 contains 955 members Mstep: Class 23 contains 16602 members Mstep: Class 24 contains 19394 members Entering Unmasked Estep ConsiderDeletion Score: -8380316.500000 Penalty: 35285.425781 Iteration 19Q: 20 clusters Score -8380316 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 666 members Mstep: Class 3 contains 7637 members Mstep: Class 4 contains 1044 members Mstep: Class 5 contains 3463 members Mstep: Class 6 contains 5519 members Mstep: Class 7 contains 2412 members Mstep: Class 8 contains 823 members Mstep: Class 9 contains 1359 members Mstep: Class 10 contains 4693 members Mstep: Class 13 contains 1602 members Mstep: Class 14 contains 6818 members Mstep: Class 18 contains 527 members Mstep: Class 19 contains 4500 members Mstep: Class 20 contains 4307 members Mstep: Class 21 contains 7514 members Mstep: Class 22 contains 955 members Mstep: Class 23 contains 16626 members Mstep: Class 24 contains 19392 members Entering Unmasked Estep ConsiderDeletion Score: -8382376.500000 Penalty: 35285.425781 Iteration 20F: 20 clusters Score -8382376 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 644 members Mstep: Class 3 contains 7633 members Mstep: Class 4 contains 1044 members Mstep: Class 5 contains 3462 members Mstep: Class 6 contains 5520 members Mstep: Class 7 contains 2587 members Mstep: Class 8 contains 811 members Mstep: Class 9 contains 1390 members Mstep: Class 10 contains 4724 members Mstep: Class 13 contains 1624 members Mstep: Class 14 contains 6678 members Mstep: Class 18 contains 524 members Mstep: Class 19 contains 4470 members Mstep: Class 20 contains 4270 members Mstep: Class 21 contains 7517 members Mstep: Class 22 contains 965 members Mstep: Class 23 contains 16606 members Mstep: Class 24 contains 19390 members Entering Unmasked Estep ConsiderDeletion Score: -8384865.000000 Penalty: 35285.425781 Iteration 21Q: 20 clusters Score -8384865 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 592 members Mstep: Class 3 contains 7623 members Mstep: Class 4 contains 1042 members Mstep: Class 5 contains 3459 members Mstep: Class 6 contains 5519 members Mstep: Class 7 contains 2692 members Mstep: Class 8 contains 808 members Mstep: Class 9 contains 1440 members Mstep: Class 10 contains 4755 members Mstep: Class 13 contains 1658 members Mstep: Class 14 contains 6657 members Mstep: Class 18 contains 521 members Mstep: Class 19 contains 4436 members Mstep: Class 20 contains 4233 members Mstep: Class 21 contains 7526 members Mstep: Class 22 contains 972 members Mstep: Class 23 contains 16534 members Mstep: Class 24 contains 19385 members Entering Unmasked Estep ConsiderDeletion Score: -8385692.000000 Penalty: 35285.425781 Iteration 22Q: 20 clusters Score -8385692 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 534 members Mstep: Class 3 contains 7620 members Mstep: Class 4 contains 1041 members Mstep: Class 5 contains 3451 members Mstep: Class 6 contains 5520 members Mstep: Class 7 contains 2762 members Mstep: Class 8 contains 802 members Mstep: Class 9 contains 1514 members Mstep: Class 10 contains 4787 members Mstep: Class 13 contains 1711 members Mstep: Class 14 contains 6640 members Mstep: Class 18 contains 520 members Mstep: Class 19 contains 4382 members Mstep: Class 20 contains 4199 members Mstep: Class 21 contains 7532 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 16476 members Mstep: Class 24 contains 19378 members Entering Unmasked Estep ConsiderDeletion Score: -8386463.500000 Penalty: 35285.425781 Iteration 23Q: 20 clusters Score -8386464 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 485 members Mstep: Class 3 contains 7622 members Mstep: Class 4 contains 1040 members Mstep: Class 5 contains 3441 members Mstep: Class 6 contains 5520 members Mstep: Class 7 contains 2820 members Mstep: Class 8 contains 801 members Mstep: Class 9 contains 1606 members Mstep: Class 10 contains 4807 members Mstep: Class 13 contains 1759 members Mstep: Class 14 contains 6636 members Mstep: Class 18 contains 518 members Mstep: Class 19 contains 4325 members Mstep: Class 20 contains 4178 members Mstep: Class 21 contains 7536 members Mstep: Class 22 contains 973 members Mstep: Class 23 contains 16422 members Mstep: Class 24 contains 19344 members Entering Unmasked Estep ConsiderDeletion Score: -8387064.000000 Penalty: 35285.425781 Iteration 24Q: 20 clusters Score -8387064 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 478 members Mstep: Class 3 contains 7614 members Mstep: Class 4 contains 1039 members Mstep: Class 5 contains 3436 members Mstep: Class 6 contains 5520 members Mstep: Class 7 contains 2869 members Mstep: Class 8 contains 800 members Mstep: Class 9 contains 1663 members Mstep: Class 10 contains 4831 members Mstep: Class 13 contains 1794 members Mstep: Class 14 contains 6627 members Mstep: Class 18 contains 517 members Mstep: Class 19 contains 4284 members Mstep: Class 20 contains 4145 members Mstep: Class 21 contains 7549 members Mstep: Class 22 contains 973 members Mstep: Class 23 contains 16373 members Mstep: Class 24 contains 19316 members Entering Unmasked Estep ConsiderDeletion Score: -8387327.000000 Penalty: 35285.425781 Iteration 25Q: 20 clusters Score -8387327 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 475 members Mstep: Class 3 contains 7607 members Mstep: Class 4 contains 1039 members Mstep: Class 5 contains 3433 members Mstep: Class 6 contains 5524 members Mstep: Class 7 contains 2895 members Mstep: Class 8 contains 800 members Mstep: Class 9 contains 1688 members Mstep: Class 10 contains 4858 members Mstep: Class 13 contains 1808 members Mstep: Class 14 contains 6625 members Mstep: Class 18 contains 516 members Mstep: Class 19 contains 4262 members Mstep: Class 20 contains 4119 members Mstep: Class 21 contains 7554 members Mstep: Class 22 contains 973 members Mstep: Class 23 contains 16342 members Mstep: Class 24 contains 19309 members Entering Unmasked Estep ConsiderDeletion Score: -8387405.500000 Penalty: 35285.425781 Iteration 26Q: 20 clusters Score -8387406 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 7600 members Mstep: Class 4 contains 1039 members Mstep: Class 5 contains 3427 members Mstep: Class 6 contains 5528 members Mstep: Class 7 contains 2911 members Mstep: Class 8 contains 800 members Mstep: Class 9 contains 1704 members Mstep: Class 10 contains 4882 members Mstep: Class 13 contains 1816 members Mstep: Class 14 contains 6625 members Mstep: Class 18 contains 516 members Mstep: Class 19 contains 4252 members Mstep: Class 20 contains 4096 members Mstep: Class 21 contains 7556 members Mstep: Class 22 contains 973 members Mstep: Class 23 contains 16321 members Mstep: Class 24 contains 19307 members Entering Unmasked Estep ConsiderDeletion Score: -8387448.000000 Penalty: 35285.425781 Iteration 27Q: 20 clusters Score -8387448 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 7596 members Mstep: Class 4 contains 1039 members Mstep: Class 5 contains 3427 members Mstep: Class 6 contains 5530 members Mstep: Class 7 contains 2928 members Mstep: Class 8 contains 800 members Mstep: Class 9 contains 1707 members Mstep: Class 10 contains 4899 members Mstep: Class 13 contains 1814 members Mstep: Class 14 contains 6620 members Mstep: Class 18 contains 516 members Mstep: Class 19 contains 4248 members Mstep: Class 20 contains 4070 members Mstep: Class 21 contains 7565 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 16305 members Mstep: Class 24 contains 19307 members Entering Unmasked Estep ConsiderDeletion Score: -8387495.000000 Penalty: 35285.425781 Iteration 28Q: 20 clusters Score -8387495 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 7592 members Mstep: Class 4 contains 1039 members Mstep: Class 5 contains 3427 members Mstep: Class 6 contains 5532 members Mstep: Class 7 contains 2947 members Mstep: Class 8 contains 800 members Mstep: Class 9 contains 1710 members Mstep: Class 10 contains 4907 members Mstep: Class 13 contains 1809 members Mstep: Class 14 contains 6617 members Mstep: Class 18 contains 516 members Mstep: Class 19 contains 4246 members Mstep: Class 20 contains 4053 members Mstep: Class 21 contains 7574 members Mstep: Class 22 contains 975 members Mstep: Class 23 contains 16288 members Mstep: Class 24 contains 19305 members Entering Unmasked Estep ConsiderDeletion Score: -8387500.000000 Penalty: 35285.425781 Iteration 29Q: 20 clusters Score -8387500 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 7588 members Mstep: Class 4 contains 1039 members Mstep: Class 5 contains 3426 members Mstep: Class 6 contains 5533 members Mstep: Class 7 contains 2964 members Mstep: Class 8 contains 800 members Mstep: Class 9 contains 1715 members Mstep: Class 10 contains 4913 members Mstep: Class 13 contains 1810 members Mstep: Class 14 contains 6615 members Mstep: Class 18 contains 516 members Mstep: Class 19 contains 4246 members Mstep: Class 20 contains 4036 members Mstep: Class 21 contains 7583 members Mstep: Class 22 contains 975 members Mstep: Class 23 contains 16270 members Mstep: Class 24 contains 19305 members Entering Unmasked Estep ConsiderDeletion Score: -8387495.500000 Penalty: 35285.425781 Iteration 30Q: 20 clusters Score -8387496 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 469 members Mstep: Class 3 contains 7580 members Mstep: Class 4 contains 1039 members Mstep: Class 5 contains 3425 members Mstep: Class 6 contains 5533 members Mstep: Class 7 contains 2976 members Mstep: Class 8 contains 800 members Mstep: Class 9 contains 1721 members Mstep: Class 10 contains 4923 members Mstep: Class 13 contains 1812 members Mstep: Class 14 contains 6613 members Mstep: Class 18 contains 516 members Mstep: Class 19 contains 4246 members Mstep: Class 20 contains 4013 members Mstep: Class 21 contains 7596 members Mstep: Class 22 contains 975 members Mstep: Class 23 contains 16257 members Mstep: Class 24 contains 19305 members Entering Unmasked Estep ConsiderDeletion Score: -8387542.000000 Penalty: 35285.425781 Iteration 31Q: 20 clusters Score -8387542 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 470 members Mstep: Class 3 contains 7575 members Mstep: Class 4 contains 1039 members Mstep: Class 5 contains 3423 members Mstep: Class 6 contains 5532 members Mstep: Class 7 contains 2984 members Mstep: Class 8 contains 800 members Mstep: Class 9 contains 1723 members Mstep: Class 10 contains 4934 members Mstep: Class 13 contains 1818 members Mstep: Class 14 contains 6613 members Mstep: Class 18 contains 516 members Mstep: Class 19 contains 4245 members Mstep: Class 20 contains 3985 members Mstep: Class 21 contains 7613 members Mstep: Class 22 contains 975 members Mstep: Class 23 contains 16248 members Mstep: Class 24 contains 19305 members Entering Unmasked Estep ConsiderDeletion Score: -8387551.500000 Penalty: 35285.425781 Iteration 32Q: 20 clusters Score -8387552 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 470 members Mstep: Class 3 contains 7569 members Mstep: Class 4 contains 1039 members Mstep: Class 5 contains 3423 members Mstep: Class 6 contains 5531 members Mstep: Class 7 contains 3001 members Mstep: Class 8 contains 800 members Mstep: Class 9 contains 1727 members Mstep: Class 10 contains 4943 members Mstep: Class 13 contains 1824 members Mstep: Class 14 contains 6613 members Mstep: Class 18 contains 516 members Mstep: Class 19 contains 4245 members Mstep: Class 20 contains 3968 members Mstep: Class 21 contains 7622 members Mstep: Class 22 contains 975 members Mstep: Class 23 contains 16228 members Mstep: Class 24 contains 19304 members Entering Unmasked Estep ConsiderDeletion Score: -8387565.000000 Penalty: 35285.425781 Iteration 33Q: 20 clusters Score -8387565 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 470 members Mstep: Class 3 contains 7568 members Mstep: Class 4 contains 1039 members Mstep: Class 5 contains 3423 members Mstep: Class 6 contains 5532 members Mstep: Class 7 contains 3016 members Mstep: Class 8 contains 800 members Mstep: Class 9 contains 1726 members Mstep: Class 10 contains 4952 members Mstep: Class 13 contains 1825 members Mstep: Class 14 contains 6613 members Mstep: Class 18 contains 516 members Mstep: Class 19 contains 4245 members Mstep: Class 20 contains 3949 members Mstep: Class 21 contains 7631 members Mstep: Class 22 contains 975 members Mstep: Class 23 contains 16214 members Mstep: Class 24 contains 19303 members Entering Unmasked Estep ConsiderDeletion Score: -8387564.500000 Penalty: 35285.425781 Iteration 34Q: 20 clusters Score -8387564 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 470 members Mstep: Class 3 contains 7568 members Mstep: Class 4 contains 1039 members Mstep: Class 5 contains 3423 members Mstep: Class 6 contains 5532 members Mstep: Class 7 contains 3023 members Mstep: Class 8 contains 800 members Mstep: Class 9 contains 1724 members Mstep: Class 10 contains 4959 members Mstep: Class 13 contains 1823 members Mstep: Class 14 contains 6613 members Mstep: Class 18 contains 516 members Mstep: Class 19 contains 4245 members Mstep: Class 20 contains 3934 members Mstep: Class 21 contains 7639 members Mstep: Class 22 contains 975 members Mstep: Class 23 contains 16207 members Mstep: Class 24 contains 19304 members Entering Unmasked Estep ConsiderDeletion Score: -8387579.000000 Penalty: 35285.425781 Iteration 35Q: 20 clusters Score -8387579 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 470 members Mstep: Class 3 contains 7567 members Mstep: Class 4 contains 1039 members Mstep: Class 5 contains 3423 members Mstep: Class 6 contains 5532 members Mstep: Class 7 contains 3030 members Mstep: Class 8 contains 800 members Mstep: Class 9 contains 1724 members Mstep: Class 10 contains 4967 members Mstep: Class 13 contains 1821 members Mstep: Class 14 contains 6613 members Mstep: Class 18 contains 516 members Mstep: Class 19 contains 4245 members Mstep: Class 20 contains 3915 members Mstep: Class 21 contains 7650 members Mstep: Class 22 contains 975 members Mstep: Class 23 contains 16200 members Mstep: Class 24 contains 19305 members Entering Unmasked Estep ConsiderDeletion Score: -8387584.000000 Penalty: 35285.425781 Iteration 36Q: 20 clusters Score -8387584 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 7566 members Mstep: Class 4 contains 1039 members Mstep: Class 5 contains 3423 members Mstep: Class 6 contains 5532 members Mstep: Class 7 contains 3035 members Mstep: Class 8 contains 800 members Mstep: Class 9 contains 1724 members Mstep: Class 10 contains 4968 members Mstep: Class 13 contains 1818 members Mstep: Class 14 contains 6613 members Mstep: Class 18 contains 516 members Mstep: Class 19 contains 4245 members Mstep: Class 20 contains 3901 members Mstep: Class 21 contains 7663 members Mstep: Class 22 contains 975 members Mstep: Class 23 contains 16194 members Mstep: Class 24 contains 19306 members Entering Unmasked Estep ConsiderDeletion Score: -8387568.000000 Penalty: 35285.425781 Iteration 37Q: 20 clusters Score -8387568 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 470 members Mstep: Class 3 contains 7565 members Mstep: Class 4 contains 1039 members Mstep: Class 5 contains 3423 members Mstep: Class 6 contains 5534 members Mstep: Class 7 contains 3038 members Mstep: Class 8 contains 800 members Mstep: Class 9 contains 1724 members Mstep: Class 10 contains 4972 members Mstep: Class 13 contains 1818 members Mstep: Class 14 contains 6613 members Mstep: Class 18 contains 516 members Mstep: Class 19 contains 4246 members Mstep: Class 20 contains 3894 members Mstep: Class 21 contains 7666 members Mstep: Class 22 contains 975 members Mstep: Class 23 contains 16191 members Mstep: Class 24 contains 19305 members Entering Unmasked Estep ConsiderDeletion Score: -8387577.500000 Penalty: 35285.425781 Iteration 38Q: 20 clusters Score -8387578 nChanged 19 Entering ConstructFrom: Score: -8387577.500000 Penalty: 35285.425781 Entering ConstructFrom: Trying to split cluster 1 (2105 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Entering Unmasked Estep Score: -198125.296875 Penalty: 1243.461426 Iteration 0F: 2 clusters Score -198125.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -195961.218750 Penalty: 2486.922852 Iteration 0F: 3 clusters Score -195961.2 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -196452.687500 Penalty: 2486.922852 Iteration 1F: 3 clusters Score -196452.7 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -196590.609375 Penalty: 2486.922852 Iteration 2F: 3 clusters Score -196590.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -196715.968750 Penalty: 2486.922852 Iteration 3F: 3 clusters Score -196716 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -196808.468750 Penalty: 2486.922852 Iteration 4Q: 3 clusters Score -196808.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -196884.062500 Penalty: 2486.922852 Iteration 5Q: 3 clusters Score -196884.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -196946.171875 Penalty: 2486.922852 Iteration 6Q: 3 clusters Score -196946.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -197008.843750 Penalty: 2486.922852 Iteration 7Q: 3 clusters Score -197008.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -197066.562500 Penalty: 2486.922852 Iteration 8Q: 3 clusters Score -197066.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -197138.343750 Penalty: 2486.922852 Iteration 9Q: 3 clusters Score -197138.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -197227.578125 Penalty: 2486.922852 Iteration 10Q: 3 clusters Score -197227.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -197326.156250 Penalty: 2486.922852 Iteration 11Q: 3 clusters Score -197326.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -197427.125000 Penalty: 2486.922852 Iteration 12Q: 3 clusters Score -197427.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -197504.265625 Penalty: 2486.922852 Iteration 13Q: 3 clusters Score -197504.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -197576.062500 Penalty: 2486.922852 Iteration 14Q: 3 clusters Score -197576.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -197624.937500 Penalty: 2486.922852 Iteration 15Q: 3 clusters Score -197624.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -197647.953125 Penalty: 2486.922852 Iteration 16Q: 3 clusters Score -197648 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -197670.953125 Penalty: 2486.922852 Iteration 17Q: 3 clusters Score -197671 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -197683.218750 Penalty: 2486.922852 Iteration 18Q: 3 clusters Score -197683.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -197688.375000 Penalty: 2486.922852 Iteration 19Q: 3 clusters Score -197688.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -197695.437500 Penalty: 2486.922852 Iteration 20F: 3 clusters Score -197695.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -197702.828125 Penalty: 2486.922852 Iteration 21Q: 3 clusters Score -197702.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -197705.093750 Penalty: 2486.922852 Iteration 22Q: 3 clusters Score -197705.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -197705.812500 Penalty: 2486.922852 Iteration 23Q: 3 clusters Score -197705.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -197706.593750 Penalty: 2486.922852 Iteration 24Q: 3 clusters Score -197706.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -197706.593750 Penalty: 2486.922852 Iteration 25F: 3 clusters Score -197706.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (470 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Entering Unmasked Estep Score: -34735.089844 Penalty: 999.819092 Iteration 0F: 2 clusters Score -34735.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -33798.750000 Penalty: 1999.638184 Iteration 0F: 3 clusters Score -33798.75 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -34008.957031 Penalty: 1999.638184 Iteration 1F: 3 clusters Score -34008.96 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -34104.246094 Penalty: 1999.638184 Iteration 2F: 3 clusters Score -34104.25 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -34190.140625 Penalty: 1999.638184 Iteration 3F: 3 clusters Score -34190.14 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -34305.363281 Penalty: 1999.638184 Iteration 4F: 3 clusters Score -34305.36 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -34390.980469 Penalty: 1999.638184 Iteration 5Q: 3 clusters Score -34390.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -34473.753906 Penalty: 1999.638184 Iteration 6Q: 3 clusters Score -34473.75 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -34486.515625 Penalty: 1999.638184 Iteration 7Q: 3 clusters Score -34486.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -34493.839844 Penalty: 1999.638184 Iteration 8Q: 3 clusters Score -34493.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -34507.480469 Penalty: 1999.638184 Iteration 9Q: 3 clusters Score -34507.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -34512.636719 Penalty: 1999.638184 Iteration 10Q: 3 clusters Score -34512.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -34516.480469 Penalty: 1999.638184 Iteration 11Q: 3 clusters Score -34516.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -34527.960938 Penalty: 1999.638184 Iteration 12Q: 3 clusters Score -34527.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -34539.324219 Penalty: 1999.638184 Iteration 13Q: 3 clusters Score -34539.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -34542.539062 Penalty: 1999.638184 Iteration 14Q: 3 clusters Score -34542.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -34544.812500 Penalty: 1999.638184 Iteration 15Q: 3 clusters Score -34544.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -34545.738281 Penalty: 1999.638184 Iteration 16Q: 3 clusters Score -34545.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -34545.738281 Penalty: 1999.638184 Iteration 17F: 3 clusters Score -34545.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (7566 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Entering Unmasked Estep Score: -710443.562500 Penalty: 1451.355591 Iteration 0F: 2 clusters Score -710443.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -704808.375000 Penalty: 2902.711182 Iteration 0F: 3 clusters Score -704808.4 nChanged 3130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -706556.062500 Penalty: 2902.711182 Iteration 1F: 3 clusters Score -706556.1 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -706970.187500 Penalty: 2902.711182 Iteration 2F: 3 clusters Score -706970.2 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -707627.750000 Penalty: 2902.711182 Iteration 3F: 3 clusters Score -707627.8 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -708696.812500 Penalty: 2902.711182 Iteration 4F: 3 clusters Score -708696.8 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -710058.312500 Penalty: 2902.711182 Iteration 5F: 3 clusters Score -710058.3 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -711183.562500 Penalty: 2902.711182 Iteration 6F: 3 clusters Score -711183.6 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -711730.750000 Penalty: 2902.711182 Iteration 7F: 3 clusters Score -711730.8 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 4748 members Entering Unmasked Estep Score: -711959.500000 Penalty: 2902.711182 Iteration 8Q: 3 clusters Score -711959.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -712050.312500 Penalty: 2902.711182 Iteration 9Q: 3 clusters Score -712050.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -712096.312500 Penalty: 2902.711182 Iteration 10Q: 3 clusters Score -712096.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 4863 members Entering Unmasked Estep Score: -712118.375000 Penalty: 2902.711182 Iteration 11Q: 3 clusters Score -712118.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 4877 members Entering Unmasked Estep Score: -712126.750000 Penalty: 2902.711182 Iteration 12Q: 3 clusters Score -712126.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -712130.187500 Penalty: 2902.711182 Iteration 13Q: 3 clusters Score -712130.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 4896 members Entering Unmasked Estep Score: -712132.187500 Penalty: 2902.711182 Iteration 14Q: 3 clusters Score -712132.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -712134.562500 Penalty: 2902.711182 Iteration 15Q: 3 clusters Score -712134.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -712135.875000 Penalty: 2902.711182 Iteration 16Q: 3 clusters Score -712135.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -712136.250000 Penalty: 2902.711182 Iteration 17Q: 3 clusters Score -712136.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -712135.500000 Penalty: 2902.711182 Iteration 18Q: 3 clusters Score -712135.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 4914 members Entering Unmasked Estep Score: -712134.437500 Penalty: 2902.711182 Iteration 19Q: 3 clusters Score -712134.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 4914 members Entering Unmasked Estep Score: -712134.437500 Penalty: 2902.711182 Iteration 20F: 3 clusters Score -712134.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 470 members Mstep: Class 3 contains 2652 members Mstep: Class 4 contains 1039 members Mstep: Class 5 contains 3423 members Mstep: Class 6 contains 5535 members Mstep: Class 7 contains 3039 members Mstep: Class 8 contains 800 members Mstep: Class 9 contains 1723 members Mstep: Class 10 contains 4975 members Mstep: Class 11 contains 4914 members Mstep: Class 13 contains 1818 members Mstep: Class 14 contains 6613 members Mstep: Class 18 contains 516 members Mstep: Class 19 contains 4246 members Mstep: Class 20 contains 3887 members Mstep: Class 21 contains 7669 members Mstep: Class 22 contains 975 members Mstep: Class 23 contains 16190 members Mstep: Class 24 contains 19305 members Entering Unmasked Estep Score: -8388878.000000 Penalty: 37142.554688 Splitting cluster 3 changes total score from -8387577.500000 to -8388878.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 4 (1039 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Entering Unmasked Estep Score: -95511.703125 Penalty: 1128.727295 Iteration 0F: 2 clusters Score -95511.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -94060.015625 Penalty: 2257.454590 Iteration 0F: 3 clusters Score -94060.02 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -94335.820312 Penalty: 2257.454590 Iteration 1F: 3 clusters Score -94335.82 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -94416.359375 Penalty: 2257.454590 Iteration 2F: 3 clusters Score -94416.36 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -94469.242188 Penalty: 2257.454590 Iteration 3Q: 3 clusters Score -94469.24 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -94500.312500 Penalty: 2257.454590 Iteration 4Q: 3 clusters Score -94500.31 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -94515.867188 Penalty: 2257.454590 Iteration 5Q: 3 clusters Score -94515.87 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -94525.054688 Penalty: 2257.454590 Iteration 6Q: 3 clusters Score -94525.05 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -94535.796875 Penalty: 2257.454590 Iteration 7Q: 3 clusters Score -94535.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -94542.968750 Penalty: 2257.454590 Iteration 8Q: 3 clusters Score -94542.97 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -94554.968750 Penalty: 2257.454590 Iteration 9Q: 3 clusters Score -94554.97 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -94563.867188 Penalty: 2257.454590 Iteration 10Q: 3 clusters Score -94563.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -94567.812500 Penalty: 2257.454590 Iteration 11Q: 3 clusters Score -94567.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -94570.609375 Penalty: 2257.454590 Iteration 12Q: 3 clusters Score -94570.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -94573.601562 Penalty: 2257.454590 Iteration 13Q: 3 clusters Score -94573.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -94576.843750 Penalty: 2257.454590 Iteration 14Q: 3 clusters Score -94576.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -94578.804688 Penalty: 2257.454590 Iteration 15Q: 3 clusters Score -94578.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -94584.062500 Penalty: 2257.454590 Iteration 16Q: 3 clusters Score -94584.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -94591.960938 Penalty: 2257.454590 Iteration 17Q: 3 clusters Score -94591.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -94596.703125 Penalty: 2257.454590 Iteration 18Q: 3 clusters Score -94596.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -94599.601562 Penalty: 2257.454590 Iteration 19Q: 3 clusters Score -94599.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -94603.773438 Penalty: 2257.454590 Iteration 20F: 3 clusters Score -94603.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -94607.179688 Penalty: 2257.454590 Iteration 21Q: 3 clusters Score -94607.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -94608.968750 Penalty: 2257.454590 Iteration 22Q: 3 clusters Score -94608.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -94611.117188 Penalty: 2257.454590 Iteration 23Q: 3 clusters Score -94611.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -94611.476562 Penalty: 2257.454590 Iteration 24Q: 3 clusters Score -94611.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -94612.015625 Penalty: 2257.454590 Iteration 25Q: 3 clusters Score -94612.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -94612.648438 Penalty: 2257.454590 Iteration 26Q: 3 clusters Score -94612.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -94613.007812 Penalty: 2257.454590 Iteration 27Q: 3 clusters Score -94613.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -94613.007812 Penalty: 2257.454590 Iteration 28F: 3 clusters Score -94613.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3423 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Entering Unmasked Estep Score: -319001.062500 Penalty: 1322.469238 Iteration 0F: 2 clusters Score -319001.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -316040.093750 Penalty: 2644.938477 Iteration 0F: 3 clusters Score -316040.1 nChanged 1308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -316910.937500 Penalty: 2644.938477 Iteration 1F: 3 clusters Score -316910.9 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -317284.906250 Penalty: 2644.938477 Iteration 2F: 3 clusters Score -317284.9 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -317762.781250 Penalty: 2644.938477 Iteration 3F: 3 clusters Score -317762.8 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -318685.031250 Penalty: 2644.938477 Iteration 4F: 3 clusters Score -318685 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -321201.843750 Penalty: 2644.938477 Iteration 5F: 3 clusters Score -321201.8 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -322667.281250 Penalty: 2644.938477 Iteration 6F: 3 clusters Score -322667.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -323002.531250 Penalty: 2644.938477 Iteration 7Q: 3 clusters Score -323002.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -323108.968750 Penalty: 2644.938477 Iteration 8Q: 3 clusters Score -323109 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -323168.625000 Penalty: 2644.938477 Iteration 9Q: 3 clusters Score -323168.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -323274.781250 Penalty: 2644.938477 Iteration 10Q: 3 clusters Score -323274.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -323329.250000 Penalty: 2644.938477 Iteration 11Q: 3 clusters Score -323329.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -323347.812500 Penalty: 2644.938477 Iteration 12Q: 3 clusters Score -323347.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -323362.187500 Penalty: 2644.938477 Iteration 13Q: 3 clusters Score -323362.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -323388.125000 Penalty: 2644.938477 Iteration 14Q: 3 clusters Score -323388.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -323393.343750 Penalty: 2644.938477 Iteration 15Q: 3 clusters Score -323393.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -323400.281250 Penalty: 2644.938477 Iteration 16Q: 3 clusters Score -323400.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -323400.281250 Penalty: 2644.938477 Iteration 17F: 3 clusters Score -323400.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 470 members Mstep: Class 3 contains 2652 members Mstep: Class 4 contains 1039 members Mstep: Class 5 contains 513 members Mstep: Class 6 contains 5535 members Mstep: Class 7 contains 3039 members Mstep: Class 8 contains 800 members Mstep: Class 9 contains 1723 members Mstep: Class 10 contains 4975 members Mstep: Class 11 contains 4914 members Mstep: Class 12 contains 2910 members Mstep: Class 13 contains 1818 members Mstep: Class 14 contains 6613 members Mstep: Class 18 contains 516 members Mstep: Class 19 contains 4246 members Mstep: Class 20 contains 3887 members Mstep: Class 21 contains 7669 members Mstep: Class 22 contains 975 members Mstep: Class 23 contains 16190 members Mstep: Class 24 contains 19305 members Entering Unmasked Estep Score: -8392738.000000 Penalty: 38999.683594 Splitting cluster 5 changes total score from -8387577.500000 to -8392738.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 6 (5535 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5535 members Entering Unmasked Estep Score: -525469.437500 Penalty: 1400.562622 Iteration 0F: 2 clusters Score -525469.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -521132.656250 Penalty: 2801.125244 Iteration 0F: 3 clusters Score -521132.7 nChanged 2288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -522464.593750 Penalty: 2801.125244 Iteration 1F: 3 clusters Score -522464.6 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -522697.468750 Penalty: 2801.125244 Iteration 2F: 3 clusters Score -522697.5 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -522878.968750 Penalty: 2801.125244 Iteration 3F: 3 clusters Score -522879 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -523066.906250 Penalty: 2801.125244 Iteration 4F: 3 clusters Score -523066.9 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -523271.718750 Penalty: 2801.125244 Iteration 5F: 3 clusters Score -523271.7 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -523472.562500 Penalty: 2801.125244 Iteration 6F: 3 clusters Score -523472.6 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -523638.250000 Penalty: 2801.125244 Iteration 7Q: 3 clusters Score -523638.2 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -523815.843750 Penalty: 2801.125244 Iteration 8Q: 3 clusters Score -523815.8 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -523939.250000 Penalty: 2801.125244 Iteration 9Q: 3 clusters Score -523939.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -524046.781250 Penalty: 2801.125244 Iteration 10Q: 3 clusters Score -524046.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -524143.500000 Penalty: 2801.125244 Iteration 11Q: 3 clusters Score -524143.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -524230.406250 Penalty: 2801.125244 Iteration 12Q: 3 clusters Score -524230.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -524293.312500 Penalty: 2801.125244 Iteration 13Q: 3 clusters Score -524293.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -524332.312500 Penalty: 2801.125244 Iteration 14Q: 3 clusters Score -524332.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -524364.937500 Penalty: 2801.125244 Iteration 15Q: 3 clusters Score -524364.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -524400.562500 Penalty: 2801.125244 Iteration 16Q: 3 clusters Score -524400.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -524428.187500 Penalty: 2801.125244 Iteration 17Q: 3 clusters Score -524428.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -524446.875000 Penalty: 2801.125244 Iteration 18Q: 3 clusters Score -524446.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -524465.812500 Penalty: 2801.125244 Iteration 19Q: 3 clusters Score -524465.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -524482.812500 Penalty: 2801.125244 Iteration 20F: 3 clusters Score -524482.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4566 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -524497.062500 Penalty: 2801.125244 Iteration 21Q: 3 clusters Score -524497.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -524508.812500 Penalty: 2801.125244 Iteration 22Q: 3 clusters Score -524508.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -524517.375000 Penalty: 2801.125244 Iteration 23Q: 3 clusters Score -524517.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -524527.250000 Penalty: 2801.125244 Iteration 24Q: 3 clusters Score -524527.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -524543.000000 Penalty: 2801.125244 Iteration 25Q: 3 clusters Score -524543 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -524549.187500 Penalty: 2801.125244 Iteration 26Q: 3 clusters Score -524549.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -524554.250000 Penalty: 2801.125244 Iteration 27Q: 3 clusters Score -524554.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -524554.875000 Penalty: 2801.125244 Iteration 28Q: 3 clusters Score -524554.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -524557.375000 Penalty: 2801.125244 Iteration 29Q: 3 clusters Score -524557.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -524559.000000 Penalty: 2801.125244 Iteration 30Q: 3 clusters Score -524559 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -524559.500000 Penalty: 2801.125244 Iteration 31Q: 3 clusters Score -524559.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -524562.250000 Penalty: 2801.125244 Iteration 32Q: 3 clusters Score -524562.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -524563.562500 Penalty: 2801.125244 Iteration 33Q: 3 clusters Score -524563.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -524563.562500 Penalty: 2801.125244 Iteration 34Q: 3 clusters Score -524563.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -524565.437500 Penalty: 2801.125244 Iteration 35Q: 3 clusters Score -524565.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -524567.312500 Penalty: 2801.125244 Iteration 36Q: 3 clusters Score -524567.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -524565.875000 Penalty: 2801.125244 Iteration 37Q: 3 clusters Score -524565.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -524565.750000 Penalty: 2801.125244 Iteration 38Q: 3 clusters Score -524565.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -524565.750000 Penalty: 2801.125244 Iteration 39F: 3 clusters Score -524565.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3039 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Entering Unmasked Estep Score: -271426.562500 Penalty: 1303.133667 Iteration 0F: 2 clusters Score -271426.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -268678.687500 Penalty: 2606.267334 Iteration 0F: 3 clusters Score -268678.7 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -269447.562500 Penalty: 2606.267334 Iteration 1F: 3 clusters Score -269447.6 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -269794.875000 Penalty: 2606.267334 Iteration 2F: 3 clusters Score -269794.9 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -270209.937500 Penalty: 2606.267334 Iteration 3F: 3 clusters Score -270209.9 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -270600.468750 Penalty: 2606.267334 Iteration 4F: 3 clusters Score -270600.5 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -270847.156250 Penalty: 2606.267334 Iteration 5F: 3 clusters Score -270847.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -270968.593750 Penalty: 2606.267334 Iteration 6Q: 3 clusters Score -270968.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -271051.156250 Penalty: 2606.267334 Iteration 7Q: 3 clusters Score -271051.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -271105.937500 Penalty: 2606.267334 Iteration 8Q: 3 clusters Score -271105.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -271167.593750 Penalty: 2606.267334 Iteration 9Q: 3 clusters Score -271167.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -271225.437500 Penalty: 2606.267334 Iteration 10Q: 3 clusters Score -271225.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -271309.500000 Penalty: 2606.267334 Iteration 11Q: 3 clusters Score -271309.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -271437.843750 Penalty: 2606.267334 Iteration 12Q: 3 clusters Score -271437.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -271557.875000 Penalty: 2606.267334 Iteration 13Q: 3 clusters Score -271557.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -271648.156250 Penalty: 2606.267334 Iteration 14Q: 3 clusters Score -271648.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -271747.343750 Penalty: 2606.267334 Iteration 15Q: 3 clusters Score -271747.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -271866.187500 Penalty: 2606.267334 Iteration 16Q: 3 clusters Score -271866.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -271978.906250 Penalty: 2606.267334 Iteration 17Q: 3 clusters Score -271978.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -272108.343750 Penalty: 2606.267334 Iteration 18Q: 3 clusters Score -272108.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -272258.593750 Penalty: 2606.267334 Iteration 19Q: 3 clusters Score -272258.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -272455.875000 Penalty: 2606.267334 Iteration 20F: 3 clusters Score -272455.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -272673.687500 Penalty: 2606.267334 Iteration 21Q: 3 clusters Score -272673.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -272852.125000 Penalty: 2606.267334 Iteration 22Q: 3 clusters Score -272852.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -272921.906250 Penalty: 2606.267334 Iteration 23Q: 3 clusters Score -272921.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -272948.750000 Penalty: 2606.267334 Iteration 24Q: 3 clusters Score -272948.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -272962.531250 Penalty: 2606.267334 Iteration 25Q: 3 clusters Score -272962.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -272971.031250 Penalty: 2606.267334 Iteration 26Q: 3 clusters Score -272971 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -272975.218750 Penalty: 2606.267334 Iteration 27Q: 3 clusters Score -272975.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -272979.812500 Penalty: 2606.267334 Iteration 28Q: 3 clusters Score -272979.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -272984.343750 Penalty: 2606.267334 Iteration 29Q: 3 clusters Score -272984.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -272988.843750 Penalty: 2606.267334 Iteration 30Q: 3 clusters Score -272988.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -272992.843750 Penalty: 2606.267334 Iteration 31Q: 3 clusters Score -272992.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -272994.656250 Penalty: 2606.267334 Iteration 32Q: 3 clusters Score -272994.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -272995.562500 Penalty: 2606.267334 Iteration 33Q: 3 clusters Score -272995.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -272996.312500 Penalty: 2606.267334 Iteration 34Q: 3 clusters Score -272996.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -272997.218750 Penalty: 2606.267334 Iteration 35Q: 3 clusters Score -272997.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -272997.218750 Penalty: 2606.267334 Iteration 36F: 3 clusters Score -272997.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 470 members Mstep: Class 3 contains 2652 members Mstep: Class 4 contains 1039 members Mstep: Class 5 contains 513 members Mstep: Class 6 contains 5535 members Mstep: Class 7 contains 2184 members Mstep: Class 8 contains 800 members Mstep: Class 9 contains 1723 members Mstep: Class 10 contains 4975 members Mstep: Class 11 contains 4914 members Mstep: Class 12 contains 2910 members Mstep: Class 13 contains 1818 members Mstep: Class 14 contains 6613 members Mstep: Class 15 contains 855 members Mstep: Class 18 contains 516 members Mstep: Class 19 contains 4246 members Mstep: Class 20 contains 3887 members Mstep: Class 21 contains 7669 members Mstep: Class 22 contains 975 members Mstep: Class 23 contains 16190 members Mstep: Class 24 contains 19305 members Entering Unmasked Estep Score: -8393743.000000 Penalty: 40856.808594 Splitting cluster 7 changes total score from -8387577.500000 to -8393743.000000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 8 (800 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Entering Unmasked Estep Score: -74594.820312 Penalty: 1086.249390 Iteration 0F: 2 clusters Score -74594.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -73291.468750 Penalty: 2172.498779 Iteration 0F: 3 clusters Score -73291.47 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -73563.320312 Penalty: 2172.498779 Iteration 1F: 3 clusters Score -73563.32 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -73730.726562 Penalty: 2172.498779 Iteration 2F: 3 clusters Score -73730.73 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -73862.390625 Penalty: 2172.498779 Iteration 3F: 3 clusters Score -73862.39 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -73986.398438 Penalty: 2172.498779 Iteration 4F: 3 clusters Score -73986.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -74051.078125 Penalty: 2172.498779 Iteration 5Q: 3 clusters Score -74051.08 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -74133.101562 Penalty: 2172.498779 Iteration 6Q: 3 clusters Score -74133.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -74175.273438 Penalty: 2172.498779 Iteration 7Q: 3 clusters Score -74175.27 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -74201.992188 Penalty: 2172.498779 Iteration 8Q: 3 clusters Score -74201.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -74215.304688 Penalty: 2172.498779 Iteration 9Q: 3 clusters Score -74215.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -74240.523438 Penalty: 2172.498779 Iteration 10Q: 3 clusters Score -74240.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -74247.984375 Penalty: 2172.498779 Iteration 11Q: 3 clusters Score -74247.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -74254.078125 Penalty: 2172.498779 Iteration 12Q: 3 clusters Score -74254.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -74259.117188 Penalty: 2172.498779 Iteration 13Q: 3 clusters Score -74259.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -74260.867188 Penalty: 2172.498779 Iteration 14Q: 3 clusters Score -74260.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -74266.648438 Penalty: 2172.498779 Iteration 15Q: 3 clusters Score -74266.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -74269.000000 Penalty: 2172.498779 Iteration 16Q: 3 clusters Score -74269 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -74273.070312 Penalty: 2172.498779 Iteration 17Q: 3 clusters Score -74273.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -74274.734375 Penalty: 2172.498779 Iteration 18Q: 3 clusters Score -74274.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -74275.367188 Penalty: 2172.498779 Iteration 19Q: 3 clusters Score -74275.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -74276.851562 Penalty: 2172.498779 Iteration 20F: 3 clusters Score -74276.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -74277.687500 Penalty: 2172.498779 Iteration 21Q: 3 clusters Score -74277.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -74277.687500 Penalty: 2172.498779 Iteration 22F: 3 clusters Score -74277.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1723 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Entering Unmasked Estep Score: -145998.171875 Penalty: 1210.921143 Iteration 0F: 2 clusters Score -145998.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -144089.500000 Penalty: 2421.842285 Iteration 0F: 3 clusters Score -144089.5 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -144513.484375 Penalty: 2421.842285 Iteration 1F: 3 clusters Score -144513.5 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -144677.390625 Penalty: 2421.842285 Iteration 2F: 3 clusters Score -144677.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -144815.515625 Penalty: 2421.842285 Iteration 3F: 3 clusters Score -144815.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -144971.343750 Penalty: 2421.842285 Iteration 4F: 3 clusters Score -144971.3 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -145194.218750 Penalty: 2421.842285 Iteration 5F: 3 clusters Score -145194.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -145433.000000 Penalty: 2421.842285 Iteration 6F: 3 clusters Score -145433 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -145628.953125 Penalty: 2421.842285 Iteration 7F: 3 clusters Score -145629 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -145720.218750 Penalty: 2421.842285 Iteration 8Q: 3 clusters Score -145720.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -145752.984375 Penalty: 2421.842285 Iteration 9Q: 3 clusters Score -145753 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -145767.421875 Penalty: 2421.842285 Iteration 10Q: 3 clusters Score -145767.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -145786.625000 Penalty: 2421.842285 Iteration 11Q: 3 clusters Score -145786.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -145797.187500 Penalty: 2421.842285 Iteration 12Q: 3 clusters Score -145797.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -145806.828125 Penalty: 2421.842285 Iteration 13Q: 3 clusters Score -145806.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -145809.515625 Penalty: 2421.842285 Iteration 14Q: 3 clusters Score -145809.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -145812.125000 Penalty: 2421.842285 Iteration 15Q: 3 clusters Score -145812.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -145813.953125 Penalty: 2421.842285 Iteration 16Q: 3 clusters Score -145814 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -145816.609375 Penalty: 2421.842285 Iteration 17Q: 3 clusters Score -145816.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -145820.406250 Penalty: 2421.842285 Iteration 18Q: 3 clusters Score -145820.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -145825.500000 Penalty: 2421.842285 Iteration 19Q: 3 clusters Score -145825.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -145827.765625 Penalty: 2421.842285 Iteration 20F: 3 clusters Score -145827.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -145830.406250 Penalty: 2421.842285 Iteration 21Q: 3 clusters Score -145830.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -145832.796875 Penalty: 2421.842285 Iteration 22Q: 3 clusters Score -145832.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -145833.531250 Penalty: 2421.842285 Iteration 23Q: 3 clusters Score -145833.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -145833.968750 Penalty: 2421.842285 Iteration 24Q: 3 clusters Score -145834 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -145833.968750 Penalty: 2421.842285 Iteration 25F: 3 clusters Score -145834 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4975 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Entering Unmasked Estep Score: -474424.656250 Penalty: 1383.229248 Iteration 0F: 2 clusters Score -474424.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -470468.750000 Penalty: 2766.458496 Iteration 0F: 3 clusters Score -470468.8 nChanged 2023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -471569.593750 Penalty: 2766.458496 Iteration 1F: 3 clusters Score -471569.6 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -471777.093750 Penalty: 2766.458496 Iteration 2F: 3 clusters Score -471777.1 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -471906.343750 Penalty: 2766.458496 Iteration 3F: 3 clusters Score -471906.3 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -471997.687500 Penalty: 2766.458496 Iteration 4Q: 3 clusters Score -471997.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -472059.343750 Penalty: 2766.458496 Iteration 5Q: 3 clusters Score -472059.3 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -472121.468750 Penalty: 2766.458496 Iteration 6Q: 3 clusters Score -472121.5 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -472206.812500 Penalty: 2766.458496 Iteration 7Q: 3 clusters Score -472206.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -472311.718750 Penalty: 2766.458496 Iteration 8Q: 3 clusters Score -472311.7 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -472425.375000 Penalty: 2766.458496 Iteration 9Q: 3 clusters Score -472425.4 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -472539.781250 Penalty: 2766.458496 Iteration 10Q: 3 clusters Score -472539.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -472665.062500 Penalty: 2766.458496 Iteration 11Q: 3 clusters Score -472665.1 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -472804.312500 Penalty: 2766.458496 Iteration 12Q: 3 clusters Score -472804.3 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -472939.343750 Penalty: 2766.458496 Iteration 13Q: 3 clusters Score -472939.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -473032.750000 Penalty: 2766.458496 Iteration 14Q: 3 clusters Score -473032.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -473112.125000 Penalty: 2766.458496 Iteration 15Q: 3 clusters Score -473112.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -473164.312500 Penalty: 2766.458496 Iteration 16Q: 3 clusters Score -473164.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4403 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -473201.812500 Penalty: 2766.458496 Iteration 17Q: 3 clusters Score -473201.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -473227.687500 Penalty: 2766.458496 Iteration 18Q: 3 clusters Score -473227.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -473251.187500 Penalty: 2766.458496 Iteration 19Q: 3 clusters Score -473251.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -473268.468750 Penalty: 2766.458496 Iteration 20F: 3 clusters Score -473268.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -473281.718750 Penalty: 2766.458496 Iteration 21Q: 3 clusters Score -473281.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -473286.281250 Penalty: 2766.458496 Iteration 22Q: 3 clusters Score -473286.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -473292.781250 Penalty: 2766.458496 Iteration 23Q: 3 clusters Score -473292.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4550 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -473299.406250 Penalty: 2766.458496 Iteration 24Q: 3 clusters Score -473299.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -473301.093750 Penalty: 2766.458496 Iteration 25Q: 3 clusters Score -473301.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -473305.187500 Penalty: 2766.458496 Iteration 26Q: 3 clusters Score -473305.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -473308.937500 Penalty: 2766.458496 Iteration 27Q: 3 clusters Score -473308.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -473311.906250 Penalty: 2766.458496 Iteration 28Q: 3 clusters Score -473311.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -473318.156250 Penalty: 2766.458496 Iteration 29Q: 3 clusters Score -473318.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -473322.562500 Penalty: 2766.458496 Iteration 30Q: 3 clusters Score -473322.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -473326.093750 Penalty: 2766.458496 Iteration 31Q: 3 clusters Score -473326.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -473328.187500 Penalty: 2766.458496 Iteration 32Q: 3 clusters Score -473328.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -473328.218750 Penalty: 2766.458496 Iteration 33Q: 3 clusters Score -473328.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -473328.218750 Penalty: 2766.458496 Iteration 34F: 3 clusters Score -473328.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1818 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Entering Unmasked Estep Score: -165115.500000 Penalty: 1219.642456 Iteration 0F: 2 clusters Score -165115.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -163187.250000 Penalty: 2439.284912 Iteration 0F: 3 clusters Score -163187.2 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -163678.843750 Penalty: 2439.284912 Iteration 1F: 3 clusters Score -163678.8 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -163968.593750 Penalty: 2439.284912 Iteration 2F: 3 clusters Score -163968.6 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -164293.218750 Penalty: 2439.284912 Iteration 3F: 3 clusters Score -164293.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -164676.437500 Penalty: 2439.284912 Iteration 4F: 3 clusters Score -164676.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -165017.625000 Penalty: 2439.284912 Iteration 5F: 3 clusters Score -165017.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -165218.406250 Penalty: 2439.284912 Iteration 6F: 3 clusters Score -165218.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -165441.296875 Penalty: 2439.284912 Iteration 7Q: 3 clusters Score -165441.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -165681.843750 Penalty: 2439.284912 Iteration 8Q: 3 clusters Score -165681.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -165889.234375 Penalty: 2439.284912 Iteration 9Q: 3 clusters Score -165889.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -166048.078125 Penalty: 2439.284912 Iteration 10Q: 3 clusters Score -166048.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -166118.656250 Penalty: 2439.284912 Iteration 11Q: 3 clusters Score -166118.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -166137.359375 Penalty: 2439.284912 Iteration 12Q: 3 clusters Score -166137.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -166138.859375 Penalty: 2439.284912 Iteration 13Q: 3 clusters Score -166138.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -166140.687500 Penalty: 2439.284912 Iteration 14Q: 3 clusters Score -166140.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -166141.781250 Penalty: 2439.284912 Iteration 15Q: 3 clusters Score -166141.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -166141.781250 Penalty: 2439.284912 Iteration 16F: 3 clusters Score -166141.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 470 members Mstep: Class 3 contains 2652 members Mstep: Class 4 contains 1039 members Mstep: Class 5 contains 513 members Mstep: Class 6 contains 5535 members Mstep: Class 7 contains 2184 members Mstep: Class 8 contains 800 members Mstep: Class 9 contains 1723 members Mstep: Class 10 contains 4975 members Mstep: Class 11 contains 4914 members Mstep: Class 12 contains 2910 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 6613 members Mstep: Class 15 contains 855 members Mstep: Class 16 contains 794 members Mstep: Class 18 contains 516 members Mstep: Class 19 contains 4246 members Mstep: Class 20 contains 3887 members Mstep: Class 21 contains 7669 members Mstep: Class 22 contains 975 members Mstep: Class 23 contains 16190 members Mstep: Class 24 contains 19305 members Entering Unmasked Estep Score: -8394125.000000 Penalty: 42713.937500 Splitting cluster 13 changes total score from -8387577.500000 to -8394125.000000 So it's getting split into cluster 16. Entering ConstructFrom: Trying to split cluster 14 (6613 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6613 members Entering Unmasked Estep Score: -606762.187500 Penalty: 1429.478882 Iteration 0F: 2 clusters Score -606762.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -601750.125000 Penalty: 2858.957764 Iteration 0F: 3 clusters Score -601750.1 nChanged 2830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -603375.000000 Penalty: 2858.957764 Iteration 1F: 3 clusters Score -603375 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -603756.375000 Penalty: 2858.957764 Iteration 2F: 3 clusters Score -603756.4 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -604146.125000 Penalty: 2858.957764 Iteration 3F: 3 clusters Score -604146.1 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -604541.312500 Penalty: 2858.957764 Iteration 4F: 3 clusters Score -604541.3 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -604823.312500 Penalty: 2858.957764 Iteration 5F: 3 clusters Score -604823.3 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -605004.125000 Penalty: 2858.957764 Iteration 6Q: 3 clusters Score -605004.1 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -605163.062500 Penalty: 2858.957764 Iteration 7Q: 3 clusters Score -605163.1 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -605272.312500 Penalty: 2858.957764 Iteration 8Q: 3 clusters Score -605272.3 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -605365.812500 Penalty: 2858.957764 Iteration 9Q: 3 clusters Score -605365.8 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -605469.125000 Penalty: 2858.957764 Iteration 10Q: 3 clusters Score -605469.1 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -605560.250000 Penalty: 2858.957764 Iteration 11Q: 3 clusters Score -605560.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5115 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -605660.875000 Penalty: 2858.957764 Iteration 12Q: 3 clusters Score -605660.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5268 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -605773.750000 Penalty: 2858.957764 Iteration 13Q: 3 clusters Score -605773.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -605872.375000 Penalty: 2858.957764 Iteration 14Q: 3 clusters Score -605872.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -605941.000000 Penalty: 2858.957764 Iteration 15Q: 3 clusters Score -605941 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5561 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -605987.187500 Penalty: 2858.957764 Iteration 16Q: 3 clusters Score -605987.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -606014.562500 Penalty: 2858.957764 Iteration 17Q: 3 clusters Score -606014.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -606037.500000 Penalty: 2858.957764 Iteration 18Q: 3 clusters Score -606037.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5692 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -606055.000000 Penalty: 2858.957764 Iteration 19Q: 3 clusters Score -606055 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5730 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -606079.500000 Penalty: 2858.957764 Iteration 20F: 3 clusters Score -606079.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5765 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -606098.375000 Penalty: 2858.957764 Iteration 21Q: 3 clusters Score -606098.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5793 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -606111.312500 Penalty: 2858.957764 Iteration 22Q: 3 clusters Score -606111.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5814 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -606121.812500 Penalty: 2858.957764 Iteration 23Q: 3 clusters Score -606121.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5829 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -606130.750000 Penalty: 2858.957764 Iteration 24Q: 3 clusters Score -606130.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -606137.750000 Penalty: 2858.957764 Iteration 25Q: 3 clusters Score -606137.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -606142.250000 Penalty: 2858.957764 Iteration 26Q: 3 clusters Score -606142.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5870 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -606148.437500 Penalty: 2858.957764 Iteration 27Q: 3 clusters Score -606148.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5882 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -606153.187500 Penalty: 2858.957764 Iteration 28Q: 3 clusters Score -606153.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5888 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -606155.125000 Penalty: 2858.957764 Iteration 29Q: 3 clusters Score -606155.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -606158.500000 Penalty: 2858.957764 Iteration 30Q: 3 clusters Score -606158.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5897 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -606160.875000 Penalty: 2858.957764 Iteration 31Q: 3 clusters Score -606160.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5900 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -606161.375000 Penalty: 2858.957764 Iteration 32Q: 3 clusters Score -606161.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5905 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -606164.125000 Penalty: 2858.957764 Iteration 33Q: 3 clusters Score -606164.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -606163.062500 Penalty: 2858.957764 Iteration 34Q: 3 clusters Score -606163.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5913 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -606164.562500 Penalty: 2858.957764 Iteration 35Q: 3 clusters Score -606164.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5917 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -606167.437500 Penalty: 2858.957764 Iteration 36Q: 3 clusters Score -606167.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5921 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -606168.812500 Penalty: 2858.957764 Iteration 37Q: 3 clusters Score -606168.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5922 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -606170.000000 Penalty: 2858.957764 Iteration 38Q: 3 clusters Score -606170 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5923 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -606169.062500 Penalty: 2858.957764 Iteration 39Q: 3 clusters Score -606169.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5923 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -606169.062500 Penalty: 2858.957764 Iteration 40F: 3 clusters Score -606169.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (516 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Entering Unmasked Estep Score: -45277.531250 Penalty: 1014.992310 Iteration 0F: 2 clusters Score -45277.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -44232.382812 Penalty: 2029.984619 Iteration 0F: 3 clusters Score -44232.38 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -44427.546875 Penalty: 2029.984619 Iteration 1F: 3 clusters Score -44427.55 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -44508.140625 Penalty: 2029.984619 Iteration 2F: 3 clusters Score -44508.14 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -44525.535156 Penalty: 2029.984619 Iteration 3Q: 3 clusters Score -44525.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -44545.460938 Penalty: 2029.984619 Iteration 4Q: 3 clusters Score -44545.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -44556.226562 Penalty: 2029.984619 Iteration 5Q: 3 clusters Score -44556.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -44559.550781 Penalty: 2029.984619 Iteration 6Q: 3 clusters Score -44559.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -44562.046875 Penalty: 2029.984619 Iteration 7Q: 3 clusters Score -44562.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -44562.046875 Penalty: 2029.984619 Iteration 8F: 3 clusters Score -44562.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4246 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Entering Unmasked Estep Score: -396240.562500 Penalty: 1357.481567 Iteration 0F: 2 clusters Score -396240.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -392815.812500 Penalty: 2714.963135 Iteration 0F: 3 clusters Score -392815.8 nChanged 1660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -393742.562500 Penalty: 2714.963135 Iteration 1F: 3 clusters Score -393742.6 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -393905.875000 Penalty: 2714.963135 Iteration 2F: 3 clusters Score -393905.9 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -394030.812500 Penalty: 2714.963135 Iteration 3F: 3 clusters Score -394030.8 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -394120.812500 Penalty: 2714.963135 Iteration 4Q: 3 clusters Score -394120.8 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -394213.375000 Penalty: 2714.963135 Iteration 5Q: 3 clusters Score -394213.4 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -394310.437500 Penalty: 2714.963135 Iteration 6Q: 3 clusters Score -394310.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -394401.250000 Penalty: 2714.963135 Iteration 7Q: 3 clusters Score -394401.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -394470.156250 Penalty: 2714.963135 Iteration 8Q: 3 clusters Score -394470.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -394536.687500 Penalty: 2714.963135 Iteration 9Q: 3 clusters Score -394536.7 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -394608.437500 Penalty: 2714.963135 Iteration 10Q: 3 clusters Score -394608.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -394671.906250 Penalty: 2714.963135 Iteration 11Q: 3 clusters Score -394671.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -394721.156250 Penalty: 2714.963135 Iteration 12Q: 3 clusters Score -394721.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -394754.906250 Penalty: 2714.963135 Iteration 13Q: 3 clusters Score -394754.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -394790.500000 Penalty: 2714.963135 Iteration 14Q: 3 clusters Score -394790.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -394833.375000 Penalty: 2714.963135 Iteration 15Q: 3 clusters Score -394833.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -394871.218750 Penalty: 2714.963135 Iteration 16Q: 3 clusters Score -394871.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -394911.375000 Penalty: 2714.963135 Iteration 17Q: 3 clusters Score -394911.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -394953.125000 Penalty: 2714.963135 Iteration 18Q: 3 clusters Score -394953.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -394991.000000 Penalty: 2714.963135 Iteration 19Q: 3 clusters Score -394991 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -395018.093750 Penalty: 2714.963135 Iteration 20F: 3 clusters Score -395018.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -395040.000000 Penalty: 2714.963135 Iteration 21Q: 3 clusters Score -395040 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -395054.250000 Penalty: 2714.963135 Iteration 22Q: 3 clusters Score -395054.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -395064.968750 Penalty: 2714.963135 Iteration 23Q: 3 clusters Score -395065 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -395076.593750 Penalty: 2714.963135 Iteration 24Q: 3 clusters Score -395076.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -395085.437500 Penalty: 2714.963135 Iteration 25Q: 3 clusters Score -395085.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -395094.812500 Penalty: 2714.963135 Iteration 26Q: 3 clusters Score -395094.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -395102.968750 Penalty: 2714.963135 Iteration 27Q: 3 clusters Score -395103 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -395107.500000 Penalty: 2714.963135 Iteration 28Q: 3 clusters Score -395107.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -395112.468750 Penalty: 2714.963135 Iteration 29Q: 3 clusters Score -395112.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -395117.062500 Penalty: 2714.963135 Iteration 30Q: 3 clusters Score -395117.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -395124.593750 Penalty: 2714.963135 Iteration 31Q: 3 clusters Score -395124.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -395128.937500 Penalty: 2714.963135 Iteration 32Q: 3 clusters Score -395128.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -395141.125000 Penalty: 2714.963135 Iteration 33Q: 3 clusters Score -395141.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -395149.468750 Penalty: 2714.963135 Iteration 34Q: 3 clusters Score -395149.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -395159.687500 Penalty: 2714.963135 Iteration 35Q: 3 clusters Score -395159.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -395170.718750 Penalty: 2714.963135 Iteration 36Q: 3 clusters Score -395170.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -395178.250000 Penalty: 2714.963135 Iteration 37Q: 3 clusters Score -395178.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -395184.562500 Penalty: 2714.963135 Iteration 38Q: 3 clusters Score -395184.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -395188.906250 Penalty: 2714.963135 Iteration 39Q: 3 clusters Score -395188.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -395192.281250 Penalty: 2714.963135 Iteration 40F: 3 clusters Score -395192.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -395195.656250 Penalty: 2714.963135 Iteration 41Q: 3 clusters Score -395195.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -395199.281250 Penalty: 2714.963135 Iteration 42Q: 3 clusters Score -395199.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -395204.468750 Penalty: 2714.963135 Iteration 43Q: 3 clusters Score -395204.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -395207.937500 Penalty: 2714.963135 Iteration 44Q: 3 clusters Score -395207.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -395209.750000 Penalty: 2714.963135 Iteration 45Q: 3 clusters Score -395209.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -395212.968750 Penalty: 2714.963135 Iteration 46Q: 3 clusters Score -395213 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -395215.687500 Penalty: 2714.963135 Iteration 47Q: 3 clusters Score -395215.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -395216.250000 Penalty: 2714.963135 Iteration 48Q: 3 clusters Score -395216.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -395218.312500 Penalty: 2714.963135 Iteration 49Q: 3 clusters Score -395218.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -395219.281250 Penalty: 2714.963135 Iteration 50Q: 3 clusters Score -395219.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -395219.468750 Penalty: 2714.963135 Iteration 51Q: 3 clusters Score -395219.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -395220.906250 Penalty: 2714.963135 Iteration 52Q: 3 clusters Score -395220.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -395220.968750 Penalty: 2714.963135 Iteration 53Q: 3 clusters Score -395221 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -395220.968750 Penalty: 2714.963135 Iteration 54F: 3 clusters Score -395221 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3887 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Entering Unmasked Estep Score: -380815.500000 Penalty: 1343.126465 Iteration 0F: 2 clusters Score -380815.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -377559.500000 Penalty: 2686.252930 Iteration 0F: 3 clusters Score -377559.5 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -378303.750000 Penalty: 2686.252930 Iteration 1F: 3 clusters Score -378303.8 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -378464.125000 Penalty: 2686.252930 Iteration 2F: 3 clusters Score -378464.1 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -378570.125000 Penalty: 2686.252930 Iteration 3F: 3 clusters Score -378570.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -378633.062500 Penalty: 2686.252930 Iteration 4Q: 3 clusters Score -378633.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -378687.000000 Penalty: 2686.252930 Iteration 5Q: 3 clusters Score -378687 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -378731.625000 Penalty: 2686.252930 Iteration 6Q: 3 clusters Score -378731.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -378762.125000 Penalty: 2686.252930 Iteration 7Q: 3 clusters Score -378762.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -378786.843750 Penalty: 2686.252930 Iteration 8Q: 3 clusters Score -378786.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -378809.343750 Penalty: 2686.252930 Iteration 9Q: 3 clusters Score -378809.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -378830.093750 Penalty: 2686.252930 Iteration 10Q: 3 clusters Score -378830.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -378854.968750 Penalty: 2686.252930 Iteration 11Q: 3 clusters Score -378855 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -378881.625000 Penalty: 2686.252930 Iteration 12Q: 3 clusters Score -378881.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -378914.281250 Penalty: 2686.252930 Iteration 13Q: 3 clusters Score -378914.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -378947.531250 Penalty: 2686.252930 Iteration 14Q: 3 clusters Score -378947.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -378986.843750 Penalty: 2686.252930 Iteration 15Q: 3 clusters Score -378986.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -379027.000000 Penalty: 2686.252930 Iteration 16Q: 3 clusters Score -379027 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -379064.375000 Penalty: 2686.252930 Iteration 17Q: 3 clusters Score -379064.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -379100.406250 Penalty: 2686.252930 Iteration 18Q: 3 clusters Score -379100.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -379144.593750 Penalty: 2686.252930 Iteration 19Q: 3 clusters Score -379144.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -379179.625000 Penalty: 2686.252930 Iteration 20F: 3 clusters Score -379179.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -379220.687500 Penalty: 2686.252930 Iteration 21Q: 3 clusters Score -379220.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -379261.062500 Penalty: 2686.252930 Iteration 22Q: 3 clusters Score -379261.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -379300.625000 Penalty: 2686.252930 Iteration 23Q: 3 clusters Score -379300.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -379332.031250 Penalty: 2686.252930 Iteration 24Q: 3 clusters Score -379332 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -379365.093750 Penalty: 2686.252930 Iteration 25Q: 3 clusters Score -379365.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -379393.593750 Penalty: 2686.252930 Iteration 26Q: 3 clusters Score -379393.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -379415.906250 Penalty: 2686.252930 Iteration 27Q: 3 clusters Score -379415.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -379444.562500 Penalty: 2686.252930 Iteration 28Q: 3 clusters Score -379444.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -379467.531250 Penalty: 2686.252930 Iteration 29Q: 3 clusters Score -379467.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -379485.125000 Penalty: 2686.252930 Iteration 30Q: 3 clusters Score -379485.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -379501.656250 Penalty: 2686.252930 Iteration 31Q: 3 clusters Score -379501.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -379521.250000 Penalty: 2686.252930 Iteration 32Q: 3 clusters Score -379521.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -379549.937500 Penalty: 2686.252930 Iteration 33Q: 3 clusters Score -379549.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -379581.187500 Penalty: 2686.252930 Iteration 34Q: 3 clusters Score -379581.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -379609.250000 Penalty: 2686.252930 Iteration 35Q: 3 clusters Score -379609.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -379639.093750 Penalty: 2686.252930 Iteration 36Q: 3 clusters Score -379639.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -379655.875000 Penalty: 2686.252930 Iteration 37Q: 3 clusters Score -379655.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -379670.187500 Penalty: 2686.252930 Iteration 38Q: 3 clusters Score -379670.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -379677.031250 Penalty: 2686.252930 Iteration 39Q: 3 clusters Score -379677 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -379679.531250 Penalty: 2686.252930 Iteration 40F: 3 clusters Score -379679.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -379680.187500 Penalty: 2686.252930 Iteration 41Q: 3 clusters Score -379680.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -379680.187500 Penalty: 2686.252930 Iteration 42F: 3 clusters Score -379680.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (7669 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7669 members Entering Unmasked Estep Score: -737417.687500 Penalty: 1453.552979 Iteration 0F: 2 clusters Score -737417.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -731763.500000 Penalty: 2907.105957 Iteration 0F: 3 clusters Score -731763.5 nChanged 3220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -733485.625000 Penalty: 2907.105957 Iteration 1F: 3 clusters Score -733485.6 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -733773.375000 Penalty: 2907.105957 Iteration 2F: 3 clusters Score -733773.4 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -733979.625000 Penalty: 2907.105957 Iteration 3F: 3 clusters Score -733979.6 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -734151.312500 Penalty: 2907.105957 Iteration 4Q: 3 clusters Score -734151.3 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -734283.500000 Penalty: 2907.105957 Iteration 5Q: 3 clusters Score -734283.5 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -734416.625000 Penalty: 2907.105957 Iteration 6Q: 3 clusters Score -734416.6 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -734543.875000 Penalty: 2907.105957 Iteration 7Q: 3 clusters Score -734543.9 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -734655.875000 Penalty: 2907.105957 Iteration 8Q: 3 clusters Score -734655.9 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -734776.062500 Penalty: 2907.105957 Iteration 9Q: 3 clusters Score -734776.1 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -734897.312500 Penalty: 2907.105957 Iteration 10Q: 3 clusters Score -734897.3 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -735013.750000 Penalty: 2907.105957 Iteration 11Q: 3 clusters Score -735013.8 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5212 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -735150.187500 Penalty: 2907.105957 Iteration 12Q: 3 clusters Score -735150.2 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5414 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -735305.062500 Penalty: 2907.105957 Iteration 13Q: 3 clusters Score -735305.1 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5637 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -735487.062500 Penalty: 2907.105957 Iteration 14Q: 3 clusters Score -735487.1 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5830 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -735645.125000 Penalty: 2907.105957 Iteration 15Q: 3 clusters Score -735645.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5997 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -735755.750000 Penalty: 2907.105957 Iteration 16Q: 3 clusters Score -735755.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6149 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -735863.562500 Penalty: 2907.105957 Iteration 17Q: 3 clusters Score -735863.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -735969.125000 Penalty: 2907.105957 Iteration 18Q: 3 clusters Score -735969.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6409 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -736042.187500 Penalty: 2907.105957 Iteration 19Q: 3 clusters Score -736042.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6505 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -736096.687500 Penalty: 2907.105957 Iteration 20F: 3 clusters Score -736096.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6572 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -736133.375000 Penalty: 2907.105957 Iteration 21Q: 3 clusters Score -736133.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -736158.125000 Penalty: 2907.105957 Iteration 22Q: 3 clusters Score -736158.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6667 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -736172.312500 Penalty: 2907.105957 Iteration 23Q: 3 clusters Score -736172.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6693 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -736185.437500 Penalty: 2907.105957 Iteration 24Q: 3 clusters Score -736185.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6715 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -736193.312500 Penalty: 2907.105957 Iteration 25Q: 3 clusters Score -736193.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6732 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -736198.375000 Penalty: 2907.105957 Iteration 26Q: 3 clusters Score -736198.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6746 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -736202.875000 Penalty: 2907.105957 Iteration 27Q: 3 clusters Score -736202.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -736207.000000 Penalty: 2907.105957 Iteration 28Q: 3 clusters Score -736207 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -736210.125000 Penalty: 2907.105957 Iteration 29Q: 3 clusters Score -736210.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6780 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -736211.687500 Penalty: 2907.105957 Iteration 30Q: 3 clusters Score -736211.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6788 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -736212.875000 Penalty: 2907.105957 Iteration 31Q: 3 clusters Score -736212.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6792 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -736215.437500 Penalty: 2907.105957 Iteration 32Q: 3 clusters Score -736215.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6794 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -736217.000000 Penalty: 2907.105957 Iteration 33Q: 3 clusters Score -736217 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6795 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -736217.312500 Penalty: 2907.105957 Iteration 34Q: 3 clusters Score -736217.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6796 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -736217.625000 Penalty: 2907.105957 Iteration 35Q: 3 clusters Score -736217.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6799 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -736219.375000 Penalty: 2907.105957 Iteration 36Q: 3 clusters Score -736219.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6801 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -736220.437500 Penalty: 2907.105957 Iteration 37Q: 3 clusters Score -736220.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6802 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -736220.437500 Penalty: 2907.105957 Iteration 38Q: 3 clusters Score -736220.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6804 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -736221.375000 Penalty: 2907.105957 Iteration 39Q: 3 clusters Score -736221.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6807 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -736221.125000 Penalty: 2907.105957 Iteration 40F: 3 clusters Score -736221.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6809 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -736222.625000 Penalty: 2907.105957 Iteration 41Q: 3 clusters Score -736222.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6813 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -736224.750000 Penalty: 2907.105957 Iteration 42Q: 3 clusters Score -736224.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6818 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -736224.750000 Penalty: 2907.105957 Iteration 43Q: 3 clusters Score -736224.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6822 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -736226.375000 Penalty: 2907.105957 Iteration 44Q: 3 clusters Score -736226.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6825 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -736227.875000 Penalty: 2907.105957 Iteration 45Q: 3 clusters Score -736227.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6830 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -736229.812500 Penalty: 2907.105957 Iteration 46Q: 3 clusters Score -736229.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -736231.125000 Penalty: 2907.105957 Iteration 47Q: 3 clusters Score -736231.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6835 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -736232.375000 Penalty: 2907.105957 Iteration 48Q: 3 clusters Score -736232.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6837 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -736235.062500 Penalty: 2907.105957 Iteration 49Q: 3 clusters Score -736235.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6840 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -736235.875000 Penalty: 2907.105957 Iteration 50Q: 3 clusters Score -736235.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6843 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -736237.062500 Penalty: 2907.105957 Iteration 51Q: 3 clusters Score -736237.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6848 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -736238.062500 Penalty: 2907.105957 Iteration 52Q: 3 clusters Score -736238.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6848 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -736238.062500 Penalty: 2907.105957 Iteration 53F: 3 clusters Score -736238.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (975 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Entering Unmasked Estep Score: -92610.078125 Penalty: 1118.396118 Iteration 0F: 2 clusters Score -92610.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -91185.226562 Penalty: 2236.792236 Iteration 0F: 3 clusters Score -91185.23 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -91410.070312 Penalty: 2236.792236 Iteration 1F: 3 clusters Score -91410.07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -91474.937500 Penalty: 2236.792236 Iteration 2F: 3 clusters Score -91474.94 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -91523.898438 Penalty: 2236.792236 Iteration 3Q: 3 clusters Score -91523.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -91563.460938 Penalty: 2236.792236 Iteration 4Q: 3 clusters Score -91563.46 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -91607.125000 Penalty: 2236.792236 Iteration 5Q: 3 clusters Score -91607.12 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -91631.828125 Penalty: 2236.792236 Iteration 6Q: 3 clusters Score -91631.83 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -91651.984375 Penalty: 2236.792236 Iteration 7Q: 3 clusters Score -91651.98 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -91666.984375 Penalty: 2236.792236 Iteration 8Q: 3 clusters Score -91666.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -91678.750000 Penalty: 2236.792236 Iteration 9Q: 3 clusters Score -91678.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -91685.914062 Penalty: 2236.792236 Iteration 10Q: 3 clusters Score -91685.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -91690.375000 Penalty: 2236.792236 Iteration 11Q: 3 clusters Score -91690.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -91693.429688 Penalty: 2236.792236 Iteration 12Q: 3 clusters Score -91693.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -91698.437500 Penalty: 2236.792236 Iteration 13Q: 3 clusters Score -91698.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -91700.773438 Penalty: 2236.792236 Iteration 14Q: 3 clusters Score -91700.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -91708.234375 Penalty: 2236.792236 Iteration 15Q: 3 clusters Score -91708.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -91709.156250 Penalty: 2236.792236 Iteration 16Q: 3 clusters Score -91709.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -91711.265625 Penalty: 2236.792236 Iteration 17Q: 3 clusters Score -91711.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -91714.085938 Penalty: 2236.792236 Iteration 18Q: 3 clusters Score -91714.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -91715.460938 Penalty: 2236.792236 Iteration 19Q: 3 clusters Score -91715.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -91715.804688 Penalty: 2236.792236 Iteration 20F: 3 clusters Score -91715.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -91716.054688 Penalty: 2236.792236 Iteration 21Q: 3 clusters Score -91716.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -91716.054688 Penalty: 2236.792236 Iteration 22F: 3 clusters Score -91716.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (16190 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16190 members Entering Unmasked Estep Score: -1491888.750000 Penalty: 1574.974243 Iteration 0F: 2 clusters Score -1491889 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8057 members Mstep: Class 2 contains 8133 members Entering Unmasked Estep Score: -1480699.500000 Penalty: 3149.948486 Iteration 0F: 3 clusters Score -1480700 nChanged 7255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7694 members Mstep: Class 2 contains 8496 members Entering Unmasked Estep Score: -1484659.875000 Penalty: 3149.948486 Iteration 1F: 3 clusters Score -1484660 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7519 members Mstep: Class 2 contains 8671 members Entering Unmasked Estep Score: -1485029.500000 Penalty: 3149.948486 Iteration 2F: 3 clusters Score -1485030 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7275 members Mstep: Class 2 contains 8915 members Entering Unmasked Estep Score: -1485347.750000 Penalty: 3149.948486 Iteration 3Q: 3 clusters Score -1485348 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6930 members Mstep: Class 2 contains 9260 members Entering Unmasked Estep Score: -1485686.375000 Penalty: 3149.948486 Iteration 4Q: 3 clusters Score -1485686 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6553 members Mstep: Class 2 contains 9637 members Entering Unmasked Estep Score: -1486027.125000 Penalty: 3149.948486 Iteration 5Q: 3 clusters Score -1486027 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6123 members Mstep: Class 2 contains 10067 members Entering Unmasked Estep Score: -1486380.750000 Penalty: 3149.948486 Iteration 6Q: 3 clusters Score -1486381 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5604 members Mstep: Class 2 contains 10586 members Entering Unmasked Estep Score: -1486779.750000 Penalty: 3149.948486 Iteration 7Q: 3 clusters Score -1486780 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5019 members Mstep: Class 2 contains 11171 members Entering Unmasked Estep Score: -1487209.375000 Penalty: 3149.948486 Iteration 8Q: 3 clusters Score -1487209 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 11791 members Entering Unmasked Estep Score: -1487659.000000 Penalty: 3149.948486 Iteration 9Q: 3 clusters Score -1487659 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 12415 members Entering Unmasked Estep Score: -1488108.750000 Penalty: 3149.948486 Iteration 10Q: 3 clusters Score -1488109 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 12986 members Entering Unmasked Estep Score: -1488550.750000 Penalty: 3149.948486 Iteration 11Q: 3 clusters Score -1488551 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 13540 members Entering Unmasked Estep Score: -1488988.250000 Penalty: 3149.948486 Iteration 12Q: 3 clusters Score -1488988 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 14050 members Entering Unmasked Estep Score: -1489419.500000 Penalty: 3149.948486 Iteration 13Q: 3 clusters Score -1489420 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 14455 members Entering Unmasked Estep Score: -1489754.625000 Penalty: 3149.948486 Iteration 14Q: 3 clusters Score -1489755 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 14721 members Entering Unmasked Estep Score: -1489999.750000 Penalty: 3149.948486 Iteration 15Q: 3 clusters Score -1490000 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 14897 members Entering Unmasked Estep Score: -1490190.625000 Penalty: 3149.948486 Iteration 16Q: 3 clusters Score -1490191 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 15015 members Entering Unmasked Estep Score: -1490335.250000 Penalty: 3149.948486 Iteration 17Q: 3 clusters Score -1490335 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 15074 members Entering Unmasked Estep Score: -1490418.875000 Penalty: 3149.948486 Iteration 18Q: 3 clusters Score -1490419 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 15108 members Entering Unmasked Estep Score: -1490476.875000 Penalty: 3149.948486 Iteration 19Q: 3 clusters Score -1490477 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 15137 members Entering Unmasked Estep Score: -1490528.250000 Penalty: 3149.948486 Iteration 20F: 3 clusters Score -1490528 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 15154 members Entering Unmasked Estep Score: -1490573.125000 Penalty: 3149.948486 Iteration 21Q: 3 clusters Score -1490573 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 15164 members Entering Unmasked Estep Score: -1490604.125000 Penalty: 3149.948486 Iteration 22Q: 3 clusters Score -1490604 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 15161 members Entering Unmasked Estep Score: -1490627.750000 Penalty: 3149.948486 Iteration 23Q: 3 clusters Score -1490628 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 15160 members Entering Unmasked Estep Score: -1490649.500000 Penalty: 3149.948486 Iteration 24Q: 3 clusters Score -1490650 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 15151 members Entering Unmasked Estep Score: -1490677.875000 Penalty: 3149.948486 Iteration 25Q: 3 clusters Score -1490678 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 15139 members Entering Unmasked Estep Score: -1490706.625000 Penalty: 3149.948486 Iteration 26Q: 3 clusters Score -1490707 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 15115 members Entering Unmasked Estep Score: -1490751.000000 Penalty: 3149.948486 Iteration 27Q: 3 clusters Score -1490751 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 15073 members Entering Unmasked Estep Score: -1490794.500000 Penalty: 3149.948486 Iteration 28Q: 3 clusters Score -1490794 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 15031 members Entering Unmasked Estep Score: -1490831.000000 Penalty: 3149.948486 Iteration 29Q: 3 clusters Score -1490831 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 14996 members Entering Unmasked Estep Score: -1490863.750000 Penalty: 3149.948486 Iteration 30Q: 3 clusters Score -1490864 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 14959 members Entering Unmasked Estep Score: -1490895.000000 Penalty: 3149.948486 Iteration 31Q: 3 clusters Score -1490895 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 14929 members Entering Unmasked Estep Score: -1490914.500000 Penalty: 3149.948486 Iteration 32Q: 3 clusters Score -1490914 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 14901 members Entering Unmasked Estep Score: -1490923.375000 Penalty: 3149.948486 Iteration 33Q: 3 clusters Score -1490923 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 14886 members Entering Unmasked Estep Score: -1490929.375000 Penalty: 3149.948486 Iteration 34Q: 3 clusters Score -1490929 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 14874 members Entering Unmasked Estep Score: -1490935.000000 Penalty: 3149.948486 Iteration 35Q: 3 clusters Score -1490935 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 14860 members Entering Unmasked Estep Score: -1490944.250000 Penalty: 3149.948486 Iteration 36Q: 3 clusters Score -1490944 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 14849 members Entering Unmasked Estep Score: -1490946.375000 Penalty: 3149.948486 Iteration 37Q: 3 clusters Score -1490946 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 14835 members Entering Unmasked Estep Score: -1490952.875000 Penalty: 3149.948486 Iteration 38Q: 3 clusters Score -1490953 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 14826 members Entering Unmasked Estep Score: -1490960.375000 Penalty: 3149.948486 Iteration 39Q: 3 clusters Score -1490960 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 14816 members Entering Unmasked Estep Score: -1490965.375000 Penalty: 3149.948486 Iteration 40F: 3 clusters Score -1490965 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 14798 members Entering Unmasked Estep Score: -1490973.875000 Penalty: 3149.948486 Iteration 41Q: 3 clusters Score -1490974 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 14778 members Entering Unmasked Estep Score: -1490978.000000 Penalty: 3149.948486 Iteration 42Q: 3 clusters Score -1490978 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 14758 members Entering Unmasked Estep Score: -1490986.750000 Penalty: 3149.948486 Iteration 43Q: 3 clusters Score -1490987 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 14734 members Entering Unmasked Estep Score: -1490992.125000 Penalty: 3149.948486 Iteration 44Q: 3 clusters Score -1490992 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 14717 members Entering Unmasked Estep Score: -1490995.625000 Penalty: 3149.948486 Iteration 45Q: 3 clusters Score -1490996 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 14699 members Entering Unmasked Estep Score: -1491002.375000 Penalty: 3149.948486 Iteration 46Q: 3 clusters Score -1491002 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 14686 members Entering Unmasked Estep Score: -1491007.375000 Penalty: 3149.948486 Iteration 47Q: 3 clusters Score -1491007 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 14676 members Entering Unmasked Estep Score: -1491010.750000 Penalty: 3149.948486 Iteration 48Q: 3 clusters Score -1491011 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 14662 members Entering Unmasked Estep Score: -1491013.875000 Penalty: 3149.948486 Iteration 49Q: 3 clusters Score -1491014 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 14655 members Entering Unmasked Estep Score: -1491020.375000 Penalty: 3149.948486 Iteration 50Q: 3 clusters Score -1491020 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 14650 members Entering Unmasked Estep Score: -1491021.250000 Penalty: 3149.948486 Iteration 51Q: 3 clusters Score -1491021 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 14641 members Entering Unmasked Estep Score: -1491019.250000 Penalty: 3149.948486 Iteration 52Q: 3 clusters Score -1491019 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 14635 members Entering Unmasked Estep Score: -1491019.500000 Penalty: 3149.948486 Iteration 53Q: 3 clusters Score -1491020 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 14630 members Entering Unmasked Estep Score: -1491020.250000 Penalty: 3149.948486 Iteration 54Q: 3 clusters Score -1491020 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 14627 members Entering Unmasked Estep Score: -1491022.625000 Penalty: 3149.948486 Iteration 55Q: 3 clusters Score -1491023 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 14620 members Entering Unmasked Estep Score: -1491026.625000 Penalty: 3149.948486 Iteration 56Q: 3 clusters Score -1491027 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 14612 members Entering Unmasked Estep Score: -1491027.000000 Penalty: 3149.948486 Iteration 57Q: 3 clusters Score -1491027 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 14608 members Entering Unmasked Estep Score: -1491027.875000 Penalty: 3149.948486 Iteration 58Q: 3 clusters Score -1491028 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 14605 members Entering Unmasked Estep Score: -1491025.625000 Penalty: 3149.948486 Iteration 59Q: 3 clusters Score -1491026 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 14605 members Entering Unmasked Estep Score: -1491025.625000 Penalty: 3149.948486 Iteration 60F: 3 clusters Score -1491026 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (19305 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19305 members Entering Unmasked Estep Score: -1863023.250000 Penalty: 1603.569336 Iteration 0F: 2 clusters Score -1863023 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9728 members Mstep: Class 2 contains 9577 members Entering Unmasked Estep Score: -1849735.875000 Penalty: 3207.138672 Iteration 0F: 3 clusters Score -1849736 nChanged 8880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10298 members Mstep: Class 2 contains 9007 members Entering Unmasked Estep Score: -1854949.875000 Penalty: 3207.138672 Iteration 1F: 3 clusters Score -1854950 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10605 members Mstep: Class 2 contains 8700 members Entering Unmasked Estep Score: -1855703.375000 Penalty: 3207.138672 Iteration 2F: 3 clusters Score -1855703 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11017 members Mstep: Class 2 contains 8288 members Entering Unmasked Estep Score: -1856572.625000 Penalty: 3207.138672 Iteration 3F: 3 clusters Score -1856573 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11586 members Mstep: Class 2 contains 7719 members Entering Unmasked Estep Score: -1857581.125000 Penalty: 3207.138672 Iteration 4F: 3 clusters Score -1857581 nChanged 1353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12339 members Mstep: Class 2 contains 6966 members Entering Unmasked Estep Score: -1858583.375000 Penalty: 3207.138672 Iteration 5F: 3 clusters Score -1858583 nChanged 1364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13243 members Mstep: Class 2 contains 6062 members Entering Unmasked Estep Score: -1859623.000000 Penalty: 3207.138672 Iteration 6F: 3 clusters Score -1859623 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14093 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -1860553.750000 Penalty: 3207.138672 Iteration 7F: 3 clusters Score -1860554 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14793 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1861304.500000 Penalty: 3207.138672 Iteration 8Q: 3 clusters Score -1861304 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15293 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -1861823.875000 Penalty: 3207.138672 Iteration 9Q: 3 clusters Score -1861824 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15652 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -1862121.250000 Penalty: 3207.138672 Iteration 10Q: 3 clusters Score -1862121 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15913 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -1862309.500000 Penalty: 3207.138672 Iteration 11Q: 3 clusters Score -1862310 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16117 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -1862427.500000 Penalty: 3207.138672 Iteration 12Q: 3 clusters Score -1862428 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16272 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -1862497.500000 Penalty: 3207.138672 Iteration 13Q: 3 clusters Score -1862498 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16412 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -1862560.375000 Penalty: 3207.138672 Iteration 14Q: 3 clusters Score -1862560 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16517 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -1862597.875000 Penalty: 3207.138672 Iteration 15Q: 3 clusters Score -1862598 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16593 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -1862624.125000 Penalty: 3207.138672 Iteration 16Q: 3 clusters Score -1862624 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16656 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -1862642.875000 Penalty: 3207.138672 Iteration 17Q: 3 clusters Score -1862643 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -1862657.375000 Penalty: 3207.138672 Iteration 18Q: 3 clusters Score -1862657 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16761 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -1862674.750000 Penalty: 3207.138672 Iteration 19Q: 3 clusters Score -1862675 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16803 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -1862687.625000 Penalty: 3207.138672 Iteration 20F: 3 clusters Score -1862688 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16839 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -1862688.500000 Penalty: 3207.138672 Iteration 21Q: 3 clusters Score -1862688 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16869 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -1862699.625000 Penalty: 3207.138672 Iteration 22Q: 3 clusters Score -1862700 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16898 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -1862707.875000 Penalty: 3207.138672 Iteration 23Q: 3 clusters Score -1862708 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16918 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -1862711.750000 Penalty: 3207.138672 Iteration 24Q: 3 clusters Score -1862712 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16936 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -1862719.375000 Penalty: 3207.138672 Iteration 25Q: 3 clusters Score -1862719 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16946 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -1862719.250000 Penalty: 3207.138672 Iteration 26Q: 3 clusters Score -1862719 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16955 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -1862721.500000 Penalty: 3207.138672 Iteration 27Q: 3 clusters Score -1862722 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16962 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -1862722.625000 Penalty: 3207.138672 Iteration 28Q: 3 clusters Score -1862723 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16972 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -1862721.875000 Penalty: 3207.138672 Iteration 29Q: 3 clusters Score -1862722 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16981 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -1862721.000000 Penalty: 3207.138672 Iteration 30Q: 3 clusters Score -1862721 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16987 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -1862727.750000 Penalty: 3207.138672 Iteration 31Q: 3 clusters Score -1862728 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16994 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -1862729.500000 Penalty: 3207.138672 Iteration 32Q: 3 clusters Score -1862730 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17003 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -1862730.875000 Penalty: 3207.138672 Iteration 33Q: 3 clusters Score -1862731 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17012 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -1862734.000000 Penalty: 3207.138672 Iteration 34Q: 3 clusters Score -1862734 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17020 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -1862740.375000 Penalty: 3207.138672 Iteration 35Q: 3 clusters Score -1862740 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17026 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -1862740.625000 Penalty: 3207.138672 Iteration 36Q: 3 clusters Score -1862741 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17028 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -1862739.625000 Penalty: 3207.138672 Iteration 37Q: 3 clusters Score -1862740 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17031 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -1862742.875000 Penalty: 3207.138672 Iteration 38Q: 3 clusters Score -1862743 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17031 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -1862742.875000 Penalty: 3207.138672 Iteration 39F: 3 clusters Score -1862743 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 470 members Mstep: Class 3 contains 2652 members Mstep: Class 4 contains 1039 members Mstep: Class 5 contains 513 members Mstep: Class 6 contains 5535 members Mstep: Class 7 contains 2184 members Mstep: Class 8 contains 800 members Mstep: Class 9 contains 1723 members Mstep: Class 10 contains 4975 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 6613 members Mstep: Class 18 contains 516 members Mstep: Class 19 contains 4246 members Mstep: Class 20 contains 3887 members Mstep: Class 21 contains 7669 members Mstep: Class 22 contains 975 members Mstep: Class 23 contains 16190 members Mstep: Class 24 contains 19305 members Entering Unmasked Estep ConsiderDeletion Score: -8394908.000000 Penalty: 42713.937500 Iteration 39Q: 24 clusters Score -8394908 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 2899 members Mstep: Class 4 contains 1039 members Mstep: Class 5 contains 537 members Mstep: Class 6 contains 5534 members Mstep: Class 7 contains 2116 members Mstep: Class 8 contains 800 members Mstep: Class 9 contains 1610 members Mstep: Class 10 contains 4977 members Mstep: Class 11 contains 4888 members Mstep: Class 12 contains 2896 members Mstep: Class 13 contains 1035 members Mstep: Class 14 contains 6613 members Mstep: Class 15 contains 840 members Mstep: Class 16 contains 793 members Mstep: Class 18 contains 516 members Mstep: Class 19 contains 4255 members Mstep: Class 20 contains 3876 members Mstep: Class 21 contains 7678 members Mstep: Class 22 contains 975 members Mstep: Class 23 contains 16271 members Mstep: Class 24 contains 19186 members Entering Unmasked Estep ConsiderDeletion Score: -8395662.000000 Penalty: 42713.937500 Iteration 40F: 24 clusters Score -8395662 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 3021 members Mstep: Class 4 contains 1035 members Mstep: Class 5 contains 548 members Mstep: Class 6 contains 5539 members Mstep: Class 7 contains 2133 members Mstep: Class 8 contains 800 members Mstep: Class 9 contains 1546 members Mstep: Class 10 contains 4981 members Mstep: Class 11 contains 4912 members Mstep: Class 12 contains 2895 members Mstep: Class 13 contains 1044 members Mstep: Class 14 contains 6605 members Mstep: Class 15 contains 855 members Mstep: Class 16 contains 798 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4244 members Mstep: Class 20 contains 3868 members Mstep: Class 21 contains 7681 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 16245 members Mstep: Class 24 contains 19105 members Entering Unmasked Estep ConsiderDeletion Score: -8396041.000000 Penalty: 42713.937500 Iteration 41Q: 24 clusters Score -8396041 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 460 members Mstep: Class 3 contains 3070 members Mstep: Class 4 contains 1034 members Mstep: Class 5 contains 551 members Mstep: Class 6 contains 5540 members Mstep: Class 7 contains 2160 members Mstep: Class 8 contains 797 members Mstep: Class 9 contains 1521 members Mstep: Class 10 contains 4984 members Mstep: Class 11 contains 4941 members Mstep: Class 12 contains 2895 members Mstep: Class 13 contains 1050 members Mstep: Class 14 contains 6603 members Mstep: Class 15 contains 858 members Mstep: Class 16 contains 801 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4239 members Mstep: Class 20 contains 3869 members Mstep: Class 21 contains 7676 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 16217 members Mstep: Class 24 contains 19054 members Entering Unmasked Estep ConsiderDeletion Score: -8396227.000000 Penalty: 42713.937500 Iteration 42Q: 24 clusters Score -8396227 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 457 members Mstep: Class 3 contains 3102 members Mstep: Class 4 contains 1032 members Mstep: Class 5 contains 552 members Mstep: Class 6 contains 5539 members Mstep: Class 7 contains 2196 members Mstep: Class 8 contains 796 members Mstep: Class 9 contains 1503 members Mstep: Class 10 contains 4987 members Mstep: Class 11 contains 4962 members Mstep: Class 12 contains 2895 members Mstep: Class 13 contains 1058 members Mstep: Class 14 contains 6603 members Mstep: Class 15 contains 857 members Mstep: Class 16 contains 803 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4240 members Mstep: Class 20 contains 3867 members Mstep: Class 21 contains 7674 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 16185 members Mstep: Class 24 contains 19019 members Entering Unmasked Estep ConsiderDeletion Score: -8396305.000000 Penalty: 42713.937500 Iteration 43Q: 24 clusters Score -8396305 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 451 members Mstep: Class 3 contains 3115 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5540 members Mstep: Class 7 contains 2230 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1498 members Mstep: Class 10 contains 4990 members Mstep: Class 11 contains 4981 members Mstep: Class 12 contains 2895 members Mstep: Class 13 contains 1062 members Mstep: Class 14 contains 6606 members Mstep: Class 15 contains 858 members Mstep: Class 16 contains 804 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4241 members Mstep: Class 20 contains 3865 members Mstep: Class 21 contains 7672 members Mstep: Class 22 contains 975 members Mstep: Class 23 contains 16153 members Mstep: Class 24 contains 18990 members Entering Unmasked Estep ConsiderDeletion Score: -8396351.000000 Penalty: 42713.937500 Iteration 44Q: 24 clusters Score -8396351 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 451 members Mstep: Class 3 contains 3116 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5536 members Mstep: Class 7 contains 2251 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1496 members Mstep: Class 10 contains 4995 members Mstep: Class 11 contains 4995 members Mstep: Class 12 contains 2895 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 6608 members Mstep: Class 15 contains 859 members Mstep: Class 16 contains 805 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4241 members Mstep: Class 20 contains 3863 members Mstep: Class 21 contains 7669 members Mstep: Class 22 contains 975 members Mstep: Class 23 contains 16127 members Mstep: Class 24 contains 18976 members Entering Unmasked Estep ConsiderDeletion Score: -8396394.000000 Penalty: 42713.937500 Iteration 45Q: 24 clusters Score -8396394 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 448 members Mstep: Class 3 contains 3113 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5534 members Mstep: Class 7 contains 2268 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1496 members Mstep: Class 10 contains 4997 members Mstep: Class 11 contains 5004 members Mstep: Class 12 contains 2895 members Mstep: Class 13 contains 1066 members Mstep: Class 14 contains 6608 members Mstep: Class 15 contains 859 members Mstep: Class 16 contains 805 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4240 members Mstep: Class 20 contains 3863 members Mstep: Class 21 contains 7667 members Mstep: Class 22 contains 975 members Mstep: Class 23 contains 16110 members Mstep: Class 24 contains 18973 members Entering Unmasked Estep ConsiderDeletion Score: -8396413.000000 Penalty: 42713.937500 Iteration 46Q: 24 clusters Score -8396413 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 448 members Mstep: Class 3 contains 3113 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5531 members Mstep: Class 7 contains 2285 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1496 members Mstep: Class 10 contains 5002 members Mstep: Class 11 contains 5008 members Mstep: Class 12 contains 2895 members Mstep: Class 13 contains 1067 members Mstep: Class 14 contains 6608 members Mstep: Class 15 contains 859 members Mstep: Class 16 contains 805 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4238 members Mstep: Class 20 contains 3860 members Mstep: Class 21 contains 7666 members Mstep: Class 22 contains 975 members Mstep: Class 23 contains 16091 members Mstep: Class 24 contains 18973 members Entering Unmasked Estep ConsiderDeletion Score: -8396430.000000 Penalty: 42713.937500 Iteration 47Q: 24 clusters Score -8396430 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 447 members Mstep: Class 3 contains 3116 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5532 members Mstep: Class 7 contains 2299 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1495 members Mstep: Class 10 contains 5007 members Mstep: Class 11 contains 5012 members Mstep: Class 12 contains 2895 members Mstep: Class 13 contains 1067 members Mstep: Class 14 contains 6608 members Mstep: Class 15 contains 859 members Mstep: Class 16 contains 805 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4236 members Mstep: Class 20 contains 3854 members Mstep: Class 21 contains 7667 members Mstep: Class 22 contains 975 members Mstep: Class 23 contains 16074 members Mstep: Class 24 contains 18972 members Entering Unmasked Estep ConsiderDeletion Score: -8396423.000000 Penalty: 42713.937500 Iteration 48Q: 24 clusters Score -8396423 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 445 members Mstep: Class 3 contains 3116 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5532 members Mstep: Class 7 contains 2307 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1495 members Mstep: Class 10 contains 5010 members Mstep: Class 11 contains 5014 members Mstep: Class 12 contains 2895 members Mstep: Class 13 contains 1067 members Mstep: Class 14 contains 6608 members Mstep: Class 15 contains 859 members Mstep: Class 16 contains 805 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4238 members Mstep: Class 20 contains 3851 members Mstep: Class 21 contains 7665 members Mstep: Class 22 contains 975 members Mstep: Class 23 contains 16067 members Mstep: Class 24 contains 18971 members Entering Unmasked Estep ConsiderDeletion Score: -8396434.000000 Penalty: 42713.937500 Iteration 49Q: 24 clusters Score -8396434 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 444 members Mstep: Class 3 contains 3117 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5531 members Mstep: Class 7 contains 2313 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1494 members Mstep: Class 10 contains 5014 members Mstep: Class 11 contains 5017 members Mstep: Class 12 contains 2895 members Mstep: Class 13 contains 1067 members Mstep: Class 14 contains 6608 members Mstep: Class 15 contains 859 members Mstep: Class 16 contains 805 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4239 members Mstep: Class 20 contains 3846 members Mstep: Class 21 contains 7666 members Mstep: Class 22 contains 975 members Mstep: Class 23 contains 16060 members Mstep: Class 24 contains 18970 members Entering Unmasked Estep ConsiderDeletion Score: -8396451.000000 Penalty: 42713.937500 Iteration 50Q: 24 clusters Score -8396451 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 443 members Mstep: Class 3 contains 3117 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5530 members Mstep: Class 7 contains 2319 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1496 members Mstep: Class 10 contains 5020 members Mstep: Class 11 contains 5020 members Mstep: Class 12 contains 2895 members Mstep: Class 13 contains 1067 members Mstep: Class 14 contains 6608 members Mstep: Class 15 contains 859 members Mstep: Class 16 contains 805 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4240 members Mstep: Class 20 contains 3837 members Mstep: Class 21 contains 7669 members Mstep: Class 22 contains 975 members Mstep: Class 23 contains 16053 members Mstep: Class 24 contains 18968 members Entering Unmasked Estep ConsiderDeletion Score: -8396450.000000 Penalty: 42713.937500 Iteration 51Q: 24 clusters Score -8396450 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 440 members Mstep: Class 3 contains 3116 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5530 members Mstep: Class 7 contains 2323 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1494 members Mstep: Class 10 contains 5023 members Mstep: Class 11 contains 5024 members Mstep: Class 12 contains 2895 members Mstep: Class 13 contains 1067 members Mstep: Class 14 contains 6608 members Mstep: Class 15 contains 859 members Mstep: Class 16 contains 805 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4242 members Mstep: Class 20 contains 3833 members Mstep: Class 21 contains 7672 members Mstep: Class 22 contains 975 members Mstep: Class 23 contains 16049 members Mstep: Class 24 contains 18967 members Entering Unmasked Estep ConsiderDeletion Score: -8396489.000000 Penalty: 42713.937500 Iteration 52Q: 24 clusters Score -8396489 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 439 members Mstep: Class 3 contains 3117 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5527 members Mstep: Class 7 contains 2325 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1495 members Mstep: Class 10 contains 5026 members Mstep: Class 11 contains 5027 members Mstep: Class 12 contains 2895 members Mstep: Class 13 contains 1067 members Mstep: Class 14 contains 6608 members Mstep: Class 15 contains 859 members Mstep: Class 16 contains 805 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4243 members Mstep: Class 20 contains 3829 members Mstep: Class 21 contains 7675 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 16046 members Mstep: Class 24 contains 18965 members Entering Unmasked Estep ConsiderDeletion Score: -8396507.000000 Penalty: 42713.937500 Iteration 53Q: 24 clusters Score -8396507 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 440 members Mstep: Class 3 contains 3120 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5526 members Mstep: Class 7 contains 2327 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1494 members Mstep: Class 10 contains 5028 members Mstep: Class 11 contains 5029 members Mstep: Class 12 contains 2895 members Mstep: Class 13 contains 1067 members Mstep: Class 14 contains 6608 members Mstep: Class 15 contains 859 members Mstep: Class 16 contains 805 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4243 members Mstep: Class 20 contains 3826 members Mstep: Class 21 contains 7676 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 16042 members Mstep: Class 24 contains 18963 members Entering Unmasked Estep ConsiderDeletion Score: -8396526.000000 Penalty: 42713.937500 Iteration 54Q: 24 clusters Score -8396526 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 440 members Mstep: Class 3 contains 3122 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5526 members Mstep: Class 7 contains 2328 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1498 members Mstep: Class 10 contains 5028 members Mstep: Class 11 contains 5030 members Mstep: Class 12 contains 2895 members Mstep: Class 13 contains 1067 members Mstep: Class 14 contains 6608 members Mstep: Class 15 contains 859 members Mstep: Class 16 contains 805 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4242 members Mstep: Class 20 contains 3824 members Mstep: Class 21 contains 7677 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 16039 members Mstep: Class 24 contains 18960 members Entering Unmasked Estep ConsiderDeletion Score: -8396515.000000 Penalty: 42713.937500 Iteration 55Q: 24 clusters Score -8396515 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 442 members Mstep: Class 3 contains 3122 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5526 members Mstep: Class 7 contains 2328 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1499 members Mstep: Class 10 contains 5029 members Mstep: Class 11 contains 5030 members Mstep: Class 12 contains 2895 members Mstep: Class 13 contains 1067 members Mstep: Class 14 contains 6608 members Mstep: Class 15 contains 859 members Mstep: Class 16 contains 805 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4242 members Mstep: Class 20 contains 3821 members Mstep: Class 21 contains 7679 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 16037 members Mstep: Class 24 contains 18959 members Entering Unmasked Estep ConsiderDeletion Score: -8396536.000000 Penalty: 42713.937500 Iteration 56Q: 24 clusters Score -8396536 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 443 members Mstep: Class 3 contains 3122 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5526 members Mstep: Class 7 contains 2329 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1496 members Mstep: Class 10 contains 5030 members Mstep: Class 11 contains 5031 members Mstep: Class 12 contains 2895 members Mstep: Class 13 contains 1067 members Mstep: Class 14 contains 6608 members Mstep: Class 15 contains 859 members Mstep: Class 16 contains 805 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4242 members Mstep: Class 20 contains 3819 members Mstep: Class 21 contains 7681 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 16036 members Mstep: Class 24 contains 18959 members Entering Unmasked Estep ConsiderDeletion Score: -8396544.000000 Penalty: 42713.937500 Iteration 57Q: 24 clusters Score -8396544 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 444 members Mstep: Class 3 contains 3122 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5526 members Mstep: Class 7 contains 2330 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1494 members Mstep: Class 10 contains 5030 members Mstep: Class 11 contains 5031 members Mstep: Class 12 contains 2895 members Mstep: Class 13 contains 1067 members Mstep: Class 14 contains 6608 members Mstep: Class 15 contains 859 members Mstep: Class 16 contains 806 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4243 members Mstep: Class 20 contains 3815 members Mstep: Class 21 contains 7685 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 16034 members Mstep: Class 24 contains 18959 members Entering Unmasked Estep ConsiderDeletion Score: -8396556.000000 Penalty: 42713.937500 Iteration 58Q: 24 clusters Score -8396556 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 449 members Mstep: Class 3 contains 3122 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5526 members Mstep: Class 7 contains 2330 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1491 members Mstep: Class 10 contains 5031 members Mstep: Class 11 contains 5032 members Mstep: Class 12 contains 2894 members Mstep: Class 13 contains 1067 members Mstep: Class 14 contains 6608 members Mstep: Class 15 contains 859 members Mstep: Class 16 contains 806 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4242 members Mstep: Class 20 contains 3814 members Mstep: Class 21 contains 7685 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 16033 members Mstep: Class 24 contains 18959 members Entering Unmasked Estep ConsiderDeletion Score: -8396556.000000 Penalty: 42713.937500 Iteration 59Q: 24 clusters Score -8396556 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 449 members Mstep: Class 3 contains 3123 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5526 members Mstep: Class 7 contains 2330 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1491 members Mstep: Class 10 contains 5032 members Mstep: Class 11 contains 5035 members Mstep: Class 12 contains 2894 members Mstep: Class 13 contains 1067 members Mstep: Class 14 contains 6608 members Mstep: Class 15 contains 859 members Mstep: Class 16 contains 806 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4242 members Mstep: Class 20 contains 3814 members Mstep: Class 21 contains 7683 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 16032 members Mstep: Class 24 contains 18957 members Entering Unmasked Estep ConsiderDeletion Score: -8396601.000000 Penalty: 42713.937500 Iteration 60F: 24 clusters Score -8396601 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 457 members Mstep: Class 3 contains 3123 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5526 members Mstep: Class 7 contains 2330 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1487 members Mstep: Class 10 contains 5033 members Mstep: Class 11 contains 5036 members Mstep: Class 12 contains 2894 members Mstep: Class 13 contains 1067 members Mstep: Class 14 contains 6608 members Mstep: Class 15 contains 859 members Mstep: Class 16 contains 806 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4239 members Mstep: Class 20 contains 3814 members Mstep: Class 21 contains 7682 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 16032 members Mstep: Class 24 contains 18955 members Entering Unmasked Estep ConsiderDeletion Score: -8396644.000000 Penalty: 42713.937500 Iteration 61Q: 24 clusters Score -8396644 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 465 members Mstep: Class 3 contains 3123 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5525 members Mstep: Class 7 contains 2330 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1484 members Mstep: Class 10 contains 5035 members Mstep: Class 11 contains 5037 members Mstep: Class 12 contains 2894 members Mstep: Class 13 contains 1067 members Mstep: Class 14 contains 6608 members Mstep: Class 15 contains 859 members Mstep: Class 16 contains 806 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4241 members Mstep: Class 20 contains 3813 members Mstep: Class 21 contains 7679 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 16030 members Mstep: Class 24 contains 18952 members Entering Unmasked Estep ConsiderDeletion Score: -8396679.000000 Penalty: 42713.937500 Iteration 62Q: 24 clusters Score -8396679 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 470 members Mstep: Class 3 contains 3127 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5522 members Mstep: Class 7 contains 2330 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1486 members Mstep: Class 10 contains 5034 members Mstep: Class 11 contains 5039 members Mstep: Class 12 contains 2894 members Mstep: Class 13 contains 1066 members Mstep: Class 14 contains 6610 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 806 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4242 members Mstep: Class 20 contains 3812 members Mstep: Class 21 contains 7677 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 16026 members Mstep: Class 24 contains 18948 members Entering Unmasked Estep ConsiderDeletion Score: -8396705.000000 Penalty: 42713.937500 Iteration 63Q: 24 clusters Score -8396705 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 475 members Mstep: Class 3 contains 3127 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5520 members Mstep: Class 7 contains 2329 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1489 members Mstep: Class 10 contains 5036 members Mstep: Class 11 contains 5042 members Mstep: Class 12 contains 2894 members Mstep: Class 13 contains 1065 members Mstep: Class 14 contains 6610 members Mstep: Class 15 contains 861 members Mstep: Class 16 contains 807 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4243 members Mstep: Class 20 contains 3810 members Mstep: Class 21 contains 7674 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 16019 members Mstep: Class 24 contains 18948 members Entering Unmasked Estep ConsiderDeletion Score: -8396742.000000 Penalty: 42713.937500 Iteration 64Q: 24 clusters Score -8396742 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 477 members Mstep: Class 3 contains 3130 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5515 members Mstep: Class 7 contains 2331 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1497 members Mstep: Class 10 contains 5036 members Mstep: Class 11 contains 5047 members Mstep: Class 12 contains 2893 members Mstep: Class 13 contains 1066 members Mstep: Class 14 contains 6610 members Mstep: Class 15 contains 861 members Mstep: Class 16 contains 808 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4241 members Mstep: Class 20 contains 3808 members Mstep: Class 21 contains 7671 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 16013 members Mstep: Class 24 contains 18945 members Entering Unmasked Estep ConsiderDeletion Score: -8396746.000000 Penalty: 42713.937500 Iteration 65Q: 24 clusters Score -8396746 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 478 members Mstep: Class 3 contains 3130 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5512 members Mstep: Class 7 contains 2333 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1497 members Mstep: Class 10 contains 5034 members Mstep: Class 11 contains 5049 members Mstep: Class 12 contains 2892 members Mstep: Class 13 contains 1068 members Mstep: Class 14 contains 6610 members Mstep: Class 15 contains 861 members Mstep: Class 16 contains 808 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4242 members Mstep: Class 20 contains 3807 members Mstep: Class 21 contains 7673 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 16009 members Mstep: Class 24 contains 18945 members Entering Unmasked Estep ConsiderDeletion Score: -8396760.000000 Penalty: 42713.937500 Iteration 66Q: 24 clusters Score -8396760 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 480 members Mstep: Class 3 contains 3134 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5508 members Mstep: Class 7 contains 2333 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1502 members Mstep: Class 10 contains 5036 members Mstep: Class 11 contains 5050 members Mstep: Class 12 contains 2892 members Mstep: Class 13 contains 1071 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 861 members Mstep: Class 16 contains 808 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4242 members Mstep: Class 20 contains 3804 members Mstep: Class 21 contains 7672 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 16005 members Mstep: Class 24 contains 18943 members Entering Unmasked Estep ConsiderDeletion Score: -8396762.000000 Penalty: 42713.937500 Iteration 67Q: 24 clusters Score -8396762 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 480 members Mstep: Class 3 contains 3138 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5505 members Mstep: Class 7 contains 2335 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1505 members Mstep: Class 10 contains 5038 members Mstep: Class 11 contains 5052 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1075 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 809 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4242 members Mstep: Class 20 contains 3801 members Mstep: Class 21 contains 7673 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 16003 members Mstep: Class 24 contains 18940 members Entering Unmasked Estep ConsiderDeletion Score: -8396763.000000 Penalty: 42713.937500 Iteration 68Q: 24 clusters Score -8396763 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 482 members Mstep: Class 3 contains 3138 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5503 members Mstep: Class 7 contains 2338 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1505 members Mstep: Class 10 contains 5039 members Mstep: Class 11 contains 5055 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1077 members Mstep: Class 14 contains 6610 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 810 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4242 members Mstep: Class 20 contains 3802 members Mstep: Class 21 contains 7671 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 16002 members Mstep: Class 24 contains 18935 members Entering Unmasked Estep ConsiderDeletion Score: -8396792.000000 Penalty: 42713.937500 Iteration 69Q: 24 clusters Score -8396792 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 482 members Mstep: Class 3 contains 3145 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5502 members Mstep: Class 7 contains 2342 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1501 members Mstep: Class 10 contains 5039 members Mstep: Class 11 contains 5057 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1078 members Mstep: Class 14 contains 6610 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 810 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4241 members Mstep: Class 20 contains 3802 members Mstep: Class 21 contains 7671 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 15999 members Mstep: Class 24 contains 18932 members Entering Unmasked Estep ConsiderDeletion Score: -8396807.000000 Penalty: 42713.937500 Iteration 70Q: 24 clusters Score -8396807 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 482 members Mstep: Class 3 contains 3148 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5502 members Mstep: Class 7 contains 2344 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1502 members Mstep: Class 10 contains 5038 members Mstep: Class 11 contains 5059 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1082 members Mstep: Class 14 contains 6610 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 811 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4240 members Mstep: Class 20 contains 3802 members Mstep: Class 21 contains 7670 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 15997 members Mstep: Class 24 contains 18929 members Entering Unmasked Estep ConsiderDeletion Score: -8396802.000000 Penalty: 42713.937500 Iteration 71Q: 24 clusters Score -8396802 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 483 members Mstep: Class 3 contains 3155 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5499 members Mstep: Class 7 contains 2346 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1497 members Mstep: Class 10 contains 5038 members Mstep: Class 11 contains 5060 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1084 members Mstep: Class 14 contains 6610 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 811 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4240 members Mstep: Class 20 contains 3802 members Mstep: Class 21 contains 7670 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 15993 members Mstep: Class 24 contains 18928 members Entering Unmasked Estep ConsiderDeletion Score: -8396827.000000 Penalty: 42713.937500 Iteration 72Q: 24 clusters Score -8396827 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 485 members Mstep: Class 3 contains 3161 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 552 members Mstep: Class 6 contains 5496 members Mstep: Class 7 contains 2348 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1491 members Mstep: Class 10 contains 5038 members Mstep: Class 11 contains 5061 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6610 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 814 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4239 members Mstep: Class 20 contains 3801 members Mstep: Class 21 contains 7669 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 15992 members Mstep: Class 24 contains 18928 members Entering Unmasked Estep ConsiderDeletion Score: -8396837.000000 Penalty: 42713.937500 Iteration 73Q: 24 clusters Score -8396837 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 484 members Mstep: Class 3 contains 3166 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 552 members Mstep: Class 6 contains 5497 members Mstep: Class 7 contains 2350 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1488 members Mstep: Class 10 contains 5036 members Mstep: Class 11 contains 5061 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 815 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4238 members Mstep: Class 20 contains 3799 members Mstep: Class 21 contains 7670 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 15990 members Mstep: Class 24 contains 18927 members Entering Unmasked Estep ConsiderDeletion Score: -8396838.000000 Penalty: 42713.937500 Iteration 74Q: 24 clusters Score -8396838 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 483 members Mstep: Class 3 contains 3168 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 552 members Mstep: Class 6 contains 5493 members Mstep: Class 7 contains 2351 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1495 members Mstep: Class 10 contains 5033 members Mstep: Class 11 contains 5061 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 815 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4238 members Mstep: Class 20 contains 3797 members Mstep: Class 21 contains 7671 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 15989 members Mstep: Class 24 contains 18926 members Entering Unmasked Estep ConsiderDeletion Score: -8396852.000000 Penalty: 42713.937500 Iteration 75Q: 24 clusters Score -8396852 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 481 members Mstep: Class 3 contains 3172 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 552 members Mstep: Class 6 contains 5492 members Mstep: Class 7 contains 2352 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1500 members Mstep: Class 10 contains 5033 members Mstep: Class 11 contains 5061 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 815 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4238 members Mstep: Class 20 contains 3795 members Mstep: Class 21 contains 7671 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 15987 members Mstep: Class 24 contains 18925 members Entering Unmasked Estep ConsiderDeletion Score: -8396835.000000 Penalty: 42713.937500 Iteration 76Q: 24 clusters Score -8396835 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 480 members Mstep: Class 3 contains 3171 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 552 members Mstep: Class 6 contains 5492 members Mstep: Class 7 contains 2353 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1502 members Mstep: Class 10 contains 5035 members Mstep: Class 11 contains 5061 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 816 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4238 members Mstep: Class 20 contains 3794 members Mstep: Class 21 contains 7669 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 15986 members Mstep: Class 24 contains 18925 members Entering Unmasked Estep ConsiderDeletion Score: -8396836.000000 Penalty: 42713.937500 Iteration 77Q: 24 clusters Score -8396836 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 480 members Mstep: Class 3 contains 3171 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 552 members Mstep: Class 6 contains 5490 members Mstep: Class 7 contains 2353 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1504 members Mstep: Class 10 contains 5036 members Mstep: Class 11 contains 5061 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 816 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4238 members Mstep: Class 20 contains 3795 members Mstep: Class 21 contains 7667 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 15986 members Mstep: Class 24 contains 18925 members Entering Unmasked Estep ConsiderDeletion Score: -8396835.000000 Penalty: 42713.937500 Iteration 78Q: 24 clusters Score -8396835 nChanged 7 Entering ConstructFrom: Score: -8396835.000000 Penalty: 42713.937500 Entering ConstructFrom: Trying to split cluster 1 (2060 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Entering Unmasked Estep Score: -194085.609375 Penalty: 1239.949951 Iteration 0F: 2 clusters Score -194085.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -191938.750000 Penalty: 2479.899902 Iteration 0F: 3 clusters Score -191938.8 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -192438.500000 Penalty: 2479.899902 Iteration 1F: 3 clusters Score -192438.5 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -192569.593750 Penalty: 2479.899902 Iteration 2F: 3 clusters Score -192569.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -192642.328125 Penalty: 2479.899902 Iteration 3F: 3 clusters Score -192642.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -192710.703125 Penalty: 2479.899902 Iteration 4Q: 3 clusters Score -192710.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -192791.046875 Penalty: 2479.899902 Iteration 5Q: 3 clusters Score -192791 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -192862.078125 Penalty: 2479.899902 Iteration 6Q: 3 clusters Score -192862.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -192916.625000 Penalty: 2479.899902 Iteration 7Q: 3 clusters Score -192916.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -192977.093750 Penalty: 2479.899902 Iteration 8Q: 3 clusters Score -192977.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -193025.968750 Penalty: 2479.899902 Iteration 9Q: 3 clusters Score -193026 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -193069.968750 Penalty: 2479.899902 Iteration 10Q: 3 clusters Score -193070 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -193120.406250 Penalty: 2479.899902 Iteration 11Q: 3 clusters Score -193120.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -193150.093750 Penalty: 2479.899902 Iteration 12Q: 3 clusters Score -193150.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -193177.796875 Penalty: 2479.899902 Iteration 13Q: 3 clusters Score -193177.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -193207.656250 Penalty: 2479.899902 Iteration 14Q: 3 clusters Score -193207.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -193244.640625 Penalty: 2479.899902 Iteration 15Q: 3 clusters Score -193244.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -193274.859375 Penalty: 2479.899902 Iteration 16Q: 3 clusters Score -193274.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -193286.625000 Penalty: 2479.899902 Iteration 17Q: 3 clusters Score -193286.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -193303.843750 Penalty: 2479.899902 Iteration 18Q: 3 clusters Score -193303.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -193319.062500 Penalty: 2479.899902 Iteration 19Q: 3 clusters Score -193319.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -193331.437500 Penalty: 2479.899902 Iteration 20F: 3 clusters Score -193331.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -193347.125000 Penalty: 2479.899902 Iteration 21Q: 3 clusters Score -193347.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -193354.984375 Penalty: 2479.899902 Iteration 22Q: 3 clusters Score -193355 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -193362.656250 Penalty: 2479.899902 Iteration 23Q: 3 clusters Score -193362.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -193369.515625 Penalty: 2479.899902 Iteration 24Q: 3 clusters Score -193369.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -193372.968750 Penalty: 2479.899902 Iteration 25Q: 3 clusters Score -193373 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -193382.281250 Penalty: 2479.899902 Iteration 26Q: 3 clusters Score -193382.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -193391.859375 Penalty: 2479.899902 Iteration 27Q: 3 clusters Score -193391.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -193398.093750 Penalty: 2479.899902 Iteration 28Q: 3 clusters Score -193398.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -193404.953125 Penalty: 2479.899902 Iteration 29Q: 3 clusters Score -193405 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -193413.218750 Penalty: 2479.899902 Iteration 30Q: 3 clusters Score -193413.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -193427.125000 Penalty: 2479.899902 Iteration 31Q: 3 clusters Score -193427.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -193452.812500 Penalty: 2479.899902 Iteration 32Q: 3 clusters Score -193452.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -193470.296875 Penalty: 2479.899902 Iteration 33Q: 3 clusters Score -193470.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -193498.578125 Penalty: 2479.899902 Iteration 34Q: 3 clusters Score -193498.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -193528.609375 Penalty: 2479.899902 Iteration 35Q: 3 clusters Score -193528.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -193550.843750 Penalty: 2479.899902 Iteration 36Q: 3 clusters Score -193550.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -193559.109375 Penalty: 2479.899902 Iteration 37Q: 3 clusters Score -193559.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -193567.031250 Penalty: 2479.899902 Iteration 38Q: 3 clusters Score -193567 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -193571.046875 Penalty: 2479.899902 Iteration 39Q: 3 clusters Score -193571 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -193572.671875 Penalty: 2479.899902 Iteration 40F: 3 clusters Score -193572.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -193573.890625 Penalty: 2479.899902 Iteration 41Q: 3 clusters Score -193573.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -193574.109375 Penalty: 2479.899902 Iteration 42Q: 3 clusters Score -193574.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -193574.765625 Penalty: 2479.899902 Iteration 43Q: 3 clusters Score -193574.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -193574.765625 Penalty: 2479.899902 Iteration 44F: 3 clusters Score -193574.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (480 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Entering Unmasked Estep Score: -35062.511719 Penalty: 1003.240234 Iteration 0F: 2 clusters Score -35062.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -34079.437500 Penalty: 2006.480469 Iteration 0F: 3 clusters Score -34079.44 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -34358.078125 Penalty: 2006.480469 Iteration 1F: 3 clusters Score -34358.08 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -34605.609375 Penalty: 2006.480469 Iteration 2F: 3 clusters Score -34605.61 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -34884.148438 Penalty: 2006.480469 Iteration 3F: 3 clusters Score -34884.15 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -34987.531250 Penalty: 2006.480469 Iteration 4F: 3 clusters Score -34987.53 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -35046.921875 Penalty: 2006.480469 Iteration 5Q: 3 clusters Score -35046.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -35069.542969 Penalty: 2006.480469 Iteration 6Q: 3 clusters Score -35069.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -35084.132812 Penalty: 2006.480469 Iteration 7Q: 3 clusters Score -35084.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -35088.550781 Penalty: 2006.480469 Iteration 8Q: 3 clusters Score -35088.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -35089.589844 Penalty: 2006.480469 Iteration 9Q: 3 clusters Score -35089.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -35091.292969 Penalty: 2006.480469 Iteration 10Q: 3 clusters Score -35091.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -35093.875000 Penalty: 2006.480469 Iteration 11Q: 3 clusters Score -35093.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -35096.613281 Penalty: 2006.480469 Iteration 12Q: 3 clusters Score -35096.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -35098.347656 Penalty: 2006.480469 Iteration 13Q: 3 clusters Score -35098.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -35102.253906 Penalty: 2006.480469 Iteration 14Q: 3 clusters Score -35102.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -35102.253906 Penalty: 2006.480469 Iteration 15F: 3 clusters Score -35102.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 257 members Mstep: Class 3 contains 3171 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 552 members Mstep: Class 6 contains 5488 members Mstep: Class 7 contains 2353 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1506 members Mstep: Class 10 contains 5034 members Mstep: Class 11 contains 5062 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 816 members Mstep: Class 17 contains 223 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4238 members Mstep: Class 20 contains 3796 members Mstep: Class 21 contains 7667 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 15986 members Mstep: Class 24 contains 18925 members Entering Unmasked Estep Score: -8396015.000000 Penalty: 44571.066406 Splitting cluster 2 changes total score from -8396835.000000 to -8396015.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (3171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Entering Unmasked Estep Score: -297090.062500 Penalty: 1310.042847 Iteration 0F: 2 clusters Score -297090.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -294285.343750 Penalty: 2620.085693 Iteration 0F: 3 clusters Score -294285.3 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -294972.281250 Penalty: 2620.085693 Iteration 1F: 3 clusters Score -294972.3 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -295142.125000 Penalty: 2620.085693 Iteration 2F: 3 clusters Score -295142.1 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -295256.312500 Penalty: 2620.085693 Iteration 3F: 3 clusters Score -295256.3 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -295343.531250 Penalty: 2620.085693 Iteration 4Q: 3 clusters Score -295343.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -295419.156250 Penalty: 2620.085693 Iteration 5Q: 3 clusters Score -295419.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -295475.656250 Penalty: 2620.085693 Iteration 6Q: 3 clusters Score -295475.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -295540.156250 Penalty: 2620.085693 Iteration 7Q: 3 clusters Score -295540.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -295596.218750 Penalty: 2620.085693 Iteration 8Q: 3 clusters Score -295596.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -295643.437500 Penalty: 2620.085693 Iteration 9Q: 3 clusters Score -295643.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -295685.312500 Penalty: 2620.085693 Iteration 10Q: 3 clusters Score -295685.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -295724.968750 Penalty: 2620.085693 Iteration 11Q: 3 clusters Score -295725 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -295759.625000 Penalty: 2620.085693 Iteration 12Q: 3 clusters Score -295759.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -295779.343750 Penalty: 2620.085693 Iteration 13Q: 3 clusters Score -295779.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -295791.875000 Penalty: 2620.085693 Iteration 14Q: 3 clusters Score -295791.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -295811.875000 Penalty: 2620.085693 Iteration 15Q: 3 clusters Score -295811.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -295828.718750 Penalty: 2620.085693 Iteration 16Q: 3 clusters Score -295828.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -295835.812500 Penalty: 2620.085693 Iteration 17Q: 3 clusters Score -295835.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -295845.843750 Penalty: 2620.085693 Iteration 18Q: 3 clusters Score -295845.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -295854.406250 Penalty: 2620.085693 Iteration 19Q: 3 clusters Score -295854.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -295862.468750 Penalty: 2620.085693 Iteration 20F: 3 clusters Score -295862.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -295870.500000 Penalty: 2620.085693 Iteration 21Q: 3 clusters Score -295870.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -295874.343750 Penalty: 2620.085693 Iteration 22Q: 3 clusters Score -295874.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -295877.500000 Penalty: 2620.085693 Iteration 23Q: 3 clusters Score -295877.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -295879.531250 Penalty: 2620.085693 Iteration 24Q: 3 clusters Score -295879.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -295881.875000 Penalty: 2620.085693 Iteration 25Q: 3 clusters Score -295881.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -295885.312500 Penalty: 2620.085693 Iteration 26Q: 3 clusters Score -295885.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -295887.937500 Penalty: 2620.085693 Iteration 27Q: 3 clusters Score -295887.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -295888.812500 Penalty: 2620.085693 Iteration 28Q: 3 clusters Score -295888.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -295890.312500 Penalty: 2620.085693 Iteration 29Q: 3 clusters Score -295890.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -295892.406250 Penalty: 2620.085693 Iteration 30Q: 3 clusters Score -295892.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -295896.468750 Penalty: 2620.085693 Iteration 31Q: 3 clusters Score -295896.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -295898.718750 Penalty: 2620.085693 Iteration 32Q: 3 clusters Score -295898.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -295900.375000 Penalty: 2620.085693 Iteration 33Q: 3 clusters Score -295900.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -295902.500000 Penalty: 2620.085693 Iteration 34Q: 3 clusters Score -295902.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -295902.156250 Penalty: 2620.085693 Iteration 35Q: 3 clusters Score -295902.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -295904.343750 Penalty: 2620.085693 Iteration 36Q: 3 clusters Score -295904.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -295905.218750 Penalty: 2620.085693 Iteration 37Q: 3 clusters Score -295905.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -295906.281250 Penalty: 2620.085693 Iteration 38Q: 3 clusters Score -295906.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -295906.437500 Penalty: 2620.085693 Iteration 39Q: 3 clusters Score -295906.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -295906.687500 Penalty: 2620.085693 Iteration 40F: 3 clusters Score -295906.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -295907.687500 Penalty: 2620.085693 Iteration 41Q: 3 clusters Score -295907.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -295908.718750 Penalty: 2620.085693 Iteration 42Q: 3 clusters Score -295908.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -295909.062500 Penalty: 2620.085693 Iteration 43Q: 3 clusters Score -295909.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -295910.531250 Penalty: 2620.085693 Iteration 44Q: 3 clusters Score -295910.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -295910.250000 Penalty: 2620.085693 Iteration 45Q: 3 clusters Score -295910.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -295910.531250 Penalty: 2620.085693 Iteration 46Q: 3 clusters Score -295910.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -295910.531250 Penalty: 2620.085693 Iteration 47F: 3 clusters Score -295910.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1030 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Entering Unmasked Estep Score: -94897.132812 Penalty: 1127.313477 Iteration 0F: 2 clusters Score -94897.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -93424.140625 Penalty: 2254.626953 Iteration 0F: 3 clusters Score -93424.14 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -93703.601562 Penalty: 2254.626953 Iteration 1F: 3 clusters Score -93703.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -93763.281250 Penalty: 2254.626953 Iteration 2F: 3 clusters Score -93763.28 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -93793.312500 Penalty: 2254.626953 Iteration 3Q: 3 clusters Score -93793.31 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -93817.054688 Penalty: 2254.626953 Iteration 4Q: 3 clusters Score -93817.05 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -93832.445312 Penalty: 2254.626953 Iteration 5Q: 3 clusters Score -93832.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -93838.382812 Penalty: 2254.626953 Iteration 6Q: 3 clusters Score -93838.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -93843.148438 Penalty: 2254.626953 Iteration 7Q: 3 clusters Score -93843.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -93847.492188 Penalty: 2254.626953 Iteration 8Q: 3 clusters Score -93847.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -93852.585938 Penalty: 2254.626953 Iteration 9Q: 3 clusters Score -93852.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -93855.906250 Penalty: 2254.626953 Iteration 10Q: 3 clusters Score -93855.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -93857.257812 Penalty: 2254.626953 Iteration 11Q: 3 clusters Score -93857.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -93857.257812 Penalty: 2254.626953 Iteration 12F: 3 clusters Score -93857.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (552 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Entering Unmasked Estep Score: -51412.578125 Penalty: 1025.951538 Iteration 0F: 2 clusters Score -51412.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -50284.535156 Penalty: 2051.903076 Iteration 0F: 3 clusters Score -50284.54 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -50444.171875 Penalty: 2051.903076 Iteration 1F: 3 clusters Score -50444.17 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -50476.382812 Penalty: 2051.903076 Iteration 2Q: 3 clusters Score -50476.38 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -50507.656250 Penalty: 2051.903076 Iteration 3Q: 3 clusters Score -50507.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -50521.074219 Penalty: 2051.903076 Iteration 4Q: 3 clusters Score -50521.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -50524.503906 Penalty: 2051.903076 Iteration 5Q: 3 clusters Score -50524.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -50527.156250 Penalty: 2051.903076 Iteration 6Q: 3 clusters Score -50527.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -50531.742188 Penalty: 2051.903076 Iteration 7Q: 3 clusters Score -50531.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -50532.902344 Penalty: 2051.903076 Iteration 8Q: 3 clusters Score -50532.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -50532.902344 Penalty: 2051.903076 Iteration 9F: 3 clusters Score -50532.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (5488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Entering Unmasked Estep Score: -521305.125000 Penalty: 1399.176880 Iteration 0F: 2 clusters Score -521305.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -517021.593750 Penalty: 2798.353760 Iteration 0F: 3 clusters Score -517021.6 nChanged 2257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -518241.250000 Penalty: 2798.353760 Iteration 1F: 3 clusters Score -518241.2 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -518404.093750 Penalty: 2798.353760 Iteration 2F: 3 clusters Score -518404.1 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -518524.812500 Penalty: 2798.353760 Iteration 3Q: 3 clusters Score -518524.8 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -518622.093750 Penalty: 2798.353760 Iteration 4Q: 3 clusters Score -518622.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -518736.781250 Penalty: 2798.353760 Iteration 5Q: 3 clusters Score -518736.8 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -518877.062500 Penalty: 2798.353760 Iteration 6Q: 3 clusters Score -518877.1 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -519033.812500 Penalty: 2798.353760 Iteration 7Q: 3 clusters Score -519033.8 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -519237.500000 Penalty: 2798.353760 Iteration 8Q: 3 clusters Score -519237.5 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -519513.125000 Penalty: 2798.353760 Iteration 9F: 3 clusters Score -519513.1 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -519778.281250 Penalty: 2798.353760 Iteration 10F: 3 clusters Score -519778.3 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -520015.812500 Penalty: 2798.353760 Iteration 11Q: 3 clusters Score -520015.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -520166.906250 Penalty: 2798.353760 Iteration 12Q: 3 clusters Score -520166.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -520261.218750 Penalty: 2798.353760 Iteration 13Q: 3 clusters Score -520261.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -520326.843750 Penalty: 2798.353760 Iteration 14Q: 3 clusters Score -520326.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -520367.656250 Penalty: 2798.353760 Iteration 15Q: 3 clusters Score -520367.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -520409.562500 Penalty: 2798.353760 Iteration 16Q: 3 clusters Score -520409.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -520432.468750 Penalty: 2798.353760 Iteration 17Q: 3 clusters Score -520432.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -520449.906250 Penalty: 2798.353760 Iteration 18Q: 3 clusters Score -520449.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -520460.625000 Penalty: 2798.353760 Iteration 19Q: 3 clusters Score -520460.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -520466.750000 Penalty: 2798.353760 Iteration 20F: 3 clusters Score -520466.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -520471.750000 Penalty: 2798.353760 Iteration 21Q: 3 clusters Score -520471.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -520475.000000 Penalty: 2798.353760 Iteration 22Q: 3 clusters Score -520475 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -520475.718750 Penalty: 2798.353760 Iteration 23Q: 3 clusters Score -520475.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -520476.656250 Penalty: 2798.353760 Iteration 24Q: 3 clusters Score -520476.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -520477.125000 Penalty: 2798.353760 Iteration 25Q: 3 clusters Score -520477.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -520477.375000 Penalty: 2798.353760 Iteration 26Q: 3 clusters Score -520477.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -520477.375000 Penalty: 2798.353760 Iteration 27F: 3 clusters Score -520477.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2353 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Entering Unmasked Estep Score: -209046.484375 Penalty: 1261.560059 Iteration 0F: 2 clusters Score -209046.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -206717.921875 Penalty: 2523.120117 Iteration 0F: 3 clusters Score -206717.9 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -207258.984375 Penalty: 2523.120117 Iteration 1F: 3 clusters Score -207259 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -207395.546875 Penalty: 2523.120117 Iteration 2F: 3 clusters Score -207395.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -207486.734375 Penalty: 2523.120117 Iteration 3Q: 3 clusters Score -207486.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -207539.812500 Penalty: 2523.120117 Iteration 4Q: 3 clusters Score -207539.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -207591.281250 Penalty: 2523.120117 Iteration 5Q: 3 clusters Score -207591.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -207629.562500 Penalty: 2523.120117 Iteration 6Q: 3 clusters Score -207629.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -207663.843750 Penalty: 2523.120117 Iteration 7Q: 3 clusters Score -207663.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -207687.218750 Penalty: 2523.120117 Iteration 8Q: 3 clusters Score -207687.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -207708.343750 Penalty: 2523.120117 Iteration 9Q: 3 clusters Score -207708.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -207729.453125 Penalty: 2523.120117 Iteration 10Q: 3 clusters Score -207729.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -207745.421875 Penalty: 2523.120117 Iteration 11Q: 3 clusters Score -207745.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -207765.843750 Penalty: 2523.120117 Iteration 12Q: 3 clusters Score -207765.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -207782.531250 Penalty: 2523.120117 Iteration 13Q: 3 clusters Score -207782.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -207798.156250 Penalty: 2523.120117 Iteration 14Q: 3 clusters Score -207798.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -207812.812500 Penalty: 2523.120117 Iteration 15Q: 3 clusters Score -207812.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -207828.687500 Penalty: 2523.120117 Iteration 16Q: 3 clusters Score -207828.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -207847.046875 Penalty: 2523.120117 Iteration 17Q: 3 clusters Score -207847 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -207865.625000 Penalty: 2523.120117 Iteration 18Q: 3 clusters Score -207865.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -207885.515625 Penalty: 2523.120117 Iteration 19Q: 3 clusters Score -207885.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -207914.468750 Penalty: 2523.120117 Iteration 20F: 3 clusters Score -207914.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -207938.906250 Penalty: 2523.120117 Iteration 21Q: 3 clusters Score -207938.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -207960.187500 Penalty: 2523.120117 Iteration 22Q: 3 clusters Score -207960.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -207987.015625 Penalty: 2523.120117 Iteration 23Q: 3 clusters Score -207987 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -208024.125000 Penalty: 2523.120117 Iteration 24Q: 3 clusters Score -208024.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -208054.000000 Penalty: 2523.120117 Iteration 25Q: 3 clusters Score -208054 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -208076.390625 Penalty: 2523.120117 Iteration 26Q: 3 clusters Score -208076.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -208097.328125 Penalty: 2523.120117 Iteration 27Q: 3 clusters Score -208097.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -208116.046875 Penalty: 2523.120117 Iteration 28Q: 3 clusters Score -208116 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -208129.109375 Penalty: 2523.120117 Iteration 29Q: 3 clusters Score -208129.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -208137.593750 Penalty: 2523.120117 Iteration 30Q: 3 clusters Score -208137.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -208148.171875 Penalty: 2523.120117 Iteration 31Q: 3 clusters Score -208148.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -208156.765625 Penalty: 2523.120117 Iteration 32Q: 3 clusters Score -208156.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -208165.656250 Penalty: 2523.120117 Iteration 33Q: 3 clusters Score -208165.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -208171.546875 Penalty: 2523.120117 Iteration 34Q: 3 clusters Score -208171.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -208182.812500 Penalty: 2523.120117 Iteration 35Q: 3 clusters Score -208182.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -208190.046875 Penalty: 2523.120117 Iteration 36Q: 3 clusters Score -208190 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -208193.937500 Penalty: 2523.120117 Iteration 37Q: 3 clusters Score -208193.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -208195.062500 Penalty: 2523.120117 Iteration 38Q: 3 clusters Score -208195.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -208196.437500 Penalty: 2523.120117 Iteration 39Q: 3 clusters Score -208196.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -208198.671875 Penalty: 2523.120117 Iteration 40F: 3 clusters Score -208198.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -208200.125000 Penalty: 2523.120117 Iteration 41Q: 3 clusters Score -208200.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -208202.984375 Penalty: 2523.120117 Iteration 42Q: 3 clusters Score -208203 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -208205.625000 Penalty: 2523.120117 Iteration 43Q: 3 clusters Score -208205.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -208207.703125 Penalty: 2523.120117 Iteration 44Q: 3 clusters Score -208207.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -208212.000000 Penalty: 2523.120117 Iteration 45Q: 3 clusters Score -208212 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -208217.687500 Penalty: 2523.120117 Iteration 46Q: 3 clusters Score -208217.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -208218.843750 Penalty: 2523.120117 Iteration 47Q: 3 clusters Score -208218.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -208218.843750 Penalty: 2523.120117 Iteration 48F: 3 clusters Score -208218.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Entering Unmasked Estep Score: -74241.382812 Penalty: 1085.230591 Iteration 0F: 2 clusters Score -74241.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -73007.804688 Penalty: 2170.461182 Iteration 0F: 3 clusters Score -73007.8 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -73275.070312 Penalty: 2170.461182 Iteration 1F: 3 clusters Score -73275.07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -73360.179688 Penalty: 2170.461182 Iteration 2F: 3 clusters Score -73360.18 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -73418.195312 Penalty: 2170.461182 Iteration 3F: 3 clusters Score -73418.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -73461.226562 Penalty: 2170.461182 Iteration 4Q: 3 clusters Score -73461.23 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -73526.085938 Penalty: 2170.461182 Iteration 5Q: 3 clusters Score -73526.09 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -73600.851562 Penalty: 2170.461182 Iteration 6Q: 3 clusters Score -73600.85 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -73678.898438 Penalty: 2170.461182 Iteration 7Q: 3 clusters Score -73678.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -73752.359375 Penalty: 2170.461182 Iteration 8Q: 3 clusters Score -73752.36 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -73812.062500 Penalty: 2170.461182 Iteration 9Q: 3 clusters Score -73812.06 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -73849.578125 Penalty: 2170.461182 Iteration 10Q: 3 clusters Score -73849.58 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -73867.695312 Penalty: 2170.461182 Iteration 11Q: 3 clusters Score -73867.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -73893.187500 Penalty: 2170.461182 Iteration 12Q: 3 clusters Score -73893.19 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -73908.921875 Penalty: 2170.461182 Iteration 13Q: 3 clusters Score -73908.92 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -73916.562500 Penalty: 2170.461182 Iteration 14Q: 3 clusters Score -73916.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -73921.062500 Penalty: 2170.461182 Iteration 15Q: 3 clusters Score -73921.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -73926.789062 Penalty: 2170.461182 Iteration 16Q: 3 clusters Score -73926.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -73929.703125 Penalty: 2170.461182 Iteration 17Q: 3 clusters Score -73929.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -73933.328125 Penalty: 2170.461182 Iteration 18Q: 3 clusters Score -73933.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -73936.640625 Penalty: 2170.461182 Iteration 19F: 3 clusters Score -73936.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -73939.398438 Penalty: 2170.461182 Iteration 20F: 3 clusters Score -73939.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -73943.218750 Penalty: 2170.461182 Iteration 21Q: 3 clusters Score -73943.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -73946.640625 Penalty: 2170.461182 Iteration 22Q: 3 clusters Score -73946.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -73951.945312 Penalty: 2170.461182 Iteration 23Q: 3 clusters Score -73951.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -73952.234375 Penalty: 2170.461182 Iteration 24Q: 3 clusters Score -73952.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -73952.234375 Penalty: 2170.461182 Iteration 25F: 3 clusters Score -73952.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1506 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Entering Unmasked Estep Score: -128296.515625 Penalty: 1189.046997 Iteration 0F: 2 clusters Score -128296.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -126533.148438 Penalty: 2378.093994 Iteration 0F: 3 clusters Score -126533.1 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -126969.500000 Penalty: 2378.093994 Iteration 1F: 3 clusters Score -126969.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -127077.921875 Penalty: 2378.093994 Iteration 2F: 3 clusters Score -127077.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -127122.226562 Penalty: 2378.093994 Iteration 3Q: 3 clusters Score -127122.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -127143.867188 Penalty: 2378.093994 Iteration 4Q: 3 clusters Score -127143.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -127156.648438 Penalty: 2378.093994 Iteration 5Q: 3 clusters Score -127156.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -127166.007812 Penalty: 2378.093994 Iteration 6Q: 3 clusters Score -127166 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -127176.945312 Penalty: 2378.093994 Iteration 7Q: 3 clusters Score -127176.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -127185.109375 Penalty: 2378.093994 Iteration 8Q: 3 clusters Score -127185.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -127194.179688 Penalty: 2378.093994 Iteration 9Q: 3 clusters Score -127194.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -127203.914062 Penalty: 2378.093994 Iteration 10Q: 3 clusters Score -127203.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -127213.726562 Penalty: 2378.093994 Iteration 11Q: 3 clusters Score -127213.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -127224.500000 Penalty: 2378.093994 Iteration 12Q: 3 clusters Score -127224.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -127229.546875 Penalty: 2378.093994 Iteration 13Q: 3 clusters Score -127229.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -127235.117188 Penalty: 2378.093994 Iteration 14Q: 3 clusters Score -127235.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -127242.289062 Penalty: 2378.093994 Iteration 15Q: 3 clusters Score -127242.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -127254.906250 Penalty: 2378.093994 Iteration 16Q: 3 clusters Score -127254.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -127263.578125 Penalty: 2378.093994 Iteration 17Q: 3 clusters Score -127263.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -127274.945312 Penalty: 2378.093994 Iteration 18Q: 3 clusters Score -127274.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -127286.429688 Penalty: 2378.093994 Iteration 19Q: 3 clusters Score -127286.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -127298.609375 Penalty: 2378.093994 Iteration 20F: 3 clusters Score -127298.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -127308.960938 Penalty: 2378.093994 Iteration 21Q: 3 clusters Score -127309 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -127317.648438 Penalty: 2378.093994 Iteration 22Q: 3 clusters Score -127317.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -127325.226562 Penalty: 2378.093994 Iteration 23Q: 3 clusters Score -127325.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -127335.953125 Penalty: 2378.093994 Iteration 24Q: 3 clusters Score -127336 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -127345.523438 Penalty: 2378.093994 Iteration 25Q: 3 clusters Score -127345.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -127349.007812 Penalty: 2378.093994 Iteration 26Q: 3 clusters Score -127349 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -127351.312500 Penalty: 2378.093994 Iteration 27Q: 3 clusters Score -127351.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -127354.023438 Penalty: 2378.093994 Iteration 28Q: 3 clusters Score -127354 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -127355.734375 Penalty: 2378.093994 Iteration 29Q: 3 clusters Score -127355.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -127355.734375 Penalty: 2378.093994 Iteration 30F: 3 clusters Score -127355.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (5034 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Entering Unmasked Estep Score: -480164.312500 Penalty: 1385.145264 Iteration 0F: 2 clusters Score -480164.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -476148.187500 Penalty: 2770.290527 Iteration 0F: 3 clusters Score -476148.2 nChanged 2069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -477186.718750 Penalty: 2770.290527 Iteration 1F: 3 clusters Score -477186.7 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -477349.187500 Penalty: 2770.290527 Iteration 2F: 3 clusters Score -477349.2 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -477455.406250 Penalty: 2770.290527 Iteration 3Q: 3 clusters Score -477455.4 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -477519.375000 Penalty: 2770.290527 Iteration 4Q: 3 clusters Score -477519.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -477571.531250 Penalty: 2770.290527 Iteration 5Q: 3 clusters Score -477571.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -477618.718750 Penalty: 2770.290527 Iteration 6Q: 3 clusters Score -477618.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -477668.000000 Penalty: 2770.290527 Iteration 7Q: 3 clusters Score -477668 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -477721.656250 Penalty: 2770.290527 Iteration 8Q: 3 clusters Score -477721.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -477758.031250 Penalty: 2770.290527 Iteration 9Q: 3 clusters Score -477758 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -477797.437500 Penalty: 2770.290527 Iteration 10Q: 3 clusters Score -477797.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -477833.718750 Penalty: 2770.290527 Iteration 11Q: 3 clusters Score -477833.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -477862.937500 Penalty: 2770.290527 Iteration 12Q: 3 clusters Score -477862.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -477894.468750 Penalty: 2770.290527 Iteration 13Q: 3 clusters Score -477894.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -477920.843750 Penalty: 2770.290527 Iteration 14Q: 3 clusters Score -477920.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -477945.000000 Penalty: 2770.290527 Iteration 15Q: 3 clusters Score -477945 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -477967.531250 Penalty: 2770.290527 Iteration 16Q: 3 clusters Score -477967.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -477989.656250 Penalty: 2770.290527 Iteration 17Q: 3 clusters Score -477989.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -478012.343750 Penalty: 2770.290527 Iteration 18Q: 3 clusters Score -478012.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -478040.593750 Penalty: 2770.290527 Iteration 19Q: 3 clusters Score -478040.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -478073.093750 Penalty: 2770.290527 Iteration 20F: 3 clusters Score -478073.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -478110.562500 Penalty: 2770.290527 Iteration 21Q: 3 clusters Score -478110.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -478153.906250 Penalty: 2770.290527 Iteration 22Q: 3 clusters Score -478153.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -478205.281250 Penalty: 2770.290527 Iteration 23Q: 3 clusters Score -478205.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -478267.968750 Penalty: 2770.290527 Iteration 24Q: 3 clusters Score -478268 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -478323.375000 Penalty: 2770.290527 Iteration 25Q: 3 clusters Score -478323.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -478382.406250 Penalty: 2770.290527 Iteration 26Q: 3 clusters Score -478382.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -478440.843750 Penalty: 2770.290527 Iteration 27Q: 3 clusters Score -478440.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -478498.656250 Penalty: 2770.290527 Iteration 28Q: 3 clusters Score -478498.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 4106 members Entering Unmasked Estep Score: -478557.562500 Penalty: 2770.290527 Iteration 29Q: 3 clusters Score -478557.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -478606.968750 Penalty: 2770.290527 Iteration 30Q: 3 clusters Score -478607 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 4282 members Entering Unmasked Estep Score: -478666.812500 Penalty: 2770.290527 Iteration 31Q: 3 clusters Score -478666.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -478714.000000 Penalty: 2770.290527 Iteration 32Q: 3 clusters Score -478714 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -478761.906250 Penalty: 2770.290527 Iteration 33Q: 3 clusters Score -478761.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -478801.531250 Penalty: 2770.290527 Iteration 34Q: 3 clusters Score -478801.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 4529 members Entering Unmasked Estep Score: -478833.125000 Penalty: 2770.290527 Iteration 35Q: 3 clusters Score -478833.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -478864.218750 Penalty: 2770.290527 Iteration 36Q: 3 clusters Score -478864.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -478890.281250 Penalty: 2770.290527 Iteration 37Q: 3 clusters Score -478890.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -478914.687500 Penalty: 2770.290527 Iteration 38Q: 3 clusters Score -478914.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -478951.406250 Penalty: 2770.290527 Iteration 39Q: 3 clusters Score -478951.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -478975.625000 Penalty: 2770.290527 Iteration 40F: 3 clusters Score -478975.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -478999.062500 Penalty: 2770.290527 Iteration 41Q: 3 clusters Score -478999.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -479016.000000 Penalty: 2770.290527 Iteration 42Q: 3 clusters Score -479016 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -479025.093750 Penalty: 2770.290527 Iteration 43Q: 3 clusters Score -479025.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 4743 members Entering Unmasked Estep Score: -479028.656250 Penalty: 2770.290527 Iteration 44Q: 3 clusters Score -479028.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -479029.906250 Penalty: 2770.290527 Iteration 45Q: 3 clusters Score -479029.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -479030.718750 Penalty: 2770.290527 Iteration 46Q: 3 clusters Score -479030.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -479030.718750 Penalty: 2770.290527 Iteration 47F: 3 clusters Score -479030.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5062 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Entering Unmasked Estep Score: -480901.531250 Penalty: 1386.046509 Iteration 0F: 2 clusters Score -480901.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -476899.718750 Penalty: 2772.093018 Iteration 0F: 3 clusters Score -476899.7 nChanged 2047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -478066.250000 Penalty: 2772.093018 Iteration 1F: 3 clusters Score -478066.2 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -478301.718750 Penalty: 2772.093018 Iteration 2F: 3 clusters Score -478301.7 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -478493.531250 Penalty: 2772.093018 Iteration 3F: 3 clusters Score -478493.5 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -478651.187500 Penalty: 2772.093018 Iteration 4Q: 3 clusters Score -478651.2 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -478805.125000 Penalty: 2772.093018 Iteration 5Q: 3 clusters Score -478805.1 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -479002.906250 Penalty: 2772.093018 Iteration 6Q: 3 clusters Score -479002.9 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -479243.093750 Penalty: 2772.093018 Iteration 7Q: 3 clusters Score -479243.1 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -479540.531250 Penalty: 2772.093018 Iteration 8Q: 3 clusters Score -479540.5 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -479875.625000 Penalty: 2772.093018 Iteration 9Q: 3 clusters Score -479875.6 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -480216.687500 Penalty: 2772.093018 Iteration 10Q: 3 clusters Score -480216.7 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -480661.437500 Penalty: 2772.093018 Iteration 11Q: 3 clusters Score -480661.4 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -481147.406250 Penalty: 2772.093018 Iteration 12Q: 3 clusters Score -481147.4 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -481359.343750 Penalty: 2772.093018 Iteration 13Q: 3 clusters Score -481359.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -481460.750000 Penalty: 2772.093018 Iteration 14Q: 3 clusters Score -481460.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -481509.375000 Penalty: 2772.093018 Iteration 15Q: 3 clusters Score -481509.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -481537.437500 Penalty: 2772.093018 Iteration 16Q: 3 clusters Score -481537.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -481557.125000 Penalty: 2772.093018 Iteration 17Q: 3 clusters Score -481557.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -481567.562500 Penalty: 2772.093018 Iteration 18Q: 3 clusters Score -481567.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -481573.093750 Penalty: 2772.093018 Iteration 19Q: 3 clusters Score -481573.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -481577.531250 Penalty: 2772.093018 Iteration 20F: 3 clusters Score -481577.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -481583.062500 Penalty: 2772.093018 Iteration 21Q: 3 clusters Score -481583.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -481585.875000 Penalty: 2772.093018 Iteration 22Q: 3 clusters Score -481585.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -481588.656250 Penalty: 2772.093018 Iteration 23Q: 3 clusters Score -481588.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -481591.437500 Penalty: 2772.093018 Iteration 24Q: 3 clusters Score -481591.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -481593.156250 Penalty: 2772.093018 Iteration 25Q: 3 clusters Score -481593.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -481595.031250 Penalty: 2772.093018 Iteration 26Q: 3 clusters Score -481595 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -481596.875000 Penalty: 2772.093018 Iteration 27Q: 3 clusters Score -481596.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -481597.718750 Penalty: 2772.093018 Iteration 28Q: 3 clusters Score -481597.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -481598.312500 Penalty: 2772.093018 Iteration 29Q: 3 clusters Score -481598.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -481599.031250 Penalty: 2772.093018 Iteration 30Q: 3 clusters Score -481599 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -481599.750000 Penalty: 2772.093018 Iteration 31Q: 3 clusters Score -481599.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -481600.156250 Penalty: 2772.093018 Iteration 32Q: 3 clusters Score -481600.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -481600.062500 Penalty: 2772.093018 Iteration 33Q: 3 clusters Score -481600.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -481600.656250 Penalty: 2772.093018 Iteration 34Q: 3 clusters Score -481600.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -481600.656250 Penalty: 2772.093018 Iteration 35F: 3 clusters Score -481600.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 480 members Mstep: Class 3 contains 3171 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 552 members Mstep: Class 6 contains 5488 members Mstep: Class 7 contains 2353 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1506 members Mstep: Class 10 contains 5034 members Mstep: Class 11 contains 2566 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 816 members Mstep: Class 17 contains 2496 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4238 members Mstep: Class 20 contains 3796 members Mstep: Class 21 contains 7667 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 15986 members Mstep: Class 24 contains 18925 members Entering Unmasked Estep Score: -8397042.000000 Penalty: 44571.066406 Splitting cluster 11 changes total score from -8396835.000000 to -8397042.000000 So it's getting split into cluster 17. Entering ConstructFrom: Trying to split cluster 12 (2891 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Entering Unmasked Estep Score: -276005.531250 Penalty: 1295.020630 Iteration 0F: 2 clusters Score -276005.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -273395.781250 Penalty: 2590.041260 Iteration 0F: 3 clusters Score -273395.8 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -274008.687500 Penalty: 2590.041260 Iteration 1F: 3 clusters Score -274008.7 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -274151.343750 Penalty: 2590.041260 Iteration 2F: 3 clusters Score -274151.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -274228.281250 Penalty: 2590.041260 Iteration 3Q: 3 clusters Score -274228.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -274287.468750 Penalty: 2590.041260 Iteration 4Q: 3 clusters Score -274287.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -274334.781250 Penalty: 2590.041260 Iteration 5Q: 3 clusters Score -274334.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -274370.468750 Penalty: 2590.041260 Iteration 6Q: 3 clusters Score -274370.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -274399.625000 Penalty: 2590.041260 Iteration 7Q: 3 clusters Score -274399.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -274427.781250 Penalty: 2590.041260 Iteration 8Q: 3 clusters Score -274427.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -274448.468750 Penalty: 2590.041260 Iteration 9Q: 3 clusters Score -274448.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -274462.406250 Penalty: 2590.041260 Iteration 10Q: 3 clusters Score -274462.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -274474.812500 Penalty: 2590.041260 Iteration 11Q: 3 clusters Score -274474.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -274482.218750 Penalty: 2590.041260 Iteration 12Q: 3 clusters Score -274482.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -274486.156250 Penalty: 2590.041260 Iteration 13Q: 3 clusters Score -274486.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -274492.250000 Penalty: 2590.041260 Iteration 14Q: 3 clusters Score -274492.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -274498.875000 Penalty: 2590.041260 Iteration 15Q: 3 clusters Score -274498.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -274502.406250 Penalty: 2590.041260 Iteration 16Q: 3 clusters Score -274502.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -274507.156250 Penalty: 2590.041260 Iteration 17Q: 3 clusters Score -274507.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -274508.531250 Penalty: 2590.041260 Iteration 18Q: 3 clusters Score -274508.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -274509.781250 Penalty: 2590.041260 Iteration 19Q: 3 clusters Score -274509.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -274511.687500 Penalty: 2590.041260 Iteration 20F: 3 clusters Score -274511.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -274513.406250 Penalty: 2590.041260 Iteration 21Q: 3 clusters Score -274513.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -274514.906250 Penalty: 2590.041260 Iteration 22Q: 3 clusters Score -274514.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -274515.250000 Penalty: 2590.041260 Iteration 23Q: 3 clusters Score -274515.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -274515.468750 Penalty: 2590.041260 Iteration 24Q: 3 clusters Score -274515.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -274515.875000 Penalty: 2590.041260 Iteration 25Q: 3 clusters Score -274515.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -274515.937500 Penalty: 2590.041260 Iteration 26Q: 3 clusters Score -274515.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -274515.937500 Penalty: 2590.041260 Iteration 27F: 3 clusters Score -274515.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1085 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Entering Unmasked Estep Score: -101355.585938 Penalty: 1135.766968 Iteration 0F: 2 clusters Score -101355.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -99876.812500 Penalty: 2271.533936 Iteration 0F: 3 clusters Score -99876.81 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -100118.750000 Penalty: 2271.533936 Iteration 1F: 3 clusters Score -100118.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -100179.906250 Penalty: 2271.533936 Iteration 2F: 3 clusters Score -100179.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -100213.156250 Penalty: 2271.533936 Iteration 3Q: 3 clusters Score -100213.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -100236.445312 Penalty: 2271.533936 Iteration 4Q: 3 clusters Score -100236.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -100248.921875 Penalty: 2271.533936 Iteration 5Q: 3 clusters Score -100248.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -100256.023438 Penalty: 2271.533936 Iteration 6Q: 3 clusters Score -100256 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -100268.187500 Penalty: 2271.533936 Iteration 7Q: 3 clusters Score -100268.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -100275.867188 Penalty: 2271.533936 Iteration 8Q: 3 clusters Score -100275.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -100278.773438 Penalty: 2271.533936 Iteration 9Q: 3 clusters Score -100278.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -100283.468750 Penalty: 2271.533936 Iteration 10Q: 3 clusters Score -100283.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -100289.945312 Penalty: 2271.533936 Iteration 11Q: 3 clusters Score -100289.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -100292.414062 Penalty: 2271.533936 Iteration 12Q: 3 clusters Score -100292.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -100294.976562 Penalty: 2271.533936 Iteration 13Q: 3 clusters Score -100295 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -100295.304688 Penalty: 2271.533936 Iteration 14Q: 3 clusters Score -100295.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -100295.304688 Penalty: 2271.533936 Iteration 15F: 3 clusters Score -100295.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (6611 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6611 members Entering Unmasked Estep Score: -606641.812500 Penalty: 1429.429688 Iteration 0F: 2 clusters Score -606641.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -601630.937500 Penalty: 2858.859375 Iteration 0F: 3 clusters Score -601630.9 nChanged 2723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -603119.125000 Penalty: 2858.859375 Iteration 1F: 3 clusters Score -603119.1 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -603419.625000 Penalty: 2858.859375 Iteration 2F: 3 clusters Score -603419.6 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -603690.625000 Penalty: 2858.859375 Iteration 3F: 3 clusters Score -603690.6 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -603980.937500 Penalty: 2858.859375 Iteration 4F: 3 clusters Score -603980.9 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -604256.312500 Penalty: 2858.859375 Iteration 5F: 3 clusters Score -604256.3 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -604528.687500 Penalty: 2858.859375 Iteration 6Q: 3 clusters Score -604528.7 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -604759.937500 Penalty: 2858.859375 Iteration 7Q: 3 clusters Score -604759.9 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -604930.875000 Penalty: 2858.859375 Iteration 8Q: 3 clusters Score -604930.9 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -605054.125000 Penalty: 2858.859375 Iteration 9Q: 3 clusters Score -605054.1 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -605155.500000 Penalty: 2858.859375 Iteration 10Q: 3 clusters Score -605155.5 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -605240.312500 Penalty: 2858.859375 Iteration 11Q: 3 clusters Score -605240.3 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -605313.875000 Penalty: 2858.859375 Iteration 12Q: 3 clusters Score -605313.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -605352.125000 Penalty: 2858.859375 Iteration 13Q: 3 clusters Score -605352.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -605372.312500 Penalty: 2858.859375 Iteration 14Q: 3 clusters Score -605372.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -605387.062500 Penalty: 2858.859375 Iteration 15Q: 3 clusters Score -605387.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -605396.562500 Penalty: 2858.859375 Iteration 16Q: 3 clusters Score -605396.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -605399.312500 Penalty: 2858.859375 Iteration 17Q: 3 clusters Score -605399.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4690 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -605402.750000 Penalty: 2858.859375 Iteration 18Q: 3 clusters Score -605402.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4694 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -605405.750000 Penalty: 2858.859375 Iteration 19Q: 3 clusters Score -605405.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -605408.125000 Penalty: 2858.859375 Iteration 20F: 3 clusters Score -605408.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -605409.687500 Penalty: 2858.859375 Iteration 21Q: 3 clusters Score -605409.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -605409.625000 Penalty: 2858.859375 Iteration 22Q: 3 clusters Score -605409.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -605409.625000 Penalty: 2858.859375 Iteration 23F: 3 clusters Score -605409.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (860 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Entering Unmasked Estep Score: -81353.437500 Penalty: 1098.001465 Iteration 0F: 2 clusters Score -81353.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -80052.585938 Penalty: 2196.002930 Iteration 0F: 3 clusters Score -80052.59 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -80341.421875 Penalty: 2196.002930 Iteration 1F: 3 clusters Score -80341.42 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -80453.523438 Penalty: 2196.002930 Iteration 2F: 3 clusters Score -80453.52 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -80523.812500 Penalty: 2196.002930 Iteration 3F: 3 clusters Score -80523.81 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -80564.226562 Penalty: 2196.002930 Iteration 4Q: 3 clusters Score -80564.23 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -80584.453125 Penalty: 2196.002930 Iteration 5Q: 3 clusters Score -80584.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -80595.484375 Penalty: 2196.002930 Iteration 6Q: 3 clusters Score -80595.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -80606.421875 Penalty: 2196.002930 Iteration 7Q: 3 clusters Score -80606.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -80617.054688 Penalty: 2196.002930 Iteration 8Q: 3 clusters Score -80617.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -80623.234375 Penalty: 2196.002930 Iteration 9Q: 3 clusters Score -80623.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -80628.664062 Penalty: 2196.002930 Iteration 10Q: 3 clusters Score -80628.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -80630.398438 Penalty: 2196.002930 Iteration 11Q: 3 clusters Score -80630.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -80630.398438 Penalty: 2196.002930 Iteration 12F: 3 clusters Score -80630.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Entering Unmasked Estep Score: -73783.796875 Penalty: 1089.467285 Iteration 0F: 2 clusters Score -73783.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -72435.476562 Penalty: 2178.934570 Iteration 0F: 3 clusters Score -72435.48 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -72681.148438 Penalty: 2178.934570 Iteration 1F: 3 clusters Score -72681.15 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -72787.867188 Penalty: 2178.934570 Iteration 2F: 3 clusters Score -72787.87 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -72866.390625 Penalty: 2178.934570 Iteration 3F: 3 clusters Score -72866.39 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -72917.421875 Penalty: 2178.934570 Iteration 4Q: 3 clusters Score -72917.42 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -72946.062500 Penalty: 2178.934570 Iteration 5Q: 3 clusters Score -72946.06 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -72959.445312 Penalty: 2178.934570 Iteration 6Q: 3 clusters Score -72959.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -72964.757812 Penalty: 2178.934570 Iteration 7Q: 3 clusters Score -72964.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -72972.554688 Penalty: 2178.934570 Iteration 8Q: 3 clusters Score -72972.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -72979.242188 Penalty: 2178.934570 Iteration 9Q: 3 clusters Score -72979.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -72983.937500 Penalty: 2178.934570 Iteration 10Q: 3 clusters Score -72983.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -72983.937500 Penalty: 2178.934570 Iteration 11F: 3 clusters Score -72983.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (514 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Entering Unmasked Estep Score: -45215.960938 Penalty: 1014.361267 Iteration 0F: 2 clusters Score -45215.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -44211.074219 Penalty: 2028.722534 Iteration 0F: 3 clusters Score -44211.07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -44437.746094 Penalty: 2028.722534 Iteration 1F: 3 clusters Score -44437.75 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -44503.484375 Penalty: 2028.722534 Iteration 2F: 3 clusters Score -44503.48 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -44534.250000 Penalty: 2028.722534 Iteration 3Q: 3 clusters Score -44534.25 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -44558.605469 Penalty: 2028.722534 Iteration 4Q: 3 clusters Score -44558.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -44572.140625 Penalty: 2028.722534 Iteration 5Q: 3 clusters Score -44572.14 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -44586.707031 Penalty: 2028.722534 Iteration 6Q: 3 clusters Score -44586.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -44598.101562 Penalty: 2028.722534 Iteration 7Q: 3 clusters Score -44598.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -44605.847656 Penalty: 2028.722534 Iteration 8Q: 3 clusters Score -44605.85 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -44617.261719 Penalty: 2028.722534 Iteration 9Q: 3 clusters Score -44617.26 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -44640.550781 Penalty: 2028.722534 Iteration 10Q: 3 clusters Score -44640.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -44656.828125 Penalty: 2028.722534 Iteration 11Q: 3 clusters Score -44656.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -44667.429688 Penalty: 2028.722534 Iteration 12Q: 3 clusters Score -44667.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -44681.273438 Penalty: 2028.722534 Iteration 13Q: 3 clusters Score -44681.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -44688.632812 Penalty: 2028.722534 Iteration 14Q: 3 clusters Score -44688.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -44692.875000 Penalty: 2028.722534 Iteration 15Q: 3 clusters Score -44692.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -44698.144531 Penalty: 2028.722534 Iteration 16Q: 3 clusters Score -44698.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -44710.058594 Penalty: 2028.722534 Iteration 17Q: 3 clusters Score -44710.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -44711.816406 Penalty: 2028.722534 Iteration 18Q: 3 clusters Score -44711.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -44713.125000 Penalty: 2028.722534 Iteration 19Q: 3 clusters Score -44713.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -44717.828125 Penalty: 2028.722534 Iteration 20F: 3 clusters Score -44717.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -44723.804688 Penalty: 2028.722534 Iteration 21Q: 3 clusters Score -44723.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -44725.445312 Penalty: 2028.722534 Iteration 22Q: 3 clusters Score -44725.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -44727.425781 Penalty: 2028.722534 Iteration 23Q: 3 clusters Score -44727.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -44731.148438 Penalty: 2028.722534 Iteration 24Q: 3 clusters Score -44731.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -44731.148438 Penalty: 2028.722534 Iteration 25F: 3 clusters Score -44731.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4238 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Entering Unmasked Estep Score: -395579.875000 Penalty: 1357.175049 Iteration 0F: 2 clusters Score -395579.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -392056.968750 Penalty: 2714.350098 Iteration 0F: 3 clusters Score -392057 nChanged 1719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -392991.218750 Penalty: 2714.350098 Iteration 1F: 3 clusters Score -392991.2 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -393144.187500 Penalty: 2714.350098 Iteration 2F: 3 clusters Score -393144.2 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -393243.750000 Penalty: 2714.350098 Iteration 3Q: 3 clusters Score -393243.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -393345.968750 Penalty: 2714.350098 Iteration 4Q: 3 clusters Score -393346 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -393468.812500 Penalty: 2714.350098 Iteration 5Q: 3 clusters Score -393468.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -393616.031250 Penalty: 2714.350098 Iteration 6Q: 3 clusters Score -393616 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -393781.750000 Penalty: 2714.350098 Iteration 7Q: 3 clusters Score -393781.8 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -393946.031250 Penalty: 2714.350098 Iteration 8Q: 3 clusters Score -393946 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -394083.468750 Penalty: 2714.350098 Iteration 9Q: 3 clusters Score -394083.5 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -394205.812500 Penalty: 2714.350098 Iteration 10Q: 3 clusters Score -394205.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -394325.562500 Penalty: 2714.350098 Iteration 11Q: 3 clusters Score -394325.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -394408.218750 Penalty: 2714.350098 Iteration 12Q: 3 clusters Score -394408.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -394458.750000 Penalty: 2714.350098 Iteration 13Q: 3 clusters Score -394458.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -394493.437500 Penalty: 2714.350098 Iteration 14Q: 3 clusters Score -394493.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -394513.937500 Penalty: 2714.350098 Iteration 15Q: 3 clusters Score -394513.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -394530.531250 Penalty: 2714.350098 Iteration 16Q: 3 clusters Score -394530.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -394546.531250 Penalty: 2714.350098 Iteration 17Q: 3 clusters Score -394546.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -394558.031250 Penalty: 2714.350098 Iteration 18Q: 3 clusters Score -394558 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -394565.593750 Penalty: 2714.350098 Iteration 19Q: 3 clusters Score -394565.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -394571.906250 Penalty: 2714.350098 Iteration 20F: 3 clusters Score -394571.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -394576.875000 Penalty: 2714.350098 Iteration 21Q: 3 clusters Score -394576.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -394580.250000 Penalty: 2714.350098 Iteration 22Q: 3 clusters Score -394580.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -394582.000000 Penalty: 2714.350098 Iteration 23Q: 3 clusters Score -394582 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -394582.500000 Penalty: 2714.350098 Iteration 24Q: 3 clusters Score -394582.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -394583.093750 Penalty: 2714.350098 Iteration 25Q: 3 clusters Score -394583.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -394583.093750 Penalty: 2714.350098 Iteration 26F: 3 clusters Score -394583.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3796 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Entering Unmasked Estep Score: -372095.281250 Penalty: 1339.276733 Iteration 0F: 2 clusters Score -372095.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -368876.000000 Penalty: 2678.553467 Iteration 0F: 3 clusters Score -368876 nChanged 1451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -369679.125000 Penalty: 2678.553467 Iteration 1F: 3 clusters Score -369679.1 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -369852.781250 Penalty: 2678.553467 Iteration 2F: 3 clusters Score -369852.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -369937.281250 Penalty: 2678.553467 Iteration 3Q: 3 clusters Score -369937.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -370002.062500 Penalty: 2678.553467 Iteration 4Q: 3 clusters Score -370002.1 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -370066.343750 Penalty: 2678.553467 Iteration 5Q: 3 clusters Score -370066.3 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -370134.312500 Penalty: 2678.553467 Iteration 6Q: 3 clusters Score -370134.3 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -370209.281250 Penalty: 2678.553467 Iteration 7Q: 3 clusters Score -370209.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -370271.968750 Penalty: 2678.553467 Iteration 8Q: 3 clusters Score -370272 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -370336.437500 Penalty: 2678.553467 Iteration 9Q: 3 clusters Score -370336.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -370400.625000 Penalty: 2678.553467 Iteration 10Q: 3 clusters Score -370400.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -370500.000000 Penalty: 2678.553467 Iteration 11Q: 3 clusters Score -370500 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -370595.906250 Penalty: 2678.553467 Iteration 12Q: 3 clusters Score -370595.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -370666.312500 Penalty: 2678.553467 Iteration 13Q: 3 clusters Score -370666.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -370723.187500 Penalty: 2678.553467 Iteration 14Q: 3 clusters Score -370723.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -370766.843750 Penalty: 2678.553467 Iteration 15Q: 3 clusters Score -370766.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -370810.218750 Penalty: 2678.553467 Iteration 16Q: 3 clusters Score -370810.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -370846.125000 Penalty: 2678.553467 Iteration 17Q: 3 clusters Score -370846.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -370870.718750 Penalty: 2678.553467 Iteration 18Q: 3 clusters Score -370870.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -370891.718750 Penalty: 2678.553467 Iteration 19Q: 3 clusters Score -370891.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -370902.312500 Penalty: 2678.553467 Iteration 20F: 3 clusters Score -370902.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -370913.906250 Penalty: 2678.553467 Iteration 21Q: 3 clusters Score -370913.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -370923.250000 Penalty: 2678.553467 Iteration 22Q: 3 clusters Score -370923.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -370930.843750 Penalty: 2678.553467 Iteration 23Q: 3 clusters Score -370930.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -370939.468750 Penalty: 2678.553467 Iteration 24Q: 3 clusters Score -370939.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -370947.718750 Penalty: 2678.553467 Iteration 25Q: 3 clusters Score -370947.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -370951.593750 Penalty: 2678.553467 Iteration 26Q: 3 clusters Score -370951.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -370955.937500 Penalty: 2678.553467 Iteration 27Q: 3 clusters Score -370955.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -370960.375000 Penalty: 2678.553467 Iteration 28Q: 3 clusters Score -370960.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -370963.187500 Penalty: 2678.553467 Iteration 29Q: 3 clusters Score -370963.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -370963.187500 Penalty: 2678.553467 Iteration 30F: 3 clusters Score -370963.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (7667 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7667 members Entering Unmasked Estep Score: -737511.562500 Penalty: 1453.510498 Iteration 0F: 2 clusters Score -737511.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -731809.687500 Penalty: 2907.020996 Iteration 0F: 3 clusters Score -731809.7 nChanged 3281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -733653.437500 Penalty: 2907.020996 Iteration 1F: 3 clusters Score -733653.4 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3989 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -733944.187500 Penalty: 2907.020996 Iteration 2F: 3 clusters Score -733944.2 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -734199.875000 Penalty: 2907.020996 Iteration 3F: 3 clusters Score -734199.9 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -734420.000000 Penalty: 2907.020996 Iteration 4F: 3 clusters Score -734420 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -734638.187500 Penalty: 2907.020996 Iteration 5Q: 3 clusters Score -734638.2 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -734824.062500 Penalty: 2907.020996 Iteration 6Q: 3 clusters Score -734824.1 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -734990.250000 Penalty: 2907.020996 Iteration 7Q: 3 clusters Score -734990.2 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4860 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -735160.500000 Penalty: 2907.020996 Iteration 8Q: 3 clusters Score -735160.5 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -735298.187500 Penalty: 2907.020996 Iteration 9Q: 3 clusters Score -735298.2 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5182 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -735415.750000 Penalty: 2907.020996 Iteration 10Q: 3 clusters Score -735415.8 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -735528.000000 Penalty: 2907.020996 Iteration 11Q: 3 clusters Score -735528 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -735646.750000 Penalty: 2907.020996 Iteration 12Q: 3 clusters Score -735646.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5654 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -735750.500000 Penalty: 2907.020996 Iteration 13Q: 3 clusters Score -735750.5 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5781 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -735840.562500 Penalty: 2907.020996 Iteration 14Q: 3 clusters Score -735840.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5893 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -735918.062500 Penalty: 2907.020996 Iteration 15Q: 3 clusters Score -735918.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5999 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -735992.312500 Penalty: 2907.020996 Iteration 16Q: 3 clusters Score -735992.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6093 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -736044.812500 Penalty: 2907.020996 Iteration 17Q: 3 clusters Score -736044.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6158 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -736079.250000 Penalty: 2907.020996 Iteration 18Q: 3 clusters Score -736079.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6211 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -736095.437500 Penalty: 2907.020996 Iteration 19Q: 3 clusters Score -736095.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -736110.500000 Penalty: 2907.020996 Iteration 20F: 3 clusters Score -736110.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6290 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -736127.687500 Penalty: 2907.020996 Iteration 21Q: 3 clusters Score -736127.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -736138.000000 Penalty: 2907.020996 Iteration 22Q: 3 clusters Score -736138 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6339 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -736147.125000 Penalty: 2907.020996 Iteration 23Q: 3 clusters Score -736147.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6363 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -736154.625000 Penalty: 2907.020996 Iteration 24Q: 3 clusters Score -736154.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -736162.875000 Penalty: 2907.020996 Iteration 25Q: 3 clusters Score -736162.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6411 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -736167.687500 Penalty: 2907.020996 Iteration 26Q: 3 clusters Score -736167.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6427 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -736175.750000 Penalty: 2907.020996 Iteration 27Q: 3 clusters Score -736175.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6442 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -736179.687500 Penalty: 2907.020996 Iteration 28Q: 3 clusters Score -736179.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6451 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -736184.625000 Penalty: 2907.020996 Iteration 29Q: 3 clusters Score -736184.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6458 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -736189.500000 Penalty: 2907.020996 Iteration 30Q: 3 clusters Score -736189.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6469 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -736196.250000 Penalty: 2907.020996 Iteration 31Q: 3 clusters Score -736196.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6488 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -736203.250000 Penalty: 2907.020996 Iteration 32Q: 3 clusters Score -736203.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6511 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -736211.000000 Penalty: 2907.020996 Iteration 33Q: 3 clusters Score -736211 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -736217.437500 Penalty: 2907.020996 Iteration 34Q: 3 clusters Score -736217.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6532 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -736220.812500 Penalty: 2907.020996 Iteration 35Q: 3 clusters Score -736220.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6545 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -736224.187500 Penalty: 2907.020996 Iteration 36Q: 3 clusters Score -736224.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6550 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -736225.125000 Penalty: 2907.020996 Iteration 37Q: 3 clusters Score -736225.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6553 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -736227.000000 Penalty: 2907.020996 Iteration 38Q: 3 clusters Score -736227 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6560 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -736229.500000 Penalty: 2907.020996 Iteration 39Q: 3 clusters Score -736229.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6570 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -736233.000000 Penalty: 2907.020996 Iteration 40F: 3 clusters Score -736233 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6577 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -736234.125000 Penalty: 2907.020996 Iteration 41Q: 3 clusters Score -736234.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6590 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -736239.812500 Penalty: 2907.020996 Iteration 42Q: 3 clusters Score -736239.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6600 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -736245.125000 Penalty: 2907.020996 Iteration 43Q: 3 clusters Score -736245.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6612 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -736249.750000 Penalty: 2907.020996 Iteration 44Q: 3 clusters Score -736249.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6620 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -736251.875000 Penalty: 2907.020996 Iteration 45Q: 3 clusters Score -736251.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6623 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -736254.062500 Penalty: 2907.020996 Iteration 46Q: 3 clusters Score -736254.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6625 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -736255.375000 Penalty: 2907.020996 Iteration 47Q: 3 clusters Score -736255.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6624 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -736255.500000 Penalty: 2907.020996 Iteration 48Q: 3 clusters Score -736255.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6625 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -736254.625000 Penalty: 2907.020996 Iteration 49Q: 3 clusters Score -736254.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6626 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -736255.062500 Penalty: 2907.020996 Iteration 50Q: 3 clusters Score -736255.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -736255.875000 Penalty: 2907.020996 Iteration 51Q: 3 clusters Score -736255.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6630 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -736255.937500 Penalty: 2907.020996 Iteration 52Q: 3 clusters Score -736255.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6633 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -736256.375000 Penalty: 2907.020996 Iteration 53Q: 3 clusters Score -736256.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6635 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -736257.500000 Penalty: 2907.020996 Iteration 54Q: 3 clusters Score -736257.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6640 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -736258.312500 Penalty: 2907.020996 Iteration 55Q: 3 clusters Score -736258.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6641 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -736258.937500 Penalty: 2907.020996 Iteration 56Q: 3 clusters Score -736258.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6641 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -736258.937500 Penalty: 2907.020996 Iteration 57F: 3 clusters Score -736258.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (974 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Entering Unmasked Estep Score: -92567.085938 Penalty: 1118.229248 Iteration 0F: 2 clusters Score -92567.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -91153.656250 Penalty: 2236.458496 Iteration 0F: 3 clusters Score -91153.66 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -91507.929688 Penalty: 2236.458496 Iteration 1F: 3 clusters Score -91507.93 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -91638.492188 Penalty: 2236.458496 Iteration 2F: 3 clusters Score -91638.49 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -91718.234375 Penalty: 2236.458496 Iteration 3F: 3 clusters Score -91718.23 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -91771.648438 Penalty: 2236.458496 Iteration 4Q: 3 clusters Score -91771.65 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -91802.156250 Penalty: 2236.458496 Iteration 5Q: 3 clusters Score -91802.16 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -91824.492188 Penalty: 2236.458496 Iteration 6Q: 3 clusters Score -91824.49 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -91833.273438 Penalty: 2236.458496 Iteration 7Q: 3 clusters Score -91833.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -91838.804688 Penalty: 2236.458496 Iteration 8Q: 3 clusters Score -91838.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -91839.242188 Penalty: 2236.458496 Iteration 9Q: 3 clusters Score -91839.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -91839.242188 Penalty: 2236.458496 Iteration 10F: 3 clusters Score -91839.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (15986 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15986 members Entering Unmasked Estep Score: -1474516.750000 Penalty: 1572.913574 Iteration 0F: 2 clusters Score -1474517 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8003 members Mstep: Class 2 contains 7983 members Entering Unmasked Estep Score: -1463454.875000 Penalty: 3145.827148 Iteration 0F: 3 clusters Score -1463455 nChanged 7099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7930 members Mstep: Class 2 contains 8056 members Entering Unmasked Estep Score: -1467350.250000 Penalty: 3145.827148 Iteration 1F: 3 clusters Score -1467350 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7860 members Mstep: Class 2 contains 8126 members Entering Unmasked Estep Score: -1467806.250000 Penalty: 3145.827148 Iteration 2F: 3 clusters Score -1467806 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7782 members Mstep: Class 2 contains 8204 members Entering Unmasked Estep Score: -1468254.250000 Penalty: 3145.827148 Iteration 3F: 3 clusters Score -1468254 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7705 members Mstep: Class 2 contains 8281 members Entering Unmasked Estep Score: -1468653.500000 Penalty: 3145.827148 Iteration 4F: 3 clusters Score -1468654 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7618 members Mstep: Class 2 contains 8368 members Entering Unmasked Estep Score: -1469064.750000 Penalty: 3145.827148 Iteration 5Q: 3 clusters Score -1469065 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7546 members Mstep: Class 2 contains 8440 members Entering Unmasked Estep Score: -1469448.500000 Penalty: 3145.827148 Iteration 6Q: 3 clusters Score -1469448 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7450 members Mstep: Class 2 contains 8536 members Entering Unmasked Estep Score: -1469810.500000 Penalty: 3145.827148 Iteration 7Q: 3 clusters Score -1469810 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7375 members Mstep: Class 2 contains 8611 members Entering Unmasked Estep Score: -1470142.125000 Penalty: 3145.827148 Iteration 8Q: 3 clusters Score -1470142 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7306 members Mstep: Class 2 contains 8680 members Entering Unmasked Estep Score: -1470458.000000 Penalty: 3145.827148 Iteration 9Q: 3 clusters Score -1470458 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7208 members Mstep: Class 2 contains 8778 members Entering Unmasked Estep Score: -1470741.250000 Penalty: 3145.827148 Iteration 10Q: 3 clusters Score -1470741 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 8905 members Entering Unmasked Estep Score: -1470982.875000 Penalty: 3145.827148 Iteration 11Q: 3 clusters Score -1470983 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6914 members Mstep: Class 2 contains 9072 members Entering Unmasked Estep Score: -1471146.375000 Penalty: 3145.827148 Iteration 12Q: 3 clusters Score -1471146 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6763 members Mstep: Class 2 contains 9223 members Entering Unmasked Estep Score: -1471267.750000 Penalty: 3145.827148 Iteration 13Q: 3 clusters Score -1471268 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6608 members Mstep: Class 2 contains 9378 members Entering Unmasked Estep Score: -1471383.500000 Penalty: 3145.827148 Iteration 14Q: 3 clusters Score -1471384 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Mstep: Class 2 contains 9545 members Entering Unmasked Estep Score: -1471487.000000 Penalty: 3145.827148 Iteration 15Q: 3 clusters Score -1471487 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6295 members Mstep: Class 2 contains 9691 members Entering Unmasked Estep Score: -1471584.375000 Penalty: 3145.827148 Iteration 16Q: 3 clusters Score -1471584 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6149 members Mstep: Class 2 contains 9837 members Entering Unmasked Estep Score: -1471671.125000 Penalty: 3145.827148 Iteration 17Q: 3 clusters Score -1471671 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5996 members Mstep: Class 2 contains 9990 members Entering Unmasked Estep Score: -1471757.250000 Penalty: 3145.827148 Iteration 18Q: 3 clusters Score -1471757 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5863 members Mstep: Class 2 contains 10123 members Entering Unmasked Estep Score: -1471818.250000 Penalty: 3145.827148 Iteration 19Q: 3 clusters Score -1471818 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5728 members Mstep: Class 2 contains 10258 members Entering Unmasked Estep Score: -1471892.750000 Penalty: 3145.827148 Iteration 20F: 3 clusters Score -1471893 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5594 members Mstep: Class 2 contains 10392 members Entering Unmasked Estep Score: -1471961.250000 Penalty: 3145.827148 Iteration 21Q: 3 clusters Score -1471961 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5462 members Mstep: Class 2 contains 10524 members Entering Unmasked Estep Score: -1472038.000000 Penalty: 3145.827148 Iteration 22Q: 3 clusters Score -1472038 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5324 members Mstep: Class 2 contains 10662 members Entering Unmasked Estep Score: -1472106.250000 Penalty: 3145.827148 Iteration 23Q: 3 clusters Score -1472106 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5186 members Mstep: Class 2 contains 10800 members Entering Unmasked Estep Score: -1472177.000000 Penalty: 3145.827148 Iteration 24Q: 3 clusters Score -1472177 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 10947 members Entering Unmasked Estep Score: -1472240.000000 Penalty: 3145.827148 Iteration 25Q: 3 clusters Score -1472240 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4881 members Mstep: Class 2 contains 11105 members Entering Unmasked Estep Score: -1472297.125000 Penalty: 3145.827148 Iteration 26Q: 3 clusters Score -1472297 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 11248 members Entering Unmasked Estep Score: -1472354.250000 Penalty: 3145.827148 Iteration 27Q: 3 clusters Score -1472354 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 11377 members Entering Unmasked Estep Score: -1472403.500000 Penalty: 3145.827148 Iteration 28Q: 3 clusters Score -1472404 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 11499 members Entering Unmasked Estep Score: -1472446.375000 Penalty: 3145.827148 Iteration 29Q: 3 clusters Score -1472446 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 11613 members Entering Unmasked Estep Score: -1472485.875000 Penalty: 3145.827148 Iteration 30Q: 3 clusters Score -1472486 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 11732 members Entering Unmasked Estep Score: -1472515.125000 Penalty: 3145.827148 Iteration 31Q: 3 clusters Score -1472515 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 11836 members Entering Unmasked Estep Score: -1472540.375000 Penalty: 3145.827148 Iteration 32Q: 3 clusters Score -1472540 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 11919 members Entering Unmasked Estep Score: -1472559.750000 Penalty: 3145.827148 Iteration 33Q: 3 clusters Score -1472560 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 12008 members Entering Unmasked Estep Score: -1472584.250000 Penalty: 3145.827148 Iteration 34Q: 3 clusters Score -1472584 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 12101 members Entering Unmasked Estep Score: -1472603.750000 Penalty: 3145.827148 Iteration 35Q: 3 clusters Score -1472604 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 12168 members Entering Unmasked Estep Score: -1472613.250000 Penalty: 3145.827148 Iteration 36Q: 3 clusters Score -1472613 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 12235 members Entering Unmasked Estep Score: -1472632.000000 Penalty: 3145.827148 Iteration 37Q: 3 clusters Score -1472632 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 12297 members Entering Unmasked Estep Score: -1472643.125000 Penalty: 3145.827148 Iteration 38Q: 3 clusters Score -1472643 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 12353 members Entering Unmasked Estep Score: -1472653.000000 Penalty: 3145.827148 Iteration 39Q: 3 clusters Score -1472653 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 12405 members Entering Unmasked Estep Score: -1472658.500000 Penalty: 3145.827148 Iteration 40F: 3 clusters Score -1472658 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 12462 members Entering Unmasked Estep Score: -1472672.375000 Penalty: 3145.827148 Iteration 41Q: 3 clusters Score -1472672 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 12516 members Entering Unmasked Estep Score: -1472684.000000 Penalty: 3145.827148 Iteration 42Q: 3 clusters Score -1472684 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 12569 members Entering Unmasked Estep Score: -1472688.875000 Penalty: 3145.827148 Iteration 43Q: 3 clusters Score -1472689 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 12630 members Entering Unmasked Estep Score: -1472708.500000 Penalty: 3145.827148 Iteration 44Q: 3 clusters Score -1472708 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 12679 members Entering Unmasked Estep Score: -1472721.875000 Penalty: 3145.827148 Iteration 45Q: 3 clusters Score -1472722 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 12732 members Entering Unmasked Estep Score: -1472728.875000 Penalty: 3145.827148 Iteration 46Q: 3 clusters Score -1472729 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 12779 members Entering Unmasked Estep Score: -1472738.500000 Penalty: 3145.827148 Iteration 47Q: 3 clusters Score -1472738 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 12823 members Entering Unmasked Estep Score: -1472744.125000 Penalty: 3145.827148 Iteration 48Q: 3 clusters Score -1472744 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 12868 members Entering Unmasked Estep Score: -1472752.500000 Penalty: 3145.827148 Iteration 49Q: 3 clusters Score -1472752 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 12915 members Entering Unmasked Estep Score: -1472761.750000 Penalty: 3145.827148 Iteration 50Q: 3 clusters Score -1472762 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 12958 members Entering Unmasked Estep Score: -1472773.125000 Penalty: 3145.827148 Iteration 51Q: 3 clusters Score -1472773 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 12999 members Entering Unmasked Estep Score: -1472777.500000 Penalty: 3145.827148 Iteration 52Q: 3 clusters Score -1472778 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 13036 members Entering Unmasked Estep Score: -1472784.875000 Penalty: 3145.827148 Iteration 53Q: 3 clusters Score -1472785 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 13063 members Entering Unmasked Estep Score: -1472787.625000 Penalty: 3145.827148 Iteration 54Q: 3 clusters Score -1472788 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 13089 members Entering Unmasked Estep Score: -1472789.625000 Penalty: 3145.827148 Iteration 55Q: 3 clusters Score -1472790 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 13115 members Entering Unmasked Estep Score: -1472790.375000 Penalty: 3145.827148 Iteration 56Q: 3 clusters Score -1472790 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 13149 members Entering Unmasked Estep Score: -1472799.500000 Penalty: 3145.827148 Iteration 57Q: 3 clusters Score -1472800 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 13174 members Entering Unmasked Estep Score: -1472802.375000 Penalty: 3145.827148 Iteration 58Q: 3 clusters Score -1472802 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 13196 members Entering Unmasked Estep Score: -1472809.375000 Penalty: 3145.827148 Iteration 59Q: 3 clusters Score -1472809 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 13223 members Entering Unmasked Estep Score: -1472817.250000 Penalty: 3145.827148 Iteration 60F: 3 clusters Score -1472817 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 13249 members Entering Unmasked Estep Score: -1472820.250000 Penalty: 3145.827148 Iteration 61Q: 3 clusters Score -1472820 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 13273 members Entering Unmasked Estep Score: -1472823.625000 Penalty: 3145.827148 Iteration 62Q: 3 clusters Score -1472824 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 13289 members Entering Unmasked Estep Score: -1472823.750000 Penalty: 3145.827148 Iteration 63Q: 3 clusters Score -1472824 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 13305 members Entering Unmasked Estep Score: -1472826.375000 Penalty: 3145.827148 Iteration 64Q: 3 clusters Score -1472826 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 13326 members Entering Unmasked Estep Score: -1472832.250000 Penalty: 3145.827148 Iteration 65Q: 3 clusters Score -1472832 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 13345 members Entering Unmasked Estep Score: -1472835.750000 Penalty: 3145.827148 Iteration 66Q: 3 clusters Score -1472836 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 13367 members Entering Unmasked Estep Score: -1472844.625000 Penalty: 3145.827148 Iteration 67Q: 3 clusters Score -1472845 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 13392 members Entering Unmasked Estep Score: -1472852.500000 Penalty: 3145.827148 Iteration 68Q: 3 clusters Score -1472852 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 13418 members Entering Unmasked Estep Score: -1472848.750000 Penalty: 3145.827148 Iteration 69Q: 3 clusters Score -1472849 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 13444 members Entering Unmasked Estep Score: -1472849.500000 Penalty: 3145.827148 Iteration 70Q: 3 clusters Score -1472850 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 13471 members Entering Unmasked Estep Score: -1472853.250000 Penalty: 3145.827148 Iteration 71Q: 3 clusters Score -1472853 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 13495 members Entering Unmasked Estep Score: -1472863.750000 Penalty: 3145.827148 Iteration 72Q: 3 clusters Score -1472864 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 13525 members Entering Unmasked Estep Score: -1472869.875000 Penalty: 3145.827148 Iteration 73Q: 3 clusters Score -1472870 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 13560 members Entering Unmasked Estep Score: -1472874.125000 Penalty: 3145.827148 Iteration 74Q: 3 clusters Score -1472874 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 13591 members Entering Unmasked Estep Score: -1472878.750000 Penalty: 3145.827148 Iteration 75Q: 3 clusters Score -1472879 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 13615 members Entering Unmasked Estep Score: -1472883.625000 Penalty: 3145.827148 Iteration 76Q: 3 clusters Score -1472884 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 13640 members Entering Unmasked Estep Score: -1472886.000000 Penalty: 3145.827148 Iteration 77Q: 3 clusters Score -1472886 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 13658 members Entering Unmasked Estep Score: -1472892.375000 Penalty: 3145.827148 Iteration 78Q: 3 clusters Score -1472892 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 13677 members Entering Unmasked Estep Score: -1472899.875000 Penalty: 3145.827148 Iteration 79Q: 3 clusters Score -1472900 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 13699 members Entering Unmasked Estep Score: -1472902.250000 Penalty: 3145.827148 Iteration 80F: 3 clusters Score -1472902 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 13721 members Entering Unmasked Estep Score: -1472907.750000 Penalty: 3145.827148 Iteration 81Q: 3 clusters Score -1472908 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 13740 members Entering Unmasked Estep Score: -1472915.375000 Penalty: 3145.827148 Iteration 82Q: 3 clusters Score -1472915 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 13760 members Entering Unmasked Estep Score: -1472916.000000 Penalty: 3145.827148 Iteration 83Q: 3 clusters Score -1472916 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 13778 members Entering Unmasked Estep Score: -1472920.625000 Penalty: 3145.827148 Iteration 84Q: 3 clusters Score -1472921 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 13793 members Entering Unmasked Estep Score: -1472925.500000 Penalty: 3145.827148 Iteration 85Q: 3 clusters Score -1472926 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 13806 members Entering Unmasked Estep Score: -1472928.375000 Penalty: 3145.827148 Iteration 86Q: 3 clusters Score -1472928 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 13823 members Entering Unmasked Estep Score: -1472930.375000 Penalty: 3145.827148 Iteration 87Q: 3 clusters Score -1472930 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 13835 members Entering Unmasked Estep Score: -1472930.750000 Penalty: 3145.827148 Iteration 88Q: 3 clusters Score -1472931 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 13846 members Entering Unmasked Estep Score: -1472934.250000 Penalty: 3145.827148 Iteration 89Q: 3 clusters Score -1472934 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 13854 members Entering Unmasked Estep Score: -1472938.750000 Penalty: 3145.827148 Iteration 90Q: 3 clusters Score -1472939 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 13869 members Entering Unmasked Estep Score: -1472935.125000 Penalty: 3145.827148 Iteration 91Q: 3 clusters Score -1472935 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 13880 members Entering Unmasked Estep Score: -1472939.125000 Penalty: 3145.827148 Iteration 92Q: 3 clusters Score -1472939 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 13900 members Entering Unmasked Estep Score: -1472942.125000 Penalty: 3145.827148 Iteration 93Q: 3 clusters Score -1472942 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 13924 members Entering Unmasked Estep Score: -1472947.750000 Penalty: 3145.827148 Iteration 94Q: 3 clusters Score -1472948 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 13945 members Entering Unmasked Estep Score: -1472953.375000 Penalty: 3145.827148 Iteration 95Q: 3 clusters Score -1472953 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 13958 members Entering Unmasked Estep Score: -1472956.125000 Penalty: 3145.827148 Iteration 96Q: 3 clusters Score -1472956 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 13980 members Entering Unmasked Estep Score: -1472963.875000 Penalty: 3145.827148 Iteration 97Q: 3 clusters Score -1472964 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 13998 members Entering Unmasked Estep Score: -1472965.000000 Penalty: 3145.827148 Iteration 98Q: 3 clusters Score -1472965 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 14016 members Entering Unmasked Estep Score: -1472968.000000 Penalty: 3145.827148 Iteration 99Q: 3 clusters Score -1472968 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 14033 members Entering Unmasked Estep Score: -1472970.625000 Penalty: 3145.827148 Iteration 100F: 3 clusters Score -1472971 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 14055 members Entering Unmasked Estep Score: -1472975.250000 Penalty: 3145.827148 Iteration 101Q: 3 clusters Score -1472975 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 14077 members Entering Unmasked Estep Score: -1472981.625000 Penalty: 3145.827148 Iteration 102Q: 3 clusters Score -1472982 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 14098 members Entering Unmasked Estep Score: -1472982.125000 Penalty: 3145.827148 Iteration 103Q: 3 clusters Score -1472982 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 14121 members Entering Unmasked Estep Score: -1472988.750000 Penalty: 3145.827148 Iteration 104Q: 3 clusters Score -1472989 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 14146 members Entering Unmasked Estep Score: -1472994.750000 Penalty: 3145.827148 Iteration 105Q: 3 clusters Score -1472995 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 14165 members Entering Unmasked Estep Score: -1472999.500000 Penalty: 3145.827148 Iteration 106Q: 3 clusters Score -1473000 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 14186 members Entering Unmasked Estep Score: -1473004.875000 Penalty: 3145.827148 Iteration 107Q: 3 clusters Score -1473005 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 14209 members Entering Unmasked Estep Score: -1473006.125000 Penalty: 3145.827148 Iteration 108Q: 3 clusters Score -1473006 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 14227 members Entering Unmasked Estep Score: -1473010.125000 Penalty: 3145.827148 Iteration 109Q: 3 clusters Score -1473010 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 14254 members Entering Unmasked Estep Score: -1473017.875000 Penalty: 3145.827148 Iteration 110Q: 3 clusters Score -1473018 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 14285 members Entering Unmasked Estep Score: -1473028.375000 Penalty: 3145.827148 Iteration 111Q: 3 clusters Score -1473028 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 14315 members Entering Unmasked Estep Score: -1473041.000000 Penalty: 3145.827148 Iteration 112Q: 3 clusters Score -1473041 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 14340 members Entering Unmasked Estep Score: -1473045.125000 Penalty: 3145.827148 Iteration 113Q: 3 clusters Score -1473045 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 14373 members Entering Unmasked Estep Score: -1473055.125000 Penalty: 3145.827148 Iteration 114Q: 3 clusters Score -1473055 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 14408 members Entering Unmasked Estep Score: -1473064.000000 Penalty: 3145.827148 Iteration 115Q: 3 clusters Score -1473064 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 14440 members Entering Unmasked Estep Score: -1473071.125000 Penalty: 3145.827148 Iteration 116Q: 3 clusters Score -1473071 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 14467 members Entering Unmasked Estep Score: -1473077.500000 Penalty: 3145.827148 Iteration 117Q: 3 clusters Score -1473078 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 14487 members Entering Unmasked Estep Score: -1473085.500000 Penalty: 3145.827148 Iteration 118Q: 3 clusters Score -1473086 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 14503 members Entering Unmasked Estep Score: -1473087.500000 Penalty: 3145.827148 Iteration 119Q: 3 clusters Score -1473088 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 14514 members Entering Unmasked Estep Score: -1473089.750000 Penalty: 3145.827148 Iteration 120F: 3 clusters Score -1473090 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 14524 members Entering Unmasked Estep Score: -1473096.125000 Penalty: 3145.827148 Iteration 121Q: 3 clusters Score -1473096 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 14531 members Entering Unmasked Estep Score: -1473095.000000 Penalty: 3145.827148 Iteration 122Q: 3 clusters Score -1473095 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 14542 members Entering Unmasked Estep Score: -1473098.375000 Penalty: 3145.827148 Iteration 123Q: 3 clusters Score -1473098 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 14553 members Entering Unmasked Estep Score: -1473100.875000 Penalty: 3145.827148 Iteration 124Q: 3 clusters Score -1473101 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 14562 members Entering Unmasked Estep Score: -1473107.000000 Penalty: 3145.827148 Iteration 125Q: 3 clusters Score -1473107 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 14563 members Entering Unmasked Estep Score: -1473109.375000 Penalty: 3145.827148 Iteration 126Q: 3 clusters Score -1473109 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 14565 members Entering Unmasked Estep Score: -1473111.625000 Penalty: 3145.827148 Iteration 127Q: 3 clusters Score -1473112 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 14568 members Entering Unmasked Estep Score: -1473107.875000 Penalty: 3145.827148 Iteration 128Q: 3 clusters Score -1473108 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 14570 members Entering Unmasked Estep Score: -1473111.125000 Penalty: 3145.827148 Iteration 129Q: 3 clusters Score -1473111 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 14574 members Entering Unmasked Estep Score: -1473108.250000 Penalty: 3145.827148 Iteration 130Q: 3 clusters Score -1473108 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 14587 members Entering Unmasked Estep Score: -1473110.875000 Penalty: 3145.827148 Iteration 131Q: 3 clusters Score -1473111 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 14598 members Entering Unmasked Estep Score: -1473113.750000 Penalty: 3145.827148 Iteration 132Q: 3 clusters Score -1473114 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 14607 members Entering Unmasked Estep Score: -1473115.500000 Penalty: 3145.827148 Iteration 133Q: 3 clusters Score -1473116 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 14621 members Entering Unmasked Estep Score: -1473118.125000 Penalty: 3145.827148 Iteration 134Q: 3 clusters Score -1473118 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 14631 members Entering Unmasked Estep Score: -1473123.250000 Penalty: 3145.827148 Iteration 135Q: 3 clusters Score -1473123 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 14637 members Entering Unmasked Estep Score: -1473128.500000 Penalty: 3145.827148 Iteration 136Q: 3 clusters Score -1473128 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 14643 members Entering Unmasked Estep Score: -1473127.125000 Penalty: 3145.827148 Iteration 137Q: 3 clusters Score -1473127 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 14650 members Entering Unmasked Estep Score: -1473123.625000 Penalty: 3145.827148 Iteration 138Q: 3 clusters Score -1473124 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 14657 members Entering Unmasked Estep Score: -1473124.125000 Penalty: 3145.827148 Iteration 139Q: 3 clusters Score -1473124 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 14663 members Entering Unmasked Estep Score: -1473128.250000 Penalty: 3145.827148 Iteration 140F: 3 clusters Score -1473128 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 14672 members Entering Unmasked Estep Score: -1473127.625000 Penalty: 3145.827148 Iteration 141Q: 3 clusters Score -1473128 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 14680 members Entering Unmasked Estep Score: -1473129.625000 Penalty: 3145.827148 Iteration 142Q: 3 clusters Score -1473130 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 14688 members Entering Unmasked Estep Score: -1473132.250000 Penalty: 3145.827148 Iteration 143Q: 3 clusters Score -1473132 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 14695 members Entering Unmasked Estep Score: -1473133.750000 Penalty: 3145.827148 Iteration 144Q: 3 clusters Score -1473134 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 14710 members Entering Unmasked Estep Score: -1473141.000000 Penalty: 3145.827148 Iteration 145Q: 3 clusters Score -1473141 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 14726 members Entering Unmasked Estep Score: -1473145.500000 Penalty: 3145.827148 Iteration 146Q: 3 clusters Score -1473146 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 14737 members Entering Unmasked Estep Score: -1473148.250000 Penalty: 3145.827148 Iteration 147Q: 3 clusters Score -1473148 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 14747 members Entering Unmasked Estep Score: -1473153.750000 Penalty: 3145.827148 Iteration 148Q: 3 clusters Score -1473154 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 14760 members Entering Unmasked Estep Score: -1473159.125000 Penalty: 3145.827148 Iteration 149Q: 3 clusters Score -1473159 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 14770 members Entering Unmasked Estep Score: -1473161.250000 Penalty: 3145.827148 Iteration 150Q: 3 clusters Score -1473161 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 14782 members Entering Unmasked Estep Score: -1473165.625000 Penalty: 3145.827148 Iteration 151Q: 3 clusters Score -1473166 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 14795 members Entering Unmasked Estep Score: -1473170.125000 Penalty: 3145.827148 Iteration 152Q: 3 clusters Score -1473170 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 14811 members Entering Unmasked Estep Score: -1473177.750000 Penalty: 3145.827148 Iteration 153Q: 3 clusters Score -1473178 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 14822 members Entering Unmasked Estep Score: -1473182.375000 Penalty: 3145.827148 Iteration 154Q: 3 clusters Score -1473182 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 14828 members Entering Unmasked Estep Score: -1473179.375000 Penalty: 3145.827148 Iteration 155Q: 3 clusters Score -1473179 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 14834 members Entering Unmasked Estep Score: -1473184.375000 Penalty: 3145.827148 Iteration 156Q: 3 clusters Score -1473184 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 14840 members Entering Unmasked Estep Score: -1473186.000000 Penalty: 3145.827148 Iteration 157Q: 3 clusters Score -1473186 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 14847 members Entering Unmasked Estep Score: -1473186.125000 Penalty: 3145.827148 Iteration 158Q: 3 clusters Score -1473186 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 14852 members Entering Unmasked Estep Score: -1473189.250000 Penalty: 3145.827148 Iteration 159Q: 3 clusters Score -1473189 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 14854 members Entering Unmasked Estep Score: -1473190.750000 Penalty: 3145.827148 Iteration 160F: 3 clusters Score -1473191 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 14856 members Entering Unmasked Estep Score: -1473189.250000 Penalty: 3145.827148 Iteration 161Q: 3 clusters Score -1473189 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 14857 members Entering Unmasked Estep Score: -1473190.750000 Penalty: 3145.827148 Iteration 162Q: 3 clusters Score -1473191 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 14860 members Entering Unmasked Estep Score: -1473190.625000 Penalty: 3145.827148 Iteration 163Q: 3 clusters Score -1473191 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 14866 members Entering Unmasked Estep Score: -1473191.750000 Penalty: 3145.827148 Iteration 164Q: 3 clusters Score -1473192 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 14873 members Entering Unmasked Estep Score: -1473196.000000 Penalty: 3145.827148 Iteration 165Q: 3 clusters Score -1473196 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 14881 members Entering Unmasked Estep Score: -1473196.125000 Penalty: 3145.827148 Iteration 166Q: 3 clusters Score -1473196 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 14885 members Entering Unmasked Estep Score: -1473194.375000 Penalty: 3145.827148 Iteration 167Q: 3 clusters Score -1473194 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 14893 members Entering Unmasked Estep Score: -1473198.250000 Penalty: 3145.827148 Iteration 168Q: 3 clusters Score -1473198 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 14900 members Entering Unmasked Estep Score: -1473203.625000 Penalty: 3145.827148 Iteration 169Q: 3 clusters Score -1473204 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 14910 members Entering Unmasked Estep Score: -1473208.875000 Penalty: 3145.827148 Iteration 170Q: 3 clusters Score -1473209 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 14928 members Entering Unmasked Estep Score: -1473215.000000 Penalty: 3145.827148 Iteration 171Q: 3 clusters Score -1473215 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 14946 members Entering Unmasked Estep Score: -1473221.500000 Penalty: 3145.827148 Iteration 172Q: 3 clusters Score -1473222 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 14957 members Entering Unmasked Estep Score: -1473224.875000 Penalty: 3145.827148 Iteration 173Q: 3 clusters Score -1473225 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 14969 members Entering Unmasked Estep Score: -1473231.750000 Penalty: 3145.827148 Iteration 174Q: 3 clusters Score -1473232 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 14975 members Entering Unmasked Estep Score: -1473233.875000 Penalty: 3145.827148 Iteration 175Q: 3 clusters Score -1473234 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 14982 members Entering Unmasked Estep Score: -1473234.250000 Penalty: 3145.827148 Iteration 176Q: 3 clusters Score -1473234 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 14996 members Entering Unmasked Estep Score: -1473238.125000 Penalty: 3145.827148 Iteration 177Q: 3 clusters Score -1473238 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 15008 members Entering Unmasked Estep Score: -1473242.000000 Penalty: 3145.827148 Iteration 178Q: 3 clusters Score -1473242 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 15018 members Entering Unmasked Estep Score: -1473246.625000 Penalty: 3145.827148 Iteration 179Q: 3 clusters Score -1473247 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 15024 members Entering Unmasked Estep Score: -1473247.125000 Penalty: 3145.827148 Iteration 180F: 3 clusters Score -1473247 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 15031 members Entering Unmasked Estep Score: -1473248.375000 Penalty: 3145.827148 Iteration 181Q: 3 clusters Score -1473248 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 15036 members Entering Unmasked Estep Score: -1473251.250000 Penalty: 3145.827148 Iteration 182Q: 3 clusters Score -1473251 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 15041 members Entering Unmasked Estep Score: -1473250.375000 Penalty: 3145.827148 Iteration 183Q: 3 clusters Score -1473250 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 15046 members Entering Unmasked Estep Score: -1473252.250000 Penalty: 3145.827148 Iteration 184Q: 3 clusters Score -1473252 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 15048 members Entering Unmasked Estep Score: -1473253.500000 Penalty: 3145.827148 Iteration 185Q: 3 clusters Score -1473254 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 15052 members Entering Unmasked Estep Score: -1473257.750000 Penalty: 3145.827148 Iteration 186Q: 3 clusters Score -1473258 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 15055 members Entering Unmasked Estep Score: -1473258.000000 Penalty: 3145.827148 Iteration 187Q: 3 clusters Score -1473258 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 15061 members Entering Unmasked Estep Score: -1473260.875000 Penalty: 3145.827148 Iteration 188Q: 3 clusters Score -1473261 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 15066 members Entering Unmasked Estep Score: -1473260.375000 Penalty: 3145.827148 Iteration 189Q: 3 clusters Score -1473260 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 15068 members Entering Unmasked Estep Score: -1473260.625000 Penalty: 3145.827148 Iteration 190Q: 3 clusters Score -1473261 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 15070 members Entering Unmasked Estep Score: -1473259.750000 Penalty: 3145.827148 Iteration 191Q: 3 clusters Score -1473260 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 15070 members Entering Unmasked Estep Score: -1473259.750000 Penalty: 3145.827148 Iteration 192F: 3 clusters Score -1473260 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (18925 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18925 members Entering Unmasked Estep Score: -1828617.000000 Penalty: 1600.338867 Iteration 0F: 2 clusters Score -1828617 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9525 members Mstep: Class 2 contains 9400 members Entering Unmasked Estep Score: -1815626.625000 Penalty: 3200.677734 Iteration 0F: 3 clusters Score -1815627 nChanged 8619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9424 members Mstep: Class 2 contains 9501 members Entering Unmasked Estep Score: -1820526.750000 Penalty: 3200.677734 Iteration 1F: 3 clusters Score -1820527 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9212 members Mstep: Class 2 contains 9713 members Entering Unmasked Estep Score: -1821203.125000 Penalty: 3200.677734 Iteration 2F: 3 clusters Score -1821203 nChanged 1270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8910 members Mstep: Class 2 contains 10015 members Entering Unmasked Estep Score: -1822243.625000 Penalty: 3200.677734 Iteration 3F: 3 clusters Score -1822244 nChanged 1495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8477 members Mstep: Class 2 contains 10448 members Entering Unmasked Estep Score: -1823571.000000 Penalty: 3200.677734 Iteration 4F: 3 clusters Score -1823571 nChanged 1571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7898 members Mstep: Class 2 contains 11027 members Entering Unmasked Estep Score: -1824813.875000 Penalty: 3200.677734 Iteration 5F: 3 clusters Score -1824814 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7299 members Mstep: Class 2 contains 11626 members Entering Unmasked Estep Score: -1825664.000000 Penalty: 3200.677734 Iteration 6F: 3 clusters Score -1825664 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6773 members Mstep: Class 2 contains 12152 members Entering Unmasked Estep Score: -1826184.375000 Penalty: 3200.677734 Iteration 7F: 3 clusters Score -1826184 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6325 members Mstep: Class 2 contains 12600 members Entering Unmasked Estep Score: -1826534.250000 Penalty: 3200.677734 Iteration 8Q: 3 clusters Score -1826534 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5919 members Mstep: Class 2 contains 13006 members Entering Unmasked Estep Score: -1826807.875000 Penalty: 3200.677734 Iteration 9Q: 3 clusters Score -1826808 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5531 members Mstep: Class 2 contains 13394 members Entering Unmasked Estep Score: -1827052.000000 Penalty: 3200.677734 Iteration 10Q: 3 clusters Score -1827052 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 13731 members Entering Unmasked Estep Score: -1827279.125000 Penalty: 3200.677734 Iteration 11Q: 3 clusters Score -1827279 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 14018 members Entering Unmasked Estep Score: -1827447.750000 Penalty: 3200.677734 Iteration 12Q: 3 clusters Score -1827448 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 14273 members Entering Unmasked Estep Score: -1827584.750000 Penalty: 3200.677734 Iteration 13Q: 3 clusters Score -1827585 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 14511 members Entering Unmasked Estep Score: -1827678.000000 Penalty: 3200.677734 Iteration 14Q: 3 clusters Score -1827678 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 14714 members Entering Unmasked Estep Score: -1827749.625000 Penalty: 3200.677734 Iteration 15Q: 3 clusters Score -1827750 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 14897 members Entering Unmasked Estep Score: -1827809.000000 Penalty: 3200.677734 Iteration 16Q: 3 clusters Score -1827809 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 15085 members Entering Unmasked Estep Score: -1827873.875000 Penalty: 3200.677734 Iteration 17Q: 3 clusters Score -1827874 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 15257 members Entering Unmasked Estep Score: -1827937.125000 Penalty: 3200.677734 Iteration 18Q: 3 clusters Score -1827937 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 15428 members Entering Unmasked Estep Score: -1827993.625000 Penalty: 3200.677734 Iteration 19Q: 3 clusters Score -1827994 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 15558 members Entering Unmasked Estep Score: -1828024.125000 Penalty: 3200.677734 Iteration 20F: 3 clusters Score -1828024 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 15685 members Entering Unmasked Estep Score: -1828066.500000 Penalty: 3200.677734 Iteration 21Q: 3 clusters Score -1828066 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 15800 members Entering Unmasked Estep Score: -1828095.875000 Penalty: 3200.677734 Iteration 22Q: 3 clusters Score -1828096 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 15904 members Entering Unmasked Estep Score: -1828131.500000 Penalty: 3200.677734 Iteration 23Q: 3 clusters Score -1828132 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 16006 members Entering Unmasked Estep Score: -1828170.500000 Penalty: 3200.677734 Iteration 24Q: 3 clusters Score -1828170 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 16104 members Entering Unmasked Estep Score: -1828200.125000 Penalty: 3200.677734 Iteration 25Q: 3 clusters Score -1828200 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 16163 members Entering Unmasked Estep Score: -1828213.000000 Penalty: 3200.677734 Iteration 26Q: 3 clusters Score -1828213 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 16213 members Entering Unmasked Estep Score: -1828221.375000 Penalty: 3200.677734 Iteration 27Q: 3 clusters Score -1828221 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 16259 members Entering Unmasked Estep Score: -1828233.750000 Penalty: 3200.677734 Iteration 28Q: 3 clusters Score -1828234 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 16298 members Entering Unmasked Estep Score: -1828241.625000 Penalty: 3200.677734 Iteration 29Q: 3 clusters Score -1828242 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 16336 members Entering Unmasked Estep Score: -1828249.375000 Penalty: 3200.677734 Iteration 30Q: 3 clusters Score -1828249 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 16368 members Entering Unmasked Estep Score: -1828254.750000 Penalty: 3200.677734 Iteration 31Q: 3 clusters Score -1828255 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 16396 members Entering Unmasked Estep Score: -1828257.500000 Penalty: 3200.677734 Iteration 32Q: 3 clusters Score -1828258 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 16413 members Entering Unmasked Estep Score: -1828262.875000 Penalty: 3200.677734 Iteration 33Q: 3 clusters Score -1828263 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 16428 members Entering Unmasked Estep Score: -1828274.500000 Penalty: 3200.677734 Iteration 34Q: 3 clusters Score -1828274 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 16443 members Entering Unmasked Estep Score: -1828280.625000 Penalty: 3200.677734 Iteration 35Q: 3 clusters Score -1828281 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 16457 members Entering Unmasked Estep Score: -1828278.125000 Penalty: 3200.677734 Iteration 36Q: 3 clusters Score -1828278 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 16480 members Entering Unmasked Estep Score: -1828282.625000 Penalty: 3200.677734 Iteration 37Q: 3 clusters Score -1828283 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 16497 members Entering Unmasked Estep Score: -1828284.625000 Penalty: 3200.677734 Iteration 38Q: 3 clusters Score -1828285 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 16513 members Entering Unmasked Estep Score: -1828290.875000 Penalty: 3200.677734 Iteration 39Q: 3 clusters Score -1828291 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 16532 members Entering Unmasked Estep Score: -1828293.500000 Penalty: 3200.677734 Iteration 40F: 3 clusters Score -1828294 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 16553 members Entering Unmasked Estep Score: -1828294.625000 Penalty: 3200.677734 Iteration 41Q: 3 clusters Score -1828295 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 16574 members Entering Unmasked Estep Score: -1828295.250000 Penalty: 3200.677734 Iteration 42Q: 3 clusters Score -1828295 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 16586 members Entering Unmasked Estep Score: -1828300.500000 Penalty: 3200.677734 Iteration 43Q: 3 clusters Score -1828300 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 16599 members Entering Unmasked Estep Score: -1828299.375000 Penalty: 3200.677734 Iteration 44Q: 3 clusters Score -1828299 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 16612 members Entering Unmasked Estep Score: -1828299.000000 Penalty: 3200.677734 Iteration 45Q: 3 clusters Score -1828299 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 16622 members Entering Unmasked Estep Score: -1828304.750000 Penalty: 3200.677734 Iteration 46Q: 3 clusters Score -1828305 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 16628 members Entering Unmasked Estep Score: -1828304.500000 Penalty: 3200.677734 Iteration 47Q: 3 clusters Score -1828304 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 16635 members Entering Unmasked Estep Score: -1828308.875000 Penalty: 3200.677734 Iteration 48Q: 3 clusters Score -1828309 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 16643 members Entering Unmasked Estep Score: -1828307.750000 Penalty: 3200.677734 Iteration 49Q: 3 clusters Score -1828308 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 16647 members Entering Unmasked Estep Score: -1828309.375000 Penalty: 3200.677734 Iteration 50Q: 3 clusters Score -1828309 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 16648 members Entering Unmasked Estep Score: -1828309.750000 Penalty: 3200.677734 Iteration 51Q: 3 clusters Score -1828310 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 16651 members Entering Unmasked Estep Score: -1828311.125000 Penalty: 3200.677734 Iteration 52Q: 3 clusters Score -1828311 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 16653 members Entering Unmasked Estep Score: -1828311.750000 Penalty: 3200.677734 Iteration 53Q: 3 clusters Score -1828312 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 16655 members Entering Unmasked Estep Score: -1828312.750000 Penalty: 3200.677734 Iteration 54Q: 3 clusters Score -1828313 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 16658 members Entering Unmasked Estep Score: -1828314.500000 Penalty: 3200.677734 Iteration 55Q: 3 clusters Score -1828314 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 16660 members Entering Unmasked Estep Score: -1828314.500000 Penalty: 3200.677734 Iteration 56Q: 3 clusters Score -1828314 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 16663 members Entering Unmasked Estep Score: -1828314.625000 Penalty: 3200.677734 Iteration 57Q: 3 clusters Score -1828315 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 16664 members Entering Unmasked Estep Score: -1828315.500000 Penalty: 3200.677734 Iteration 58Q: 3 clusters Score -1828316 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 16664 members Entering Unmasked Estep Score: -1828315.500000 Penalty: 3200.677734 Iteration 59F: 3 clusters Score -1828316 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 480 members Mstep: Class 3 contains 3171 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 552 members Mstep: Class 6 contains 5488 members Mstep: Class 7 contains 2353 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1506 members Mstep: Class 10 contains 5034 members Mstep: Class 11 contains 2566 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 816 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4238 members Mstep: Class 20 contains 3796 members Mstep: Class 21 contains 7667 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 15986 members Mstep: Class 24 contains 18925 members Entering Unmasked Estep ConsiderDeletion Score: -8397133.000000 Penalty: 44571.066406 Iteration 79Q: 25 clusters Score -8397133 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 480 members Mstep: Class 3 contains 3169 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 552 members Mstep: Class 6 contains 5488 members Mstep: Class 7 contains 2353 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1506 members Mstep: Class 10 contains 5033 members Mstep: Class 11 contains 2592 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 816 members Mstep: Class 17 contains 2481 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4231 members Mstep: Class 20 contains 3793 members Mstep: Class 21 contains 7669 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 15986 members Mstep: Class 24 contains 18925 members Entering Unmasked Estep ConsiderDeletion Score: -8397228.000000 Penalty: 44571.066406 Iteration 80F: 25 clusters Score -8397228 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 481 members Mstep: Class 3 contains 3165 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 552 members Mstep: Class 6 contains 5489 members Mstep: Class 7 contains 2353 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1507 members Mstep: Class 10 contains 5032 members Mstep: Class 11 contains 2601 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 817 members Mstep: Class 17 contains 2480 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4232 members Mstep: Class 20 contains 3791 members Mstep: Class 21 contains 7669 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 15985 members Mstep: Class 24 contains 18920 members Entering Unmasked Estep ConsiderDeletion Score: -8397238.000000 Penalty: 44571.066406 Iteration 81Q: 25 clusters Score -8397238 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 481 members Mstep: Class 3 contains 3167 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 552 members Mstep: Class 6 contains 5488 members Mstep: Class 7 contains 2354 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1510 members Mstep: Class 10 contains 5031 members Mstep: Class 11 contains 2605 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 818 members Mstep: Class 17 contains 2479 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4232 members Mstep: Class 20 contains 3788 members Mstep: Class 21 contains 7670 members Mstep: Class 22 contains 973 members Mstep: Class 23 contains 15983 members Mstep: Class 24 contains 18917 members Entering Unmasked Estep ConsiderDeletion Score: -8397256.000000 Penalty: 44571.066406 Iteration 82Q: 25 clusters Score -8397256 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 481 members Mstep: Class 3 contains 3167 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 552 members Mstep: Class 6 contains 5487 members Mstep: Class 7 contains 2355 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1512 members Mstep: Class 10 contains 5030 members Mstep: Class 11 contains 2608 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 819 members Mstep: Class 17 contains 2478 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4232 members Mstep: Class 20 contains 3788 members Mstep: Class 21 contains 7670 members Mstep: Class 22 contains 973 members Mstep: Class 23 contains 15981 members Mstep: Class 24 contains 18915 members Entering Unmasked Estep ConsiderDeletion Score: -8397250.000000 Penalty: 44571.066406 Iteration 83Q: 25 clusters Score -8397250 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 481 members Mstep: Class 3 contains 3167 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 552 members Mstep: Class 6 contains 5486 members Mstep: Class 7 contains 2355 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1514 members Mstep: Class 10 contains 5030 members Mstep: Class 11 contains 2613 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 820 members Mstep: Class 17 contains 2473 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4232 members Mstep: Class 20 contains 3788 members Mstep: Class 21 contains 7669 members Mstep: Class 22 contains 973 members Mstep: Class 23 contains 15981 members Mstep: Class 24 contains 18914 members Entering Unmasked Estep ConsiderDeletion Score: -8397262.000000 Penalty: 44571.066406 Iteration 84Q: 25 clusters Score -8397262 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 481 members Mstep: Class 3 contains 3169 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 552 members Mstep: Class 6 contains 5486 members Mstep: Class 7 contains 2355 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1515 members Mstep: Class 10 contains 5030 members Mstep: Class 11 contains 2614 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 821 members Mstep: Class 17 contains 2469 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4232 members Mstep: Class 20 contains 3787 members Mstep: Class 21 contains 7670 members Mstep: Class 22 contains 973 members Mstep: Class 23 contains 15981 members Mstep: Class 24 contains 18913 members Entering Unmasked Estep ConsiderDeletion Score: -8397257.000000 Penalty: 44571.066406 Iteration 85Q: 25 clusters Score -8397257 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 481 members Mstep: Class 3 contains 3169 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5486 members Mstep: Class 7 contains 2356 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1515 members Mstep: Class 10 contains 5030 members Mstep: Class 11 contains 2615 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 821 members Mstep: Class 17 contains 2467 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4233 members Mstep: Class 20 contains 3787 members Mstep: Class 21 contains 7670 members Mstep: Class 22 contains 973 members Mstep: Class 23 contains 15980 members Mstep: Class 24 contains 18912 members Entering Unmasked Estep ConsiderDeletion Score: -8397254.000000 Penalty: 44571.066406 Iteration 86Q: 25 clusters Score -8397254 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 481 members Mstep: Class 3 contains 3170 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5486 members Mstep: Class 7 contains 2356 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1514 members Mstep: Class 10 contains 5030 members Mstep: Class 11 contains 2617 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 821 members Mstep: Class 17 contains 2466 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4233 members Mstep: Class 20 contains 3787 members Mstep: Class 21 contains 7670 members Mstep: Class 22 contains 973 members Mstep: Class 23 contains 15980 members Mstep: Class 24 contains 18911 members Entering Unmasked Estep ConsiderDeletion Score: -8397255.000000 Penalty: 44571.066406 Iteration 87Q: 25 clusters Score -8397255 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 481 members Mstep: Class 3 contains 3171 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5485 members Mstep: Class 7 contains 2356 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1513 members Mstep: Class 10 contains 5030 members Mstep: Class 11 contains 2617 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 821 members Mstep: Class 17 contains 2466 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4233 members Mstep: Class 20 contains 3787 members Mstep: Class 21 contains 7670 members Mstep: Class 22 contains 973 members Mstep: Class 23 contains 15982 members Mstep: Class 24 contains 18910 members Entering Unmasked Estep ConsiderDeletion Score: -8397264.000000 Penalty: 44571.066406 Iteration 88Q: 25 clusters Score -8397264 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 480 members Mstep: Class 3 contains 3171 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5484 members Mstep: Class 7 contains 2356 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1515 members Mstep: Class 10 contains 5030 members Mstep: Class 11 contains 2617 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 821 members Mstep: Class 17 contains 2466 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4233 members Mstep: Class 20 contains 3787 members Mstep: Class 21 contains 7670 members Mstep: Class 22 contains 973 members Mstep: Class 23 contains 15982 members Mstep: Class 24 contains 18910 members Entering Unmasked Estep ConsiderDeletion Score: -8397270.000000 Penalty: 44571.066406 Iteration 89Q: 25 clusters Score -8397270 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 480 members Mstep: Class 3 contains 3171 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5482 members Mstep: Class 7 contains 2356 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1519 members Mstep: Class 10 contains 5030 members Mstep: Class 11 contains 2617 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 821 members Mstep: Class 17 contains 2466 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4233 members Mstep: Class 20 contains 3787 members Mstep: Class 21 contains 7670 members Mstep: Class 22 contains 973 members Mstep: Class 23 contains 15981 members Mstep: Class 24 contains 18909 members Entering Unmasked Estep ConsiderDeletion Score: -8397263.000000 Penalty: 44571.066406 Iteration 90Q: 25 clusters Score -8397263 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 481 members Mstep: Class 3 contains 3171 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5481 members Mstep: Class 7 contains 2356 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1520 members Mstep: Class 10 contains 5029 members Mstep: Class 11 contains 2617 members Mstep: Class 12 contains 2891 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 821 members Mstep: Class 17 contains 2466 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4233 members Mstep: Class 20 contains 3787 members Mstep: Class 21 contains 7670 members Mstep: Class 22 contains 973 members Mstep: Class 23 contains 15981 members Mstep: Class 24 contains 18909 members Entering Unmasked Estep ConsiderDeletion Score: -8397273.000000 Penalty: 44571.066406 Iteration 91Q: 25 clusters Score -8397273 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 482 members Mstep: Class 3 contains 3171 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5481 members Mstep: Class 7 contains 2356 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1522 members Mstep: Class 10 contains 5028 members Mstep: Class 11 contains 2617 members Mstep: Class 12 contains 2890 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 821 members Mstep: Class 17 contains 2466 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4233 members Mstep: Class 20 contains 3787 members Mstep: Class 21 contains 7669 members Mstep: Class 22 contains 973 members Mstep: Class 23 contains 15981 members Mstep: Class 24 contains 18909 members Entering Unmasked Estep ConsiderDeletion Score: -8397270.000000 Penalty: 44571.066406 Iteration 92Q: 25 clusters Score -8397270 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 482 members Mstep: Class 3 contains 3171 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5481 members Mstep: Class 7 contains 2356 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1525 members Mstep: Class 10 contains 5027 members Mstep: Class 11 contains 2617 members Mstep: Class 12 contains 2890 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 821 members Mstep: Class 17 contains 2466 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4233 members Mstep: Class 20 contains 3786 members Mstep: Class 21 contains 7668 members Mstep: Class 22 contains 973 members Mstep: Class 23 contains 15981 members Mstep: Class 24 contains 18909 members Entering Unmasked Estep ConsiderDeletion Score: -8397276.000000 Penalty: 44571.066406 Iteration 93Q: 25 clusters Score -8397276 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 482 members Mstep: Class 3 contains 3171 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5480 members Mstep: Class 7 contains 2356 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1528 members Mstep: Class 10 contains 5027 members Mstep: Class 11 contains 2617 members Mstep: Class 12 contains 2890 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 821 members Mstep: Class 17 contains 2466 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4233 members Mstep: Class 20 contains 3786 members Mstep: Class 21 contains 7667 members Mstep: Class 22 contains 973 members Mstep: Class 23 contains 15980 members Mstep: Class 24 contains 18909 members Entering Unmasked Estep ConsiderDeletion Score: -8397270.000000 Penalty: 44571.066406 Iteration 94Q: 25 clusters Score -8397270 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 482 members Mstep: Class 3 contains 3171 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5480 members Mstep: Class 7 contains 2356 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1529 members Mstep: Class 10 contains 5028 members Mstep: Class 11 contains 2617 members Mstep: Class 12 contains 2890 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 821 members Mstep: Class 17 contains 2466 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4233 members Mstep: Class 20 contains 3786 members Mstep: Class 21 contains 7666 members Mstep: Class 22 contains 973 members Mstep: Class 23 contains 15980 members Mstep: Class 24 contains 18909 members Entering Unmasked Estep ConsiderDeletion Score: -8397273.000000 Penalty: 44571.066406 Iteration 95Q: 25 clusters Score -8397273 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 482 members Mstep: Class 3 contains 3171 members Mstep: Class 4 contains 1030 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 5480 members Mstep: Class 7 contains 2356 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 1529 members Mstep: Class 10 contains 5028 members Mstep: Class 11 contains 2617 members Mstep: Class 12 contains 2890 members Mstep: Class 13 contains 1085 members Mstep: Class 14 contains 6611 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 821 members Mstep: Class 17 contains 2466 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 4233 members Mstep: Class 20 contains 3786 members Mstep: Class 21 contains 7666 members Mstep: Class 22 contains 973 members Mstep: Class 23 contains 15980 members Mstep: Class 24 contains 18909 members Entering Unmasked Estep ConsiderDeletion Score: -8397273.000000 Penalty: 44571.066406 Iteration 96F: 25 clusters Score -8397273 nChanged 0 Entering ConstructFrom: Score: -8397273.000000 Penalty: 44571.066406 Entering ConstructFrom: Trying to split cluster 1 (2059 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Entering Unmasked Estep Score: -194004.000000 Penalty: 1239.871094 Iteration 0F: 2 clusters Score -194004 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -191897.875000 Penalty: 2479.742188 Iteration 0F: 3 clusters Score -191897.9 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -192423.812500 Penalty: 2479.742188 Iteration 1F: 3 clusters Score -192423.8 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -192665.656250 Penalty: 2479.742188 Iteration 2F: 3 clusters Score -192665.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -192877.984375 Penalty: 2479.742188 Iteration 3F: 3 clusters Score -192878 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -193051.750000 Penalty: 2479.742188 Iteration 4F: 3 clusters Score -193051.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -193180.703125 Penalty: 2479.742188 Iteration 5F: 3 clusters Score -193180.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -193245.953125 Penalty: 2479.742188 Iteration 6Q: 3 clusters Score -193246 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -193287.750000 Penalty: 2479.742188 Iteration 7Q: 3 clusters Score -193287.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -193315.000000 Penalty: 2479.742188 Iteration 8Q: 3 clusters Score -193315 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -193336.843750 Penalty: 2479.742188 Iteration 9Q: 3 clusters Score -193336.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -193352.859375 Penalty: 2479.742188 Iteration 10Q: 3 clusters Score -193352.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -193362.140625 Penalty: 2479.742188 Iteration 11Q: 3 clusters Score -193362.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -193368.078125 Penalty: 2479.742188 Iteration 12Q: 3 clusters Score -193368.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -193373.125000 Penalty: 2479.742188 Iteration 13Q: 3 clusters Score -193373.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -193378.281250 Penalty: 2479.742188 Iteration 14Q: 3 clusters Score -193378.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -193384.515625 Penalty: 2479.742188 Iteration 15Q: 3 clusters Score -193384.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -193393.828125 Penalty: 2479.742188 Iteration 16Q: 3 clusters Score -193393.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -193401.015625 Penalty: 2479.742188 Iteration 17Q: 3 clusters Score -193401 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -193409.156250 Penalty: 2479.742188 Iteration 18Q: 3 clusters Score -193409.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -193424.437500 Penalty: 2479.742188 Iteration 19Q: 3 clusters Score -193424.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -193439.046875 Penalty: 2479.742188 Iteration 20F: 3 clusters Score -193439 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -193456.250000 Penalty: 2479.742188 Iteration 21Q: 3 clusters Score -193456.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -193471.265625 Penalty: 2479.742188 Iteration 22Q: 3 clusters Score -193471.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -193484.546875 Penalty: 2479.742188 Iteration 23Q: 3 clusters Score -193484.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -193496.390625 Penalty: 2479.742188 Iteration 24Q: 3 clusters Score -193496.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -193505.875000 Penalty: 2479.742188 Iteration 25Q: 3 clusters Score -193505.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -193513.468750 Penalty: 2479.742188 Iteration 26Q: 3 clusters Score -193513.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -193522.031250 Penalty: 2479.742188 Iteration 27Q: 3 clusters Score -193522 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -193530.281250 Penalty: 2479.742188 Iteration 28Q: 3 clusters Score -193530.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -193537.531250 Penalty: 2479.742188 Iteration 29Q: 3 clusters Score -193537.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -193543.828125 Penalty: 2479.742188 Iteration 30Q: 3 clusters Score -193543.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -193545.218750 Penalty: 2479.742188 Iteration 31Q: 3 clusters Score -193545.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -193546.265625 Penalty: 2479.742188 Iteration 32Q: 3 clusters Score -193546.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -193547.421875 Penalty: 2479.742188 Iteration 33Q: 3 clusters Score -193547.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -193548.656250 Penalty: 2479.742188 Iteration 34Q: 3 clusters Score -193548.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -193555.343750 Penalty: 2479.742188 Iteration 35Q: 3 clusters Score -193555.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -193559.656250 Penalty: 2479.742188 Iteration 36Q: 3 clusters Score -193559.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -193561.968750 Penalty: 2479.742188 Iteration 37Q: 3 clusters Score -193562 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -193569.953125 Penalty: 2479.742188 Iteration 38Q: 3 clusters Score -193570 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -193596.968750 Penalty: 2479.742188 Iteration 39Q: 3 clusters Score -193597 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -193617.343750 Penalty: 2479.742188 Iteration 40F: 3 clusters Score -193617.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -193630.500000 Penalty: 2479.742188 Iteration 41Q: 3 clusters Score -193630.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -193644.171875 Penalty: 2479.742188 Iteration 42Q: 3 clusters Score -193644.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -193655.828125 Penalty: 2479.742188 Iteration 43Q: 3 clusters Score -193655.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -193663.609375 Penalty: 2479.742188 Iteration 44Q: 3 clusters Score -193663.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -193674.890625 Penalty: 2479.742188 Iteration 45Q: 3 clusters Score -193674.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -193686.328125 Penalty: 2479.742188 Iteration 46Q: 3 clusters Score -193686.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -193697.359375 Penalty: 2479.742188 Iteration 47Q: 3 clusters Score -193697.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -193704.984375 Penalty: 2479.742188 Iteration 48Q: 3 clusters Score -193705 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -193707.515625 Penalty: 2479.742188 Iteration 49Q: 3 clusters Score -193707.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -193709.187500 Penalty: 2479.742188 Iteration 50Q: 3 clusters Score -193709.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -193711.765625 Penalty: 2479.742188 Iteration 51Q: 3 clusters Score -193711.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -193713.765625 Penalty: 2479.742188 Iteration 52Q: 3 clusters Score -193713.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -193716.515625 Penalty: 2479.742188 Iteration 53Q: 3 clusters Score -193716.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -193718.125000 Penalty: 2479.742188 Iteration 54Q: 3 clusters Score -193718.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -193718.437500 Penalty: 2479.742188 Iteration 55Q: 3 clusters Score -193718.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -193718.437500 Penalty: 2479.742188 Iteration 56F: 3 clusters Score -193718.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (482 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Entering Unmasked Estep Score: -35207.000000 Penalty: 1003.915955 Iteration 0F: 2 clusters Score -35207 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -34241.164062 Penalty: 2007.831909 Iteration 0F: 3 clusters Score -34241.16 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -34639.863281 Penalty: 2007.831909 Iteration 1F: 3 clusters Score -34639.86 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -34775.921875 Penalty: 2007.831909 Iteration 2F: 3 clusters Score -34775.92 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -34877.019531 Penalty: 2007.831909 Iteration 3F: 3 clusters Score -34877.02 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -34944.046875 Penalty: 2007.831909 Iteration 4Q: 3 clusters Score -34944.05 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -34989.269531 Penalty: 2007.831909 Iteration 5Q: 3 clusters Score -34989.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -35002.726562 Penalty: 2007.831909 Iteration 6Q: 3 clusters Score -35002.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -35019.847656 Penalty: 2007.831909 Iteration 7Q: 3 clusters Score -35019.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -35023.628906 Penalty: 2007.831909 Iteration 8Q: 3 clusters Score -35023.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -35031.250000 Penalty: 2007.831909 Iteration 9Q: 3 clusters Score -35031.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -35037.281250 Penalty: 2007.831909 Iteration 10Q: 3 clusters Score -35037.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -35042.589844 Penalty: 2007.831909 Iteration 11Q: 3 clusters Score -35042.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -35049.175781 Penalty: 2007.831909 Iteration 12Q: 3 clusters Score -35049.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -35049.175781 Penalty: 2007.831909 Iteration 13F: 3 clusters Score -35049.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Entering Unmasked Estep Score: -297089.781250 Penalty: 1310.042847 Iteration 0F: 2 clusters Score -297089.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -294261.375000 Penalty: 2620.085693 Iteration 0F: 3 clusters Score -294261.4 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -294920.093750 Penalty: 2620.085693 Iteration 1F: 3 clusters Score -294920.1 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -295080.875000 Penalty: 2620.085693 Iteration 2F: 3 clusters Score -295080.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -295180.718750 Penalty: 2620.085693 Iteration 3F: 3 clusters Score -295180.7 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -295264.656250 Penalty: 2620.085693 Iteration 4Q: 3 clusters Score -295264.7 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -295342.000000 Penalty: 2620.085693 Iteration 5Q: 3 clusters Score -295342 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -295408.687500 Penalty: 2620.085693 Iteration 6Q: 3 clusters Score -295408.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -295476.281250 Penalty: 2620.085693 Iteration 7Q: 3 clusters Score -295476.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -295556.375000 Penalty: 2620.085693 Iteration 8Q: 3 clusters Score -295556.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -295615.593750 Penalty: 2620.085693 Iteration 9Q: 3 clusters Score -295615.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -295659.062500 Penalty: 2620.085693 Iteration 10Q: 3 clusters Score -295659.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -295718.812500 Penalty: 2620.085693 Iteration 11Q: 3 clusters Score -295718.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -295781.750000 Penalty: 2620.085693 Iteration 12Q: 3 clusters Score -295781.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -295846.187500 Penalty: 2620.085693 Iteration 13Q: 3 clusters Score -295846.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -295901.843750 Penalty: 2620.085693 Iteration 14Q: 3 clusters Score -295901.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -295952.687500 Penalty: 2620.085693 Iteration 15Q: 3 clusters Score -295952.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -296001.468750 Penalty: 2620.085693 Iteration 16Q: 3 clusters Score -296001.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -296049.406250 Penalty: 2620.085693 Iteration 17Q: 3 clusters Score -296049.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -296094.468750 Penalty: 2620.085693 Iteration 18Q: 3 clusters Score -296094.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -296140.718750 Penalty: 2620.085693 Iteration 19Q: 3 clusters Score -296140.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -296180.593750 Penalty: 2620.085693 Iteration 20F: 3 clusters Score -296180.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -296218.375000 Penalty: 2620.085693 Iteration 21Q: 3 clusters Score -296218.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -296241.062500 Penalty: 2620.085693 Iteration 22Q: 3 clusters Score -296241.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -296258.812500 Penalty: 2620.085693 Iteration 23Q: 3 clusters Score -296258.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -296270.906250 Penalty: 2620.085693 Iteration 24Q: 3 clusters Score -296270.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -296276.937500 Penalty: 2620.085693 Iteration 25Q: 3 clusters Score -296276.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -296281.562500 Penalty: 2620.085693 Iteration 26Q: 3 clusters Score -296281.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -296284.000000 Penalty: 2620.085693 Iteration 27Q: 3 clusters Score -296284 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -296287.218750 Penalty: 2620.085693 Iteration 28Q: 3 clusters Score -296287.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -296288.843750 Penalty: 2620.085693 Iteration 29Q: 3 clusters Score -296288.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -296290.250000 Penalty: 2620.085693 Iteration 30Q: 3 clusters Score -296290.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -296294.093750 Penalty: 2620.085693 Iteration 31Q: 3 clusters Score -296294.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -296295.375000 Penalty: 2620.085693 Iteration 32Q: 3 clusters Score -296295.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -296295.812500 Penalty: 2620.085693 Iteration 33Q: 3 clusters Score -296295.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -296296.750000 Penalty: 2620.085693 Iteration 34Q: 3 clusters Score -296296.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -296296.750000 Penalty: 2620.085693 Iteration 35F: 3 clusters Score -296296.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1030 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Entering Unmasked Estep Score: -94897.132812 Penalty: 1127.313477 Iteration 0F: 2 clusters Score -94897.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -93439.156250 Penalty: 2254.626953 Iteration 0F: 3 clusters Score -93439.16 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -93674.562500 Penalty: 2254.626953 Iteration 1F: 3 clusters Score -93674.56 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -93733.773438 Penalty: 2254.626953 Iteration 2F: 3 clusters Score -93733.77 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -93776.671875 Penalty: 2254.626953 Iteration 3Q: 3 clusters Score -93776.67 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -93801.945312 Penalty: 2254.626953 Iteration 4Q: 3 clusters Score -93801.95 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -93810.929688 Penalty: 2254.626953 Iteration 5Q: 3 clusters Score -93810.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -93816.929688 Penalty: 2254.626953 Iteration 6Q: 3 clusters Score -93816.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -93819.210938 Penalty: 2254.626953 Iteration 7Q: 3 clusters Score -93819.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -93820.867188 Penalty: 2254.626953 Iteration 8Q: 3 clusters Score -93820.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -93822.882812 Penalty: 2254.626953 Iteration 9Q: 3 clusters Score -93822.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -93822.882812 Penalty: 2254.626953 Iteration 10F: 3 clusters Score -93822.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (553 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Entering Unmasked Estep Score: -51497.519531 Penalty: 1026.245728 Iteration 0F: 2 clusters Score -51497.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -50353.445312 Penalty: 2052.491455 Iteration 0F: 3 clusters Score -50353.45 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -50524.929688 Penalty: 2052.491455 Iteration 1F: 3 clusters Score -50524.93 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -50560.312500 Penalty: 2052.491455 Iteration 2F: 3 clusters Score -50560.31 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -50578.125000 Penalty: 2052.491455 Iteration 3Q: 3 clusters Score -50578.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -50587.207031 Penalty: 2052.491455 Iteration 4Q: 3 clusters Score -50587.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -50600.898438 Penalty: 2052.491455 Iteration 5Q: 3 clusters Score -50600.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -50609.992188 Penalty: 2052.491455 Iteration 6Q: 3 clusters Score -50609.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -50617.195312 Penalty: 2052.491455 Iteration 7Q: 3 clusters Score -50617.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -50622.433594 Penalty: 2052.491455 Iteration 8Q: 3 clusters Score -50622.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -50625.687500 Penalty: 2052.491455 Iteration 9Q: 3 clusters Score -50625.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -50628.617188 Penalty: 2052.491455 Iteration 10Q: 3 clusters Score -50628.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -50628.617188 Penalty: 2052.491455 Iteration 11F: 3 clusters Score -50628.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (5480 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5480 members Entering Unmasked Estep Score: -520611.968750 Penalty: 1398.939697 Iteration 0F: 2 clusters Score -520612 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -516285.687500 Penalty: 2797.879395 Iteration 0F: 3 clusters Score -516285.7 nChanged 2262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -517545.625000 Penalty: 2797.879395 Iteration 1F: 3 clusters Score -517545.6 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -517810.812500 Penalty: 2797.879395 Iteration 2F: 3 clusters Score -517810.8 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -518017.531250 Penalty: 2797.879395 Iteration 3F: 3 clusters Score -518017.5 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -518190.531250 Penalty: 2797.879395 Iteration 4F: 3 clusters Score -518190.5 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -518371.281250 Penalty: 2797.879395 Iteration 5Q: 3 clusters Score -518371.3 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -518510.031250 Penalty: 2797.879395 Iteration 6Q: 3 clusters Score -518510 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -518621.812500 Penalty: 2797.879395 Iteration 7Q: 3 clusters Score -518621.8 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -518740.656250 Penalty: 2797.879395 Iteration 8Q: 3 clusters Score -518740.7 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -518858.781250 Penalty: 2797.879395 Iteration 9Q: 3 clusters Score -518858.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -518971.218750 Penalty: 2797.879395 Iteration 10Q: 3 clusters Score -518971.2 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -519101.125000 Penalty: 2797.879395 Iteration 11Q: 3 clusters Score -519101.1 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -519212.812500 Penalty: 2797.879395 Iteration 12Q: 3 clusters Score -519212.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -519292.000000 Penalty: 2797.879395 Iteration 13Q: 3 clusters Score -519292 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -519350.000000 Penalty: 2797.879395 Iteration 14Q: 3 clusters Score -519350 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -519396.125000 Penalty: 2797.879395 Iteration 15Q: 3 clusters Score -519396.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -519437.062500 Penalty: 2797.879395 Iteration 16Q: 3 clusters Score -519437.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -519465.875000 Penalty: 2797.879395 Iteration 17Q: 3 clusters Score -519465.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -519497.312500 Penalty: 2797.879395 Iteration 18Q: 3 clusters Score -519497.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -519513.781250 Penalty: 2797.879395 Iteration 19Q: 3 clusters Score -519513.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -519524.500000 Penalty: 2797.879395 Iteration 20F: 3 clusters Score -519524.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -519532.718750 Penalty: 2797.879395 Iteration 21Q: 3 clusters Score -519532.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -519538.437500 Penalty: 2797.879395 Iteration 22Q: 3 clusters Score -519538.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -519540.718750 Penalty: 2797.879395 Iteration 23Q: 3 clusters Score -519540.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -519544.406250 Penalty: 2797.879395 Iteration 24Q: 3 clusters Score -519544.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -519548.406250 Penalty: 2797.879395 Iteration 25Q: 3 clusters Score -519548.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3953 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -519552.250000 Penalty: 2797.879395 Iteration 26Q: 3 clusters Score -519552.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -519554.406250 Penalty: 2797.879395 Iteration 27Q: 3 clusters Score -519554.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -519558.156250 Penalty: 2797.879395 Iteration 28Q: 3 clusters Score -519558.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -519560.218750 Penalty: 2797.879395 Iteration 29Q: 3 clusters Score -519560.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -519563.625000 Penalty: 2797.879395 Iteration 30Q: 3 clusters Score -519563.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -519569.000000 Penalty: 2797.879395 Iteration 31Q: 3 clusters Score -519569 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -519571.687500 Penalty: 2797.879395 Iteration 32Q: 3 clusters Score -519571.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4011 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -519573.812500 Penalty: 2797.879395 Iteration 33Q: 3 clusters Score -519573.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -519577.375000 Penalty: 2797.879395 Iteration 34Q: 3 clusters Score -519577.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -519579.843750 Penalty: 2797.879395 Iteration 35Q: 3 clusters Score -519579.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -519581.781250 Penalty: 2797.879395 Iteration 36Q: 3 clusters Score -519581.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -519584.500000 Penalty: 2797.879395 Iteration 37Q: 3 clusters Score -519584.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -519583.093750 Penalty: 2797.879395 Iteration 38Q: 3 clusters Score -519583.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -519584.750000 Penalty: 2797.879395 Iteration 39Q: 3 clusters Score -519584.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -519585.500000 Penalty: 2797.879395 Iteration 40F: 3 clusters Score -519585.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2356 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Entering Unmasked Estep Score: -209319.343750 Penalty: 1261.767090 Iteration 0F: 2 clusters Score -209319.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -207064.312500 Penalty: 2523.534180 Iteration 0F: 3 clusters Score -207064.3 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -207729.703125 Penalty: 2523.534180 Iteration 1F: 3 clusters Score -207729.7 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -208002.390625 Penalty: 2523.534180 Iteration 2F: 3 clusters Score -208002.4 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -208195.531250 Penalty: 2523.534180 Iteration 3F: 3 clusters Score -208195.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -208326.703125 Penalty: 2523.534180 Iteration 4F: 3 clusters Score -208326.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -208417.171875 Penalty: 2523.534180 Iteration 5Q: 3 clusters Score -208417.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -208480.015625 Penalty: 2523.534180 Iteration 6Q: 3 clusters Score -208480 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -208504.578125 Penalty: 2523.534180 Iteration 7Q: 3 clusters Score -208504.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -208515.593750 Penalty: 2523.534180 Iteration 8Q: 3 clusters Score -208515.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -208523.328125 Penalty: 2523.534180 Iteration 9Q: 3 clusters Score -208523.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -208529.421875 Penalty: 2523.534180 Iteration 10Q: 3 clusters Score -208529.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -208532.359375 Penalty: 2523.534180 Iteration 11Q: 3 clusters Score -208532.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -208534.718750 Penalty: 2523.534180 Iteration 12Q: 3 clusters Score -208534.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -208538.234375 Penalty: 2523.534180 Iteration 13Q: 3 clusters Score -208538.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -208541.203125 Penalty: 2523.534180 Iteration 14Q: 3 clusters Score -208541.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -208546.031250 Penalty: 2523.534180 Iteration 15Q: 3 clusters Score -208546 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -208551.265625 Penalty: 2523.534180 Iteration 16Q: 3 clusters Score -208551.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -208554.671875 Penalty: 2523.534180 Iteration 17Q: 3 clusters Score -208554.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -208559.343750 Penalty: 2523.534180 Iteration 18Q: 3 clusters Score -208559.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -208563.171875 Penalty: 2523.534180 Iteration 19Q: 3 clusters Score -208563.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -208564.843750 Penalty: 2523.534180 Iteration 20F: 3 clusters Score -208564.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -208566.609375 Penalty: 2523.534180 Iteration 21Q: 3 clusters Score -208566.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -208568.187500 Penalty: 2523.534180 Iteration 22Q: 3 clusters Score -208568.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -208568.187500 Penalty: 2523.534180 Iteration 23F: 3 clusters Score -208568.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Entering Unmasked Estep Score: -74241.382812 Penalty: 1085.230591 Iteration 0F: 2 clusters Score -74241.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -72978.296875 Penalty: 2170.461182 Iteration 0F: 3 clusters Score -72978.3 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -73274.515625 Penalty: 2170.461182 Iteration 1F: 3 clusters Score -73274.52 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -73387.601562 Penalty: 2170.461182 Iteration 2F: 3 clusters Score -73387.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -73478.351562 Penalty: 2170.461182 Iteration 3F: 3 clusters Score -73478.35 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -73514.289062 Penalty: 2170.461182 Iteration 4Q: 3 clusters Score -73514.29 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -73547.664062 Penalty: 2170.461182 Iteration 5Q: 3 clusters Score -73547.66 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -73586.835938 Penalty: 2170.461182 Iteration 6Q: 3 clusters Score -73586.84 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -73613.125000 Penalty: 2170.461182 Iteration 7Q: 3 clusters Score -73613.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -73624.515625 Penalty: 2170.461182 Iteration 8Q: 3 clusters Score -73624.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -73638.210938 Penalty: 2170.461182 Iteration 9Q: 3 clusters Score -73638.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -73656.242188 Penalty: 2170.461182 Iteration 10Q: 3 clusters Score -73656.24 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -73683.218750 Penalty: 2170.461182 Iteration 11Q: 3 clusters Score -73683.22 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -73704.460938 Penalty: 2170.461182 Iteration 12Q: 3 clusters Score -73704.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -73727.257812 Penalty: 2170.461182 Iteration 13Q: 3 clusters Score -73727.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -73730.210938 Penalty: 2170.461182 Iteration 14Q: 3 clusters Score -73730.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -73734.507812 Penalty: 2170.461182 Iteration 15Q: 3 clusters Score -73734.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -73740.867188 Penalty: 2170.461182 Iteration 16Q: 3 clusters Score -73740.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -73743.929688 Penalty: 2170.461182 Iteration 17Q: 3 clusters Score -73743.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -73746.460938 Penalty: 2170.461182 Iteration 18Q: 3 clusters Score -73746.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -73749.757812 Penalty: 2170.461182 Iteration 19Q: 3 clusters Score -73749.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -73751.492188 Penalty: 2170.461182 Iteration 20F: 3 clusters Score -73751.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -73752.164062 Penalty: 2170.461182 Iteration 21Q: 3 clusters Score -73752.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -73752.695312 Penalty: 2170.461182 Iteration 22Q: 3 clusters Score -73752.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -73753.382812 Penalty: 2170.461182 Iteration 23Q: 3 clusters Score -73753.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -73754.640625 Penalty: 2170.461182 Iteration 24Q: 3 clusters Score -73754.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -73757.906250 Penalty: 2170.461182 Iteration 25Q: 3 clusters Score -73757.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -73757.906250 Penalty: 2170.461182 Iteration 26F: 3 clusters Score -73757.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1529 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Entering Unmasked Estep Score: -130320.312500 Penalty: 1191.510010 Iteration 0F: 2 clusters Score -130320.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -128539.093750 Penalty: 2383.020020 Iteration 0F: 3 clusters Score -128539.1 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -128930.421875 Penalty: 2383.020020 Iteration 1F: 3 clusters Score -128930.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -129065.398438 Penalty: 2383.020020 Iteration 2F: 3 clusters Score -129065.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -129158.148438 Penalty: 2383.020020 Iteration 3F: 3 clusters Score -129158.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -129218.429688 Penalty: 2383.020020 Iteration 4Q: 3 clusters Score -129218.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -129254.390625 Penalty: 2383.020020 Iteration 5Q: 3 clusters Score -129254.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -129280.328125 Penalty: 2383.020020 Iteration 6Q: 3 clusters Score -129280.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -129295.187500 Penalty: 2383.020020 Iteration 7Q: 3 clusters Score -129295.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -129306.632812 Penalty: 2383.020020 Iteration 8Q: 3 clusters Score -129306.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -129316.343750 Penalty: 2383.020020 Iteration 9Q: 3 clusters Score -129316.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -129322.609375 Penalty: 2383.020020 Iteration 10Q: 3 clusters Score -129322.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -129325.195312 Penalty: 2383.020020 Iteration 11Q: 3 clusters Score -129325.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -129327.382812 Penalty: 2383.020020 Iteration 12Q: 3 clusters Score -129327.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -129329.484375 Penalty: 2383.020020 Iteration 13Q: 3 clusters Score -129329.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -129331.257812 Penalty: 2383.020020 Iteration 14Q: 3 clusters Score -129331.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -129333.171875 Penalty: 2383.020020 Iteration 15Q: 3 clusters Score -129333.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -129333.468750 Penalty: 2383.020020 Iteration 16Q: 3 clusters Score -129333.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -129333.468750 Penalty: 2383.020020 Iteration 17F: 3 clusters Score -129333.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (5028 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5028 members Entering Unmasked Estep Score: -479771.875000 Penalty: 1384.951294 Iteration 0F: 2 clusters Score -479771.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -475802.375000 Penalty: 2769.902588 Iteration 0F: 3 clusters Score -475802.4 nChanged 2016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -476928.468750 Penalty: 2769.902588 Iteration 1F: 3 clusters Score -476928.5 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -477142.531250 Penalty: 2769.902588 Iteration 2F: 3 clusters Score -477142.5 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -477314.093750 Penalty: 2769.902588 Iteration 3F: 3 clusters Score -477314.1 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -477431.187500 Penalty: 2769.902588 Iteration 4Q: 3 clusters Score -477431.2 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -477519.875000 Penalty: 2769.902588 Iteration 5Q: 3 clusters Score -477519.9 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -477602.218750 Penalty: 2769.902588 Iteration 6Q: 3 clusters Score -477602.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -477678.937500 Penalty: 2769.902588 Iteration 7Q: 3 clusters Score -477678.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -477756.406250 Penalty: 2769.902588 Iteration 8Q: 3 clusters Score -477756.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -477842.281250 Penalty: 2769.902588 Iteration 9Q: 3 clusters Score -477842.3 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -477937.531250 Penalty: 2769.902588 Iteration 10Q: 3 clusters Score -477937.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -478019.187500 Penalty: 2769.902588 Iteration 11Q: 3 clusters Score -478019.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -478082.812500 Penalty: 2769.902588 Iteration 12Q: 3 clusters Score -478082.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -478135.687500 Penalty: 2769.902588 Iteration 13Q: 3 clusters Score -478135.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -478188.562500 Penalty: 2769.902588 Iteration 14Q: 3 clusters Score -478188.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -478244.906250 Penalty: 2769.902588 Iteration 15Q: 3 clusters Score -478244.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -478293.968750 Penalty: 2769.902588 Iteration 16Q: 3 clusters Score -478294 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -478343.500000 Penalty: 2769.902588 Iteration 17Q: 3 clusters Score -478343.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -478387.406250 Penalty: 2769.902588 Iteration 18Q: 3 clusters Score -478387.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -478428.968750 Penalty: 2769.902588 Iteration 19Q: 3 clusters Score -478429 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -478467.843750 Penalty: 2769.902588 Iteration 20F: 3 clusters Score -478467.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -478500.000000 Penalty: 2769.902588 Iteration 21Q: 3 clusters Score -478500 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -478521.437500 Penalty: 2769.902588 Iteration 22Q: 3 clusters Score -478521.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -478539.562500 Penalty: 2769.902588 Iteration 23Q: 3 clusters Score -478539.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -478554.281250 Penalty: 2769.902588 Iteration 24Q: 3 clusters Score -478554.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -478567.125000 Penalty: 2769.902588 Iteration 25Q: 3 clusters Score -478567.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -478581.093750 Penalty: 2769.902588 Iteration 26Q: 3 clusters Score -478581.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -478593.812500 Penalty: 2769.902588 Iteration 27Q: 3 clusters Score -478593.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -478599.718750 Penalty: 2769.902588 Iteration 28Q: 3 clusters Score -478599.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -478601.781250 Penalty: 2769.902588 Iteration 29Q: 3 clusters Score -478601.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -478607.156250 Penalty: 2769.902588 Iteration 30Q: 3 clusters Score -478607.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -478609.500000 Penalty: 2769.902588 Iteration 31Q: 3 clusters Score -478609.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -478611.656250 Penalty: 2769.902588 Iteration 32Q: 3 clusters Score -478611.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 4587 members Entering Unmasked Estep Score: -478612.562500 Penalty: 2769.902588 Iteration 33Q: 3 clusters Score -478612.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -478613.593750 Penalty: 2769.902588 Iteration 34Q: 3 clusters Score -478613.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -478613.968750 Penalty: 2769.902588 Iteration 35Q: 3 clusters Score -478614 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -478616.218750 Penalty: 2769.902588 Iteration 36Q: 3 clusters Score -478616.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -478617.000000 Penalty: 2769.902588 Iteration 37Q: 3 clusters Score -478617 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -478618.718750 Penalty: 2769.902588 Iteration 38Q: 3 clusters Score -478618.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -478622.031250 Penalty: 2769.902588 Iteration 39Q: 3 clusters Score -478622 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -478622.000000 Penalty: 2769.902588 Iteration 40F: 3 clusters Score -478622 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -478622.250000 Penalty: 2769.902588 Iteration 41Q: 3 clusters Score -478622.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -478623.218750 Penalty: 2769.902588 Iteration 42Q: 3 clusters Score -478623.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -478624.156250 Penalty: 2769.902588 Iteration 43Q: 3 clusters Score -478624.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -478625.187500 Penalty: 2769.902588 Iteration 44Q: 3 clusters Score -478625.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -478625.718750 Penalty: 2769.902588 Iteration 45Q: 3 clusters Score -478625.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -478625.468750 Penalty: 2769.902588 Iteration 46Q: 3 clusters Score -478625.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -478625.468750 Penalty: 2769.902588 Iteration 47F: 3 clusters Score -478625.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2617 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Entering Unmasked Estep Score: -253834.187500 Penalty: 1278.839844 Iteration 0F: 2 clusters Score -253834.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -251351.578125 Penalty: 2557.679688 Iteration 0F: 3 clusters Score -251351.6 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -251889.687500 Penalty: 2557.679688 Iteration 1F: 3 clusters Score -251889.7 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -252022.015625 Penalty: 2557.679688 Iteration 2F: 3 clusters Score -252022 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -252100.687500 Penalty: 2557.679688 Iteration 3Q: 3 clusters Score -252100.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -252151.687500 Penalty: 2557.679688 Iteration 4Q: 3 clusters Score -252151.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -252184.671875 Penalty: 2557.679688 Iteration 5Q: 3 clusters Score -252184.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -252212.234375 Penalty: 2557.679688 Iteration 6Q: 3 clusters Score -252212.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -252232.031250 Penalty: 2557.679688 Iteration 7Q: 3 clusters Score -252232 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -252252.234375 Penalty: 2557.679688 Iteration 8Q: 3 clusters Score -252252.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -252275.484375 Penalty: 2557.679688 Iteration 9Q: 3 clusters Score -252275.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -252294.000000 Penalty: 2557.679688 Iteration 10Q: 3 clusters Score -252294 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -252305.218750 Penalty: 2557.679688 Iteration 11Q: 3 clusters Score -252305.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -252314.437500 Penalty: 2557.679688 Iteration 12Q: 3 clusters Score -252314.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -252326.390625 Penalty: 2557.679688 Iteration 13Q: 3 clusters Score -252326.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -252340.671875 Penalty: 2557.679688 Iteration 14Q: 3 clusters Score -252340.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -252349.968750 Penalty: 2557.679688 Iteration 15Q: 3 clusters Score -252350 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -252359.421875 Penalty: 2557.679688 Iteration 16Q: 3 clusters Score -252359.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -252367.062500 Penalty: 2557.679688 Iteration 17Q: 3 clusters Score -252367.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -252375.500000 Penalty: 2557.679688 Iteration 18Q: 3 clusters Score -252375.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -252382.296875 Penalty: 2557.679688 Iteration 19Q: 3 clusters Score -252382.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -252386.187500 Penalty: 2557.679688 Iteration 20F: 3 clusters Score -252386.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -252387.703125 Penalty: 2557.679688 Iteration 21Q: 3 clusters Score -252387.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -252388.609375 Penalty: 2557.679688 Iteration 22Q: 3 clusters Score -252388.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -252390.546875 Penalty: 2557.679688 Iteration 23Q: 3 clusters Score -252390.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -252392.343750 Penalty: 2557.679688 Iteration 24Q: 3 clusters Score -252392.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -252394.671875 Penalty: 2557.679688 Iteration 25Q: 3 clusters Score -252394.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -252396.609375 Penalty: 2557.679688 Iteration 26Q: 3 clusters Score -252396.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -252397.359375 Penalty: 2557.679688 Iteration 27Q: 3 clusters Score -252397.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -252398.046875 Penalty: 2557.679688 Iteration 28Q: 3 clusters Score -252398 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -252398.312500 Penalty: 2557.679688 Iteration 29Q: 3 clusters Score -252398.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -252399.125000 Penalty: 2557.679688 Iteration 30Q: 3 clusters Score -252399.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -252399.125000 Penalty: 2557.679688 Iteration 31F: 3 clusters Score -252399.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2890 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Entering Unmasked Estep Score: -275933.375000 Penalty: 1294.964355 Iteration 0F: 2 clusters Score -275933.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -273286.968750 Penalty: 2589.928711 Iteration 0F: 3 clusters Score -273287 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -273992.875000 Penalty: 2589.928711 Iteration 1F: 3 clusters Score -273992.9 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -274177.156250 Penalty: 2589.928711 Iteration 2F: 3 clusters Score -274177.2 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -274307.750000 Penalty: 2589.928711 Iteration 3F: 3 clusters Score -274307.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -274405.187500 Penalty: 2589.928711 Iteration 4Q: 3 clusters Score -274405.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -274483.875000 Penalty: 2589.928711 Iteration 5Q: 3 clusters Score -274483.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -274570.406250 Penalty: 2589.928711 Iteration 6Q: 3 clusters Score -274570.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -274652.531250 Penalty: 2589.928711 Iteration 7Q: 3 clusters Score -274652.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -274713.218750 Penalty: 2589.928711 Iteration 8Q: 3 clusters Score -274713.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -274756.156250 Penalty: 2589.928711 Iteration 9Q: 3 clusters Score -274756.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -274785.718750 Penalty: 2589.928711 Iteration 10Q: 3 clusters Score -274785.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -274810.875000 Penalty: 2589.928711 Iteration 11Q: 3 clusters Score -274810.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -274839.218750 Penalty: 2589.928711 Iteration 12Q: 3 clusters Score -274839.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -274871.375000 Penalty: 2589.928711 Iteration 13Q: 3 clusters Score -274871.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -274891.062500 Penalty: 2589.928711 Iteration 14Q: 3 clusters Score -274891.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -274906.781250 Penalty: 2589.928711 Iteration 15Q: 3 clusters Score -274906.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -274920.843750 Penalty: 2589.928711 Iteration 16Q: 3 clusters Score -274920.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -274934.531250 Penalty: 2589.928711 Iteration 17Q: 3 clusters Score -274934.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -274950.437500 Penalty: 2589.928711 Iteration 18Q: 3 clusters Score -274950.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -274969.406250 Penalty: 2589.928711 Iteration 19Q: 3 clusters Score -274969.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -274986.875000 Penalty: 2589.928711 Iteration 20F: 3 clusters Score -274986.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -275000.562500 Penalty: 2589.928711 Iteration 21Q: 3 clusters Score -275000.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -275008.937500 Penalty: 2589.928711 Iteration 22Q: 3 clusters Score -275008.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -275015.625000 Penalty: 2589.928711 Iteration 23Q: 3 clusters Score -275015.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -275022.593750 Penalty: 2589.928711 Iteration 24Q: 3 clusters Score -275022.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -275029.031250 Penalty: 2589.928711 Iteration 25Q: 3 clusters Score -275029 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -275036.843750 Penalty: 2589.928711 Iteration 26Q: 3 clusters Score -275036.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -275044.343750 Penalty: 2589.928711 Iteration 27Q: 3 clusters Score -275044.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -275049.593750 Penalty: 2589.928711 Iteration 28Q: 3 clusters Score -275049.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -275053.312500 Penalty: 2589.928711 Iteration 29Q: 3 clusters Score -275053.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -275057.937500 Penalty: 2589.928711 Iteration 30Q: 3 clusters Score -275057.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -275061.968750 Penalty: 2589.928711 Iteration 31Q: 3 clusters Score -275062 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -275062.968750 Penalty: 2589.928711 Iteration 32Q: 3 clusters Score -275063 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -275063.843750 Penalty: 2589.928711 Iteration 33Q: 3 clusters Score -275063.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -275064.625000 Penalty: 2589.928711 Iteration 34Q: 3 clusters Score -275064.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -275067.437500 Penalty: 2589.928711 Iteration 35Q: 3 clusters Score -275067.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -275067.937500 Penalty: 2589.928711 Iteration 36Q: 3 clusters Score -275067.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -275069.437500 Penalty: 2589.928711 Iteration 37Q: 3 clusters Score -275069.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -275070.343750 Penalty: 2589.928711 Iteration 38Q: 3 clusters Score -275070.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -275070.812500 Penalty: 2589.928711 Iteration 39Q: 3 clusters Score -275070.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -275072.593750 Penalty: 2589.928711 Iteration 40F: 3 clusters Score -275072.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -275073.437500 Penalty: 2589.928711 Iteration 41Q: 3 clusters Score -275073.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -275073.437500 Penalty: 2589.928711 Iteration 42F: 3 clusters Score -275073.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1085 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Entering Unmasked Estep Score: -101355.585938 Penalty: 1135.766968 Iteration 0F: 2 clusters Score -101355.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -99878.375000 Penalty: 2271.533936 Iteration 0F: 3 clusters Score -99878.38 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -100123.804688 Penalty: 2271.533936 Iteration 1F: 3 clusters Score -100123.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -100180.507812 Penalty: 2271.533936 Iteration 2F: 3 clusters Score -100180.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -100210.320312 Penalty: 2271.533936 Iteration 3Q: 3 clusters Score -100210.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -100230.921875 Penalty: 2271.533936 Iteration 4Q: 3 clusters Score -100230.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -100238.812500 Penalty: 2271.533936 Iteration 5Q: 3 clusters Score -100238.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -100243.492188 Penalty: 2271.533936 Iteration 6Q: 3 clusters Score -100243.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -100244.289062 Penalty: 2271.533936 Iteration 7Q: 3 clusters Score -100244.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -100244.289062 Penalty: 2271.533936 Iteration 8F: 3 clusters Score -100244.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (6611 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6611 members Entering Unmasked Estep Score: -606641.812500 Penalty: 1429.429688 Iteration 0F: 2 clusters Score -606641.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -601652.500000 Penalty: 2858.859375 Iteration 0F: 3 clusters Score -601652.5 nChanged 2749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -603156.062500 Penalty: 2858.859375 Iteration 1F: 3 clusters Score -603156.1 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -603424.750000 Penalty: 2858.859375 Iteration 2F: 3 clusters Score -603424.8 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -603692.375000 Penalty: 2858.859375 Iteration 3F: 3 clusters Score -603692.4 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -604013.812500 Penalty: 2858.859375 Iteration 4F: 3 clusters Score -604013.8 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -604313.000000 Penalty: 2858.859375 Iteration 5F: 3 clusters Score -604313 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -604575.375000 Penalty: 2858.859375 Iteration 6F: 3 clusters Score -604575.4 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -604832.687500 Penalty: 2858.859375 Iteration 7F: 3 clusters Score -604832.7 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -605069.562500 Penalty: 2858.859375 Iteration 8Q: 3 clusters Score -605069.6 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -605274.500000 Penalty: 2858.859375 Iteration 9Q: 3 clusters Score -605274.5 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -605462.750000 Penalty: 2858.859375 Iteration 10Q: 3 clusters Score -605462.8 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -605596.937500 Penalty: 2858.859375 Iteration 11Q: 3 clusters Score -605596.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -605696.250000 Penalty: 2858.859375 Iteration 12Q: 3 clusters Score -605696.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4719 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -605770.000000 Penalty: 2858.859375 Iteration 13Q: 3 clusters Score -605770 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -605809.750000 Penalty: 2858.859375 Iteration 14Q: 3 clusters Score -605809.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -605841.812500 Penalty: 2858.859375 Iteration 15Q: 3 clusters Score -605841.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -605855.250000 Penalty: 2858.859375 Iteration 16Q: 3 clusters Score -605855.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -605864.062500 Penalty: 2858.859375 Iteration 17Q: 3 clusters Score -605864.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4894 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -605869.062500 Penalty: 2858.859375 Iteration 18Q: 3 clusters Score -605869.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -605873.750000 Penalty: 2858.859375 Iteration 19Q: 3 clusters Score -605873.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -605878.062500 Penalty: 2858.859375 Iteration 20F: 3 clusters Score -605878.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -605881.625000 Penalty: 2858.859375 Iteration 21Q: 3 clusters Score -605881.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -605885.375000 Penalty: 2858.859375 Iteration 22Q: 3 clusters Score -605885.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -605885.875000 Penalty: 2858.859375 Iteration 23Q: 3 clusters Score -605885.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -605888.625000 Penalty: 2858.859375 Iteration 24Q: 3 clusters Score -605888.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -605887.812500 Penalty: 2858.859375 Iteration 25Q: 3 clusters Score -605887.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -605887.812500 Penalty: 2858.859375 Iteration 26F: 3 clusters Score -605887.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (860 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Entering Unmasked Estep Score: -81353.437500 Penalty: 1098.001465 Iteration 0F: 2 clusters Score -81353.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -80046.789062 Penalty: 2196.002930 Iteration 0F: 3 clusters Score -80046.79 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -80322.593750 Penalty: 2196.002930 Iteration 1F: 3 clusters Score -80322.59 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -80412.953125 Penalty: 2196.002930 Iteration 2F: 3 clusters Score -80412.95 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -80465.421875 Penalty: 2196.002930 Iteration 3Q: 3 clusters Score -80465.42 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -80499.265625 Penalty: 2196.002930 Iteration 4Q: 3 clusters Score -80499.27 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -80521.179688 Penalty: 2196.002930 Iteration 5Q: 3 clusters Score -80521.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -80529.195312 Penalty: 2196.002930 Iteration 6Q: 3 clusters Score -80529.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -80538.757812 Penalty: 2196.002930 Iteration 7Q: 3 clusters Score -80538.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -80543.953125 Penalty: 2196.002930 Iteration 8Q: 3 clusters Score -80543.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -80549.921875 Penalty: 2196.002930 Iteration 9Q: 3 clusters Score -80549.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -80555.578125 Penalty: 2196.002930 Iteration 10Q: 3 clusters Score -80555.58 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -80565.890625 Penalty: 2196.002930 Iteration 11Q: 3 clusters Score -80565.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -80573.210938 Penalty: 2196.002930 Iteration 12Q: 3 clusters Score -80573.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -80575.281250 Penalty: 2196.002930 Iteration 13Q: 3 clusters Score -80575.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -80575.281250 Penalty: 2196.002930 Iteration 14F: 3 clusters Score -80575.28 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (821 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Entering Unmasked Estep Score: -74230.523438 Penalty: 1090.459961 Iteration 0F: 2 clusters Score -74230.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -72942.390625 Penalty: 2180.919922 Iteration 0F: 3 clusters Score -72942.39 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -73169.843750 Penalty: 2180.919922 Iteration 1F: 3 clusters Score -73169.84 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -73245.734375 Penalty: 2180.919922 Iteration 2F: 3 clusters Score -73245.73 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -73296.757812 Penalty: 2180.919922 Iteration 3Q: 3 clusters Score -73296.76 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -73361.437500 Penalty: 2180.919922 Iteration 4Q: 3 clusters Score -73361.44 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -73410.718750 Penalty: 2180.919922 Iteration 5Q: 3 clusters Score -73410.72 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -73444.250000 Penalty: 2180.919922 Iteration 6Q: 3 clusters Score -73444.25 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -73465.882812 Penalty: 2180.919922 Iteration 7Q: 3 clusters Score -73465.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -73479.710938 Penalty: 2180.919922 Iteration 8Q: 3 clusters Score -73479.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -73490.070312 Penalty: 2180.919922 Iteration 9Q: 3 clusters Score -73490.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -73499.992188 Penalty: 2180.919922 Iteration 10Q: 3 clusters Score -73499.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -73503.296875 Penalty: 2180.919922 Iteration 11Q: 3 clusters Score -73503.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -73509.882812 Penalty: 2180.919922 Iteration 12Q: 3 clusters Score -73509.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -73514.265625 Penalty: 2180.919922 Iteration 13Q: 3 clusters Score -73514.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -73517.937500 Penalty: 2180.919922 Iteration 14Q: 3 clusters Score -73517.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -73517.937500 Penalty: 2180.919922 Iteration 15F: 3 clusters Score -73517.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2466 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Entering Unmasked Estep Score: -233688.234375 Penalty: 1269.182373 Iteration 0F: 2 clusters Score -233688.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -231336.421875 Penalty: 2538.364746 Iteration 0F: 3 clusters Score -231336.4 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -231860.375000 Penalty: 2538.364746 Iteration 1F: 3 clusters Score -231860.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -231974.765625 Penalty: 2538.364746 Iteration 2F: 3 clusters Score -231974.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -232031.812500 Penalty: 2538.364746 Iteration 3Q: 3 clusters Score -232031.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -232068.984375 Penalty: 2538.364746 Iteration 4Q: 3 clusters Score -232069 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -232104.265625 Penalty: 2538.364746 Iteration 5Q: 3 clusters Score -232104.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -232139.796875 Penalty: 2538.364746 Iteration 6Q: 3 clusters Score -232139.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -232174.859375 Penalty: 2538.364746 Iteration 7Q: 3 clusters Score -232174.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -232197.406250 Penalty: 2538.364746 Iteration 8Q: 3 clusters Score -232197.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -232211.250000 Penalty: 2538.364746 Iteration 9Q: 3 clusters Score -232211.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -232221.218750 Penalty: 2538.364746 Iteration 10Q: 3 clusters Score -232221.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -232232.406250 Penalty: 2538.364746 Iteration 11Q: 3 clusters Score -232232.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -232245.656250 Penalty: 2538.364746 Iteration 12Q: 3 clusters Score -232245.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -232253.421875 Penalty: 2538.364746 Iteration 13Q: 3 clusters Score -232253.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -232257.875000 Penalty: 2538.364746 Iteration 14Q: 3 clusters Score -232257.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -232264.203125 Penalty: 2538.364746 Iteration 15Q: 3 clusters Score -232264.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -232272.500000 Penalty: 2538.364746 Iteration 16Q: 3 clusters Score -232272.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -232280.578125 Penalty: 2538.364746 Iteration 17Q: 3 clusters Score -232280.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -232284.890625 Penalty: 2538.364746 Iteration 18Q: 3 clusters Score -232284.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -232289.218750 Penalty: 2538.364746 Iteration 19Q: 3 clusters Score -232289.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -232291.593750 Penalty: 2538.364746 Iteration 20F: 3 clusters Score -232291.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -232293.750000 Penalty: 2538.364746 Iteration 21Q: 3 clusters Score -232293.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -232295.843750 Penalty: 2538.364746 Iteration 22Q: 3 clusters Score -232295.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -232301.640625 Penalty: 2538.364746 Iteration 23Q: 3 clusters Score -232301.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -232308.656250 Penalty: 2538.364746 Iteration 24Q: 3 clusters Score -232308.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -232320.718750 Penalty: 2538.364746 Iteration 25Q: 3 clusters Score -232320.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -232327.265625 Penalty: 2538.364746 Iteration 26Q: 3 clusters Score -232327.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -232333.515625 Penalty: 2538.364746 Iteration 27Q: 3 clusters Score -232333.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -232338.718750 Penalty: 2538.364746 Iteration 28Q: 3 clusters Score -232338.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -232343.859375 Penalty: 2538.364746 Iteration 29Q: 3 clusters Score -232343.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -232346.593750 Penalty: 2538.364746 Iteration 30Q: 3 clusters Score -232346.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -232350.640625 Penalty: 2538.364746 Iteration 31Q: 3 clusters Score -232350.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -232354.578125 Penalty: 2538.364746 Iteration 32Q: 3 clusters Score -232354.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -232357.265625 Penalty: 2538.364746 Iteration 33Q: 3 clusters Score -232357.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -232360.187500 Penalty: 2538.364746 Iteration 34Q: 3 clusters Score -232360.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -232363.109375 Penalty: 2538.364746 Iteration 35Q: 3 clusters Score -232363.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -232370.093750 Penalty: 2538.364746 Iteration 36Q: 3 clusters Score -232370.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -232382.843750 Penalty: 2538.364746 Iteration 37Q: 3 clusters Score -232382.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -232395.703125 Penalty: 2538.364746 Iteration 38Q: 3 clusters Score -232395.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -232410.562500 Penalty: 2538.364746 Iteration 39Q: 3 clusters Score -232410.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -232429.312500 Penalty: 2538.364746 Iteration 40F: 3 clusters Score -232429.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -232448.171875 Penalty: 2538.364746 Iteration 41Q: 3 clusters Score -232448.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -232461.421875 Penalty: 2538.364746 Iteration 42Q: 3 clusters Score -232461.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -232469.453125 Penalty: 2538.364746 Iteration 43Q: 3 clusters Score -232469.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -232479.421875 Penalty: 2538.364746 Iteration 44Q: 3 clusters Score -232479.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -232486.000000 Penalty: 2538.364746 Iteration 45Q: 3 clusters Score -232486 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -232488.921875 Penalty: 2538.364746 Iteration 46Q: 3 clusters Score -232488.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -232490.906250 Penalty: 2538.364746 Iteration 47Q: 3 clusters Score -232490.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -232495.953125 Penalty: 2538.364746 Iteration 48Q: 3 clusters Score -232496 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -232500.437500 Penalty: 2538.364746 Iteration 49Q: 3 clusters Score -232500.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -232503.796875 Penalty: 2538.364746 Iteration 50Q: 3 clusters Score -232503.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -232506.890625 Penalty: 2538.364746 Iteration 51Q: 3 clusters Score -232506.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -232513.296875 Penalty: 2538.364746 Iteration 52Q: 3 clusters Score -232513.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -232520.750000 Penalty: 2538.364746 Iteration 53Q: 3 clusters Score -232520.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -232527.171875 Penalty: 2538.364746 Iteration 54Q: 3 clusters Score -232527.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -232534.093750 Penalty: 2538.364746 Iteration 55Q: 3 clusters Score -232534.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -232545.250000 Penalty: 2538.364746 Iteration 56Q: 3 clusters Score -232545.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -232553.828125 Penalty: 2538.364746 Iteration 57Q: 3 clusters Score -232553.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -232562.421875 Penalty: 2538.364746 Iteration 58Q: 3 clusters Score -232562.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -232569.593750 Penalty: 2538.364746 Iteration 59Q: 3 clusters Score -232569.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -232577.250000 Penalty: 2538.364746 Iteration 60F: 3 clusters Score -232577.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -232580.984375 Penalty: 2538.364746 Iteration 61Q: 3 clusters Score -232581 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -232587.906250 Penalty: 2538.364746 Iteration 62Q: 3 clusters Score -232587.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -232592.937500 Penalty: 2538.364746 Iteration 63Q: 3 clusters Score -232592.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -232599.062500 Penalty: 2538.364746 Iteration 64Q: 3 clusters Score -232599.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -232603.609375 Penalty: 2538.364746 Iteration 65Q: 3 clusters Score -232603.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -232606.218750 Penalty: 2538.364746 Iteration 66Q: 3 clusters Score -232606.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -232608.312500 Penalty: 2538.364746 Iteration 67Q: 3 clusters Score -232608.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -232608.734375 Penalty: 2538.364746 Iteration 68Q: 3 clusters Score -232608.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -232610.921875 Penalty: 2538.364746 Iteration 69Q: 3 clusters Score -232610.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -232612.937500 Penalty: 2538.364746 Iteration 70Q: 3 clusters Score -232612.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -232615.515625 Penalty: 2538.364746 Iteration 71Q: 3 clusters Score -232615.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -232616.515625 Penalty: 2538.364746 Iteration 72Q: 3 clusters Score -232616.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -232617.203125 Penalty: 2538.364746 Iteration 73Q: 3 clusters Score -232617.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -232618.375000 Penalty: 2538.364746 Iteration 74Q: 3 clusters Score -232618.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -232619.718750 Penalty: 2538.364746 Iteration 75Q: 3 clusters Score -232619.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -232621.906250 Penalty: 2538.364746 Iteration 76Q: 3 clusters Score -232621.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -232625.812500 Penalty: 2538.364746 Iteration 77Q: 3 clusters Score -232625.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -232627.390625 Penalty: 2538.364746 Iteration 78Q: 3 clusters Score -232627.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -232628.546875 Penalty: 2538.364746 Iteration 79Q: 3 clusters Score -232628.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -232628.843750 Penalty: 2538.364746 Iteration 80F: 3 clusters Score -232628.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -232629.218750 Penalty: 2538.364746 Iteration 81Q: 3 clusters Score -232629.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -232629.500000 Penalty: 2538.364746 Iteration 82Q: 3 clusters Score -232629.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -232629.500000 Penalty: 2538.364746 Iteration 83F: 3 clusters Score -232629.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (514 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Entering Unmasked Estep Score: -45215.960938 Penalty: 1014.361267 Iteration 0F: 2 clusters Score -45215.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -44200.730469 Penalty: 2028.722534 Iteration 0F: 3 clusters Score -44200.73 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -44520.804688 Penalty: 2028.722534 Iteration 1F: 3 clusters Score -44520.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -44701.542969 Penalty: 2028.722534 Iteration 2F: 3 clusters Score -44701.54 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -44822.355469 Penalty: 2028.722534 Iteration 3F: 3 clusters Score -44822.36 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -44884.503906 Penalty: 2028.722534 Iteration 4Q: 3 clusters Score -44884.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -44903.214844 Penalty: 2028.722534 Iteration 5Q: 3 clusters Score -44903.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -44926.632812 Penalty: 2028.722534 Iteration 6Q: 3 clusters Score -44926.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -44942.578125 Penalty: 2028.722534 Iteration 7Q: 3 clusters Score -44942.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -44947.945312 Penalty: 2028.722534 Iteration 8Q: 3 clusters Score -44947.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -44958.488281 Penalty: 2028.722534 Iteration 9Q: 3 clusters Score -44958.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -44961.656250 Penalty: 2028.722534 Iteration 10Q: 3 clusters Score -44961.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -44965.304688 Penalty: 2028.722534 Iteration 11Q: 3 clusters Score -44965.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -44966.785156 Penalty: 2028.722534 Iteration 12Q: 3 clusters Score -44966.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -44966.785156 Penalty: 2028.722534 Iteration 13F: 3 clusters Score -44966.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4233 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Entering Unmasked Estep Score: -395015.468750 Penalty: 1356.983276 Iteration 0F: 2 clusters Score -395015.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -391556.281250 Penalty: 2713.966553 Iteration 0F: 3 clusters Score -391556.3 nChanged 1640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -392549.812500 Penalty: 2713.966553 Iteration 1F: 3 clusters Score -392549.8 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -392758.625000 Penalty: 2713.966553 Iteration 2F: 3 clusters Score -392758.6 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -392940.375000 Penalty: 2713.966553 Iteration 3F: 3 clusters Score -392940.4 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -393100.687500 Penalty: 2713.966553 Iteration 4F: 3 clusters Score -393100.7 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -393235.218750 Penalty: 2713.966553 Iteration 5Q: 3 clusters Score -393235.2 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -393354.656250 Penalty: 2713.966553 Iteration 6Q: 3 clusters Score -393354.7 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -393445.000000 Penalty: 2713.966553 Iteration 7Q: 3 clusters Score -393445 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -393521.968750 Penalty: 2713.966553 Iteration 8Q: 3 clusters Score -393522 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -393585.875000 Penalty: 2713.966553 Iteration 9Q: 3 clusters Score -393585.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -393628.812500 Penalty: 2713.966553 Iteration 10Q: 3 clusters Score -393628.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -393667.687500 Penalty: 2713.966553 Iteration 11Q: 3 clusters Score -393667.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -393700.000000 Penalty: 2713.966553 Iteration 12Q: 3 clusters Score -393700 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -393730.593750 Penalty: 2713.966553 Iteration 13Q: 3 clusters Score -393730.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -393754.968750 Penalty: 2713.966553 Iteration 14Q: 3 clusters Score -393755 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -393775.500000 Penalty: 2713.966553 Iteration 15Q: 3 clusters Score -393775.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -393793.843750 Penalty: 2713.966553 Iteration 16Q: 3 clusters Score -393793.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -393811.718750 Penalty: 2713.966553 Iteration 17Q: 3 clusters Score -393811.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -393832.687500 Penalty: 2713.966553 Iteration 18Q: 3 clusters Score -393832.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -393855.125000 Penalty: 2713.966553 Iteration 19Q: 3 clusters Score -393855.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -393877.375000 Penalty: 2713.966553 Iteration 20F: 3 clusters Score -393877.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -393904.062500 Penalty: 2713.966553 Iteration 21Q: 3 clusters Score -393904.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -393934.531250 Penalty: 2713.966553 Iteration 22Q: 3 clusters Score -393934.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -393966.500000 Penalty: 2713.966553 Iteration 23Q: 3 clusters Score -393966.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -394002.437500 Penalty: 2713.966553 Iteration 24Q: 3 clusters Score -394002.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -394035.218750 Penalty: 2713.966553 Iteration 25Q: 3 clusters Score -394035.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -394071.031250 Penalty: 2713.966553 Iteration 26Q: 3 clusters Score -394071 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -394099.656250 Penalty: 2713.966553 Iteration 27Q: 3 clusters Score -394099.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -394126.375000 Penalty: 2713.966553 Iteration 28Q: 3 clusters Score -394126.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -394144.781250 Penalty: 2713.966553 Iteration 29Q: 3 clusters Score -394144.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -394158.093750 Penalty: 2713.966553 Iteration 30Q: 3 clusters Score -394158.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -394170.562500 Penalty: 2713.966553 Iteration 31Q: 3 clusters Score -394170.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -394182.781250 Penalty: 2713.966553 Iteration 32Q: 3 clusters Score -394182.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -394192.937500 Penalty: 2713.966553 Iteration 33Q: 3 clusters Score -394192.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -394201.093750 Penalty: 2713.966553 Iteration 34Q: 3 clusters Score -394201.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -394213.031250 Penalty: 2713.966553 Iteration 35Q: 3 clusters Score -394213 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -394219.312500 Penalty: 2713.966553 Iteration 36Q: 3 clusters Score -394219.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -394225.875000 Penalty: 2713.966553 Iteration 37Q: 3 clusters Score -394225.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -394233.718750 Penalty: 2713.966553 Iteration 38Q: 3 clusters Score -394233.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -394240.437500 Penalty: 2713.966553 Iteration 39Q: 3 clusters Score -394240.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -394244.093750 Penalty: 2713.966553 Iteration 40F: 3 clusters Score -394244.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -394246.843750 Penalty: 2713.966553 Iteration 41Q: 3 clusters Score -394246.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -394248.500000 Penalty: 2713.966553 Iteration 42Q: 3 clusters Score -394248.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -394249.000000 Penalty: 2713.966553 Iteration 43Q: 3 clusters Score -394249 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -394251.500000 Penalty: 2713.966553 Iteration 44Q: 3 clusters Score -394251.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -394252.187500 Penalty: 2713.966553 Iteration 45Q: 3 clusters Score -394252.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -394253.750000 Penalty: 2713.966553 Iteration 46Q: 3 clusters Score -394253.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -394253.968750 Penalty: 2713.966553 Iteration 47Q: 3 clusters Score -394254 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -394254.656250 Penalty: 2713.966553 Iteration 48Q: 3 clusters Score -394254.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -394254.656250 Penalty: 2713.966553 Iteration 49F: 3 clusters Score -394254.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3786 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Entering Unmasked Estep Score: -371123.312500 Penalty: 1338.848145 Iteration 0F: 2 clusters Score -371123.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -367863.812500 Penalty: 2677.696289 Iteration 0F: 3 clusters Score -367863.8 nChanged 1460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -368693.593750 Penalty: 2677.696289 Iteration 1F: 3 clusters Score -368693.6 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -368847.875000 Penalty: 2677.696289 Iteration 2F: 3 clusters Score -368847.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -368946.531250 Penalty: 2677.696289 Iteration 3F: 3 clusters Score -368946.5 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -369015.718750 Penalty: 2677.696289 Iteration 4Q: 3 clusters Score -369015.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -369072.000000 Penalty: 2677.696289 Iteration 5Q: 3 clusters Score -369072 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -369110.656250 Penalty: 2677.696289 Iteration 6Q: 3 clusters Score -369110.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -369149.843750 Penalty: 2677.696289 Iteration 7Q: 3 clusters Score -369149.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -369186.781250 Penalty: 2677.696289 Iteration 8Q: 3 clusters Score -369186.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -369227.312500 Penalty: 2677.696289 Iteration 9Q: 3 clusters Score -369227.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -369267.625000 Penalty: 2677.696289 Iteration 10Q: 3 clusters Score -369267.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -369301.781250 Penalty: 2677.696289 Iteration 11Q: 3 clusters Score -369301.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -369325.343750 Penalty: 2677.696289 Iteration 12Q: 3 clusters Score -369325.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -369350.687500 Penalty: 2677.696289 Iteration 13Q: 3 clusters Score -369350.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -369382.406250 Penalty: 2677.696289 Iteration 14Q: 3 clusters Score -369382.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -369408.906250 Penalty: 2677.696289 Iteration 15Q: 3 clusters Score -369408.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -369439.218750 Penalty: 2677.696289 Iteration 16Q: 3 clusters Score -369439.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -369472.875000 Penalty: 2677.696289 Iteration 17Q: 3 clusters Score -369472.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -369497.468750 Penalty: 2677.696289 Iteration 18Q: 3 clusters Score -369497.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -369521.250000 Penalty: 2677.696289 Iteration 19Q: 3 clusters Score -369521.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -369546.125000 Penalty: 2677.696289 Iteration 20F: 3 clusters Score -369546.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -369565.406250 Penalty: 2677.696289 Iteration 21Q: 3 clusters Score -369565.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -369579.718750 Penalty: 2677.696289 Iteration 22Q: 3 clusters Score -369579.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -369594.375000 Penalty: 2677.696289 Iteration 23Q: 3 clusters Score -369594.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -369611.718750 Penalty: 2677.696289 Iteration 24Q: 3 clusters Score -369611.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -369626.156250 Penalty: 2677.696289 Iteration 25Q: 3 clusters Score -369626.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -369639.343750 Penalty: 2677.696289 Iteration 26Q: 3 clusters Score -369639.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -369651.250000 Penalty: 2677.696289 Iteration 27Q: 3 clusters Score -369651.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -369671.187500 Penalty: 2677.696289 Iteration 28Q: 3 clusters Score -369671.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -369694.093750 Penalty: 2677.696289 Iteration 29Q: 3 clusters Score -369694.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -369723.312500 Penalty: 2677.696289 Iteration 30Q: 3 clusters Score -369723.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -369766.843750 Penalty: 2677.696289 Iteration 31Q: 3 clusters Score -369766.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -369804.875000 Penalty: 2677.696289 Iteration 32Q: 3 clusters Score -369804.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -369839.031250 Penalty: 2677.696289 Iteration 33Q: 3 clusters Score -369839 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -369870.281250 Penalty: 2677.696289 Iteration 34Q: 3 clusters Score -369870.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -369899.937500 Penalty: 2677.696289 Iteration 35Q: 3 clusters Score -369899.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -369917.843750 Penalty: 2677.696289 Iteration 36Q: 3 clusters Score -369917.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -369925.218750 Penalty: 2677.696289 Iteration 37Q: 3 clusters Score -369925.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -369929.687500 Penalty: 2677.696289 Iteration 38Q: 3 clusters Score -369929.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -369936.593750 Penalty: 2677.696289 Iteration 39Q: 3 clusters Score -369936.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -369945.562500 Penalty: 2677.696289 Iteration 40F: 3 clusters Score -369945.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -369952.562500 Penalty: 2677.696289 Iteration 41Q: 3 clusters Score -369952.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -369959.187500 Penalty: 2677.696289 Iteration 42Q: 3 clusters Score -369959.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -369966.968750 Penalty: 2677.696289 Iteration 43Q: 3 clusters Score -369967 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -369973.218750 Penalty: 2677.696289 Iteration 44Q: 3 clusters Score -369973.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -369980.906250 Penalty: 2677.696289 Iteration 45Q: 3 clusters Score -369980.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -369982.937500 Penalty: 2677.696289 Iteration 46Q: 3 clusters Score -369982.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -369982.937500 Penalty: 2677.696289 Iteration 47F: 3 clusters Score -369982.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (7666 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7666 members Entering Unmasked Estep Score: -737466.125000 Penalty: 1453.489502 Iteration 0F: 2 clusters Score -737466.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -731814.000000 Penalty: 2906.979004 Iteration 0F: 3 clusters Score -731814 nChanged 3257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -733439.875000 Penalty: 2906.979004 Iteration 1F: 3 clusters Score -733439.9 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -733685.312500 Penalty: 2906.979004 Iteration 2F: 3 clusters Score -733685.3 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -733910.875000 Penalty: 2906.979004 Iteration 3F: 3 clusters Score -733910.9 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -734131.750000 Penalty: 2906.979004 Iteration 4F: 3 clusters Score -734131.8 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -734327.562500 Penalty: 2906.979004 Iteration 5Q: 3 clusters Score -734327.6 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -734540.875000 Penalty: 2906.979004 Iteration 6Q: 3 clusters Score -734540.9 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5278 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -734766.625000 Penalty: 2906.979004 Iteration 7Q: 3 clusters Score -734766.6 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5551 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -735014.687500 Penalty: 2906.979004 Iteration 8Q: 3 clusters Score -735014.7 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5848 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -735296.437500 Penalty: 2906.979004 Iteration 9F: 3 clusters Score -735296.4 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6134 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -735529.062500 Penalty: 2906.979004 Iteration 10Q: 3 clusters Score -735529.1 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6372 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -735708.437500 Penalty: 2906.979004 Iteration 11Q: 3 clusters Score -735708.4 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6552 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -735837.062500 Penalty: 2906.979004 Iteration 12Q: 3 clusters Score -735837.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -735932.062500 Penalty: 2906.979004 Iteration 13Q: 3 clusters Score -735932.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6808 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -736019.750000 Penalty: 2906.979004 Iteration 14Q: 3 clusters Score -736019.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6901 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -736087.875000 Penalty: 2906.979004 Iteration 15Q: 3 clusters Score -736087.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6964 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -736138.875000 Penalty: 2906.979004 Iteration 16Q: 3 clusters Score -736138.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7002 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -736173.687500 Penalty: 2906.979004 Iteration 17Q: 3 clusters Score -736173.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7041 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -736205.875000 Penalty: 2906.979004 Iteration 18Q: 3 clusters Score -736205.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7075 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -736232.000000 Penalty: 2906.979004 Iteration 19Q: 3 clusters Score -736232 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7104 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -736252.500000 Penalty: 2906.979004 Iteration 20F: 3 clusters Score -736252.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7123 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -736262.937500 Penalty: 2906.979004 Iteration 21Q: 3 clusters Score -736262.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7140 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -736275.437500 Penalty: 2906.979004 Iteration 22Q: 3 clusters Score -736275.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7149 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -736279.437500 Penalty: 2906.979004 Iteration 23Q: 3 clusters Score -736279.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7151 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -736279.812500 Penalty: 2906.979004 Iteration 24Q: 3 clusters Score -736279.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7153 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -736281.750000 Penalty: 2906.979004 Iteration 25Q: 3 clusters Score -736281.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7156 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -736283.500000 Penalty: 2906.979004 Iteration 26Q: 3 clusters Score -736283.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7155 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -736283.437500 Penalty: 2906.979004 Iteration 27Q: 3 clusters Score -736283.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7155 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -736283.437500 Penalty: 2906.979004 Iteration 28F: 3 clusters Score -736283.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (973 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Entering Unmasked Estep Score: -92472.765625 Penalty: 1118.062378 Iteration 0F: 2 clusters Score -92472.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -91041.585938 Penalty: 2236.124756 Iteration 0F: 3 clusters Score -91041.59 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -91344.929688 Penalty: 2236.124756 Iteration 1F: 3 clusters Score -91344.93 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -91465.960938 Penalty: 2236.124756 Iteration 2F: 3 clusters Score -91465.96 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -91565.867188 Penalty: 2236.124756 Iteration 3F: 3 clusters Score -91565.87 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -91641.515625 Penalty: 2236.124756 Iteration 4F: 3 clusters Score -91641.52 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -91676.867188 Penalty: 2236.124756 Iteration 5Q: 3 clusters Score -91676.87 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -91702.695312 Penalty: 2236.124756 Iteration 6Q: 3 clusters Score -91702.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -91713.914062 Penalty: 2236.124756 Iteration 7Q: 3 clusters Score -91713.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -91719.546875 Penalty: 2236.124756 Iteration 8Q: 3 clusters Score -91719.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -91725.414062 Penalty: 2236.124756 Iteration 9Q: 3 clusters Score -91725.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -91728.039062 Penalty: 2236.124756 Iteration 10Q: 3 clusters Score -91728.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -91729.664062 Penalty: 2236.124756 Iteration 11Q: 3 clusters Score -91729.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -91731.015625 Penalty: 2236.124756 Iteration 12Q: 3 clusters Score -91731.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -91731.945312 Penalty: 2236.124756 Iteration 13Q: 3 clusters Score -91731.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -91731.945312 Penalty: 2236.124756 Iteration 14F: 3 clusters Score -91731.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (15980 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15980 members Entering Unmasked Estep Score: -1473978.000000 Penalty: 1572.852661 Iteration 0F: 2 clusters Score -1473978 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7863 members Mstep: Class 2 contains 8117 members Entering Unmasked Estep Score: -1463056.000000 Penalty: 3145.705322 Iteration 0F: 3 clusters Score -1463056 nChanged 7044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7183 members Mstep: Class 2 contains 8797 members Entering Unmasked Estep Score: -1466951.625000 Penalty: 3145.705322 Iteration 1F: 3 clusters Score -1466952 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6776 members Mstep: Class 2 contains 9204 members Entering Unmasked Estep Score: -1467366.750000 Penalty: 3145.705322 Iteration 2F: 3 clusters Score -1467367 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6286 members Mstep: Class 2 contains 9694 members Entering Unmasked Estep Score: -1467786.625000 Penalty: 3145.705322 Iteration 3F: 3 clusters Score -1467787 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5699 members Mstep: Class 2 contains 10281 members Entering Unmasked Estep Score: -1468248.500000 Penalty: 3145.705322 Iteration 4F: 3 clusters Score -1468248 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 11048 members Entering Unmasked Estep Score: -1468837.125000 Penalty: 3145.705322 Iteration 5F: 3 clusters Score -1468837 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 11878 members Entering Unmasked Estep Score: -1469507.000000 Penalty: 3145.705322 Iteration 6F: 3 clusters Score -1469507 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 12719 members Entering Unmasked Estep Score: -1470211.375000 Penalty: 3145.705322 Iteration 7F: 3 clusters Score -1470211 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 13447 members Entering Unmasked Estep Score: -1470847.750000 Penalty: 3145.705322 Iteration 8Q: 3 clusters Score -1470848 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 14033 members Entering Unmasked Estep Score: -1471338.250000 Penalty: 3145.705322 Iteration 9Q: 3 clusters Score -1471338 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 14465 members Entering Unmasked Estep Score: -1471715.125000 Penalty: 3145.705322 Iteration 10Q: 3 clusters Score -1471715 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 14781 members Entering Unmasked Estep Score: -1471983.375000 Penalty: 3145.705322 Iteration 11Q: 3 clusters Score -1471983 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 15001 members Entering Unmasked Estep Score: -1472210.125000 Penalty: 3145.705322 Iteration 12Q: 3 clusters Score -1472210 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 15139 members Entering Unmasked Estep Score: -1472409.250000 Penalty: 3145.705322 Iteration 13Q: 3 clusters Score -1472409 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 15233 members Entering Unmasked Estep Score: -1472549.000000 Penalty: 3145.705322 Iteration 14Q: 3 clusters Score -1472549 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 15275 members Entering Unmasked Estep Score: -1472640.000000 Penalty: 3145.705322 Iteration 15Q: 3 clusters Score -1472640 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 15299 members Entering Unmasked Estep Score: -1472689.375000 Penalty: 3145.705322 Iteration 16Q: 3 clusters Score -1472689 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 15318 members Entering Unmasked Estep Score: -1472735.125000 Penalty: 3145.705322 Iteration 17Q: 3 clusters Score -1472735 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 15336 members Entering Unmasked Estep Score: -1472776.875000 Penalty: 3145.705322 Iteration 18Q: 3 clusters Score -1472777 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 15354 members Entering Unmasked Estep Score: -1472820.250000 Penalty: 3145.705322 Iteration 19Q: 3 clusters Score -1472820 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 15355 members Entering Unmasked Estep Score: -1472843.875000 Penalty: 3145.705322 Iteration 20F: 3 clusters Score -1472844 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 15358 members Entering Unmasked Estep Score: -1472867.250000 Penalty: 3145.705322 Iteration 21Q: 3 clusters Score -1472867 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 15364 members Entering Unmasked Estep Score: -1472895.500000 Penalty: 3145.705322 Iteration 22Q: 3 clusters Score -1472896 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 15374 members Entering Unmasked Estep Score: -1472905.375000 Penalty: 3145.705322 Iteration 23Q: 3 clusters Score -1472905 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 15374 members Entering Unmasked Estep Score: -1472920.125000 Penalty: 3145.705322 Iteration 24Q: 3 clusters Score -1472920 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 15378 members Entering Unmasked Estep Score: -1472935.625000 Penalty: 3145.705322 Iteration 25Q: 3 clusters Score -1472936 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 15377 members Entering Unmasked Estep Score: -1472948.875000 Penalty: 3145.705322 Iteration 26Q: 3 clusters Score -1472949 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 15380 members Entering Unmasked Estep Score: -1472954.875000 Penalty: 3145.705322 Iteration 27Q: 3 clusters Score -1472955 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 15381 members Entering Unmasked Estep Score: -1472956.250000 Penalty: 3145.705322 Iteration 28Q: 3 clusters Score -1472956 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 15380 members Entering Unmasked Estep Score: -1472962.000000 Penalty: 3145.705322 Iteration 29Q: 3 clusters Score -1472962 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 15378 members Entering Unmasked Estep Score: -1472970.625000 Penalty: 3145.705322 Iteration 30Q: 3 clusters Score -1472971 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 15374 members Entering Unmasked Estep Score: -1472976.500000 Penalty: 3145.705322 Iteration 31Q: 3 clusters Score -1472976 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 15371 members Entering Unmasked Estep Score: -1472978.125000 Penalty: 3145.705322 Iteration 32Q: 3 clusters Score -1472978 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 15370 members Entering Unmasked Estep Score: -1472984.375000 Penalty: 3145.705322 Iteration 33Q: 3 clusters Score -1472984 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 15364 members Entering Unmasked Estep Score: -1472987.000000 Penalty: 3145.705322 Iteration 34Q: 3 clusters Score -1472987 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 15360 members Entering Unmasked Estep Score: -1472988.875000 Penalty: 3145.705322 Iteration 35Q: 3 clusters Score -1472989 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 15360 members Entering Unmasked Estep Score: -1472990.250000 Penalty: 3145.705322 Iteration 36Q: 3 clusters Score -1472990 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 15360 members Entering Unmasked Estep Score: -1472990.250000 Penalty: 3145.705322 Iteration 37F: 3 clusters Score -1472990 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (18909 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18909 members Entering Unmasked Estep Score: -1827187.625000 Penalty: 1600.201416 Iteration 0F: 2 clusters Score -1827188 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9454 members Mstep: Class 2 contains 9455 members Entering Unmasked Estep Score: -1814309.125000 Penalty: 3200.402832 Iteration 0F: 3 clusters Score -1814309 nChanged 8394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9628 members Mstep: Class 2 contains 9281 members Entering Unmasked Estep Score: -1818901.375000 Penalty: 3200.402832 Iteration 1F: 3 clusters Score -1818901 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9816 members Mstep: Class 2 contains 9093 members Entering Unmasked Estep Score: -1819378.750000 Penalty: 3200.402832 Iteration 2F: 3 clusters Score -1819379 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10086 members Mstep: Class 2 contains 8823 members Entering Unmasked Estep Score: -1819924.000000 Penalty: 3200.402832 Iteration 3F: 3 clusters Score -1819924 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10468 members Mstep: Class 2 contains 8441 members Entering Unmasked Estep Score: -1820579.875000 Penalty: 3200.402832 Iteration 4F: 3 clusters Score -1820580 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11002 members Mstep: Class 2 contains 7907 members Entering Unmasked Estep Score: -1821307.250000 Penalty: 3200.402832 Iteration 5F: 3 clusters Score -1821307 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11536 members Mstep: Class 2 contains 7373 members Entering Unmasked Estep Score: -1821972.500000 Penalty: 3200.402832 Iteration 6F: 3 clusters Score -1821972 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12121 members Mstep: Class 2 contains 6788 members Entering Unmasked Estep Score: -1822596.000000 Penalty: 3200.402832 Iteration 7F: 3 clusters Score -1822596 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12687 members Mstep: Class 2 contains 6222 members Entering Unmasked Estep Score: -1823086.625000 Penalty: 3200.402832 Iteration 8Q: 3 clusters Score -1823087 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13206 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -1823453.000000 Penalty: 3200.402832 Iteration 9Q: 3 clusters Score -1823453 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13726 members Mstep: Class 2 contains 5183 members Entering Unmasked Estep Score: -1823743.875000 Penalty: 3200.402832 Iteration 10Q: 3 clusters Score -1823744 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14237 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -1824046.625000 Penalty: 3200.402832 Iteration 11Q: 3 clusters Score -1824047 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14748 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -1824339.500000 Penalty: 3200.402832 Iteration 12Q: 3 clusters Score -1824340 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15232 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -1824609.375000 Penalty: 3200.402832 Iteration 13Q: 3 clusters Score -1824609 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15643 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -1824849.875000 Penalty: 3200.402832 Iteration 14Q: 3 clusters Score -1824850 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16005 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -1825074.375000 Penalty: 3200.402832 Iteration 15Q: 3 clusters Score -1825074 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16318 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -1825249.125000 Penalty: 3200.402832 Iteration 16Q: 3 clusters Score -1825249 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16559 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -1825365.875000 Penalty: 3200.402832 Iteration 17Q: 3 clusters Score -1825366 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16755 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -1825463.625000 Penalty: 3200.402832 Iteration 18Q: 3 clusters Score -1825464 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16941 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -1825548.000000 Penalty: 3200.402832 Iteration 19Q: 3 clusters Score -1825548 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17092 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -1825606.250000 Penalty: 3200.402832 Iteration 20F: 3 clusters Score -1825606 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17235 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -1825669.000000 Penalty: 3200.402832 Iteration 21Q: 3 clusters Score -1825669 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17362 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -1825730.375000 Penalty: 3200.402832 Iteration 22Q: 3 clusters Score -1825730 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17472 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -1825777.125000 Penalty: 3200.402832 Iteration 23Q: 3 clusters Score -1825777 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17556 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -1825810.875000 Penalty: 3200.402832 Iteration 24Q: 3 clusters Score -1825811 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17639 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -1825846.375000 Penalty: 3200.402832 Iteration 25Q: 3 clusters Score -1825846 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17697 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -1825871.000000 Penalty: 3200.402832 Iteration 26Q: 3 clusters Score -1825871 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17750 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -1825902.000000 Penalty: 3200.402832 Iteration 27Q: 3 clusters Score -1825902 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17797 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -1825914.625000 Penalty: 3200.402832 Iteration 28Q: 3 clusters Score -1825915 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17825 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -1825923.125000 Penalty: 3200.402832 Iteration 29Q: 3 clusters Score -1825923 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17838 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -1825928.000000 Penalty: 3200.402832 Iteration 30Q: 3 clusters Score -1825928 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17844 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -1825931.375000 Penalty: 3200.402832 Iteration 31Q: 3 clusters Score -1825931 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17852 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -1825937.125000 Penalty: 3200.402832 Iteration 32Q: 3 clusters Score -1825937 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17857 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -1825936.000000 Penalty: 3200.402832 Iteration 33Q: 3 clusters Score -1825936 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17861 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -1825937.250000 Penalty: 3200.402832 Iteration 34Q: 3 clusters Score -1825937 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17865 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -1825939.750000 Penalty: 3200.402832 Iteration 35Q: 3 clusters Score -1825940 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17873 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -1825940.125000 Penalty: 3200.402832 Iteration 36Q: 3 clusters Score -1825940 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17877 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -1825941.875000 Penalty: 3200.402832 Iteration 37Q: 3 clusters Score -1825942 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17877 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -1825941.875000 Penalty: 3200.402832 Iteration 38F: 3 clusters Score -1825942 nChanged 0 --- Evaluating fit on full set of 275708 points --- Entering Unmasked Estep Score: -25189186.000000 Penalty: 48855.679688 25->25 Clusters: Score -25189186.000000, best is -25266208.000000 Main iterations: 0 (time per=infms) Total iterations: 13561 (time per=43.468769ms) Iterations metric 2: 78705508352.000000 (time per=7.489692ns) Iterations metric 3: 1888929447936.000000 (time per=312.070936ps) That took 589.479980 seconds.