FileBase /isis1/DataGab/Rat09-20140324/Rat09-20140324 ElecNo 14 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 237954 data points of dimension 24. Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 79318 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 4174 members Mstep: Class 3 contains 4168 members Mstep: Class 4 contains 4146 members Mstep: Class 5 contains 4249 members Mstep: Class 6 contains 4221 members Mstep: Class 7 contains 4152 members Mstep: Class 8 contains 4085 members Mstep: Class 9 contains 4158 members Mstep: Class 10 contains 4201 members Mstep: Class 11 contains 4202 members Mstep: Class 12 contains 4175 members Mstep: Class 13 contains 4239 members Mstep: Class 14 contains 4147 members Mstep: Class 15 contains 4228 members Mstep: Class 16 contains 4113 members Mstep: Class 17 contains 4166 members Mstep: Class 18 contains 4166 members Mstep: Class 19 contains 4169 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 293.635712 but Gain 1833.199219 Score: -6625658.500000 Penalty: 32997.570312 Iteration 0F: 19 clusters Score -6625658 nChanged 73928 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 4386 members Mstep: Class 3 contains 3808 members Mstep: Class 4 contains 3747 members Mstep: Class 5 contains 3890 members Mstep: Class 6 contains 4574 members Mstep: Class 7 contains 3911 members Mstep: Class 8 contains 4791 members Mstep: Class 9 contains 3791 members Mstep: Class 10 contains 5004 members Mstep: Class 12 contains 3137 members Mstep: Class 13 contains 5180 members Mstep: Class 14 contains 7358 members Mstep: Class 15 contains 4775 members Mstep: Class 16 contains 3805 members Mstep: Class 17 contains 3387 members Mstep: Class 18 contains 5177 members Mstep: Class 19 contains 3489 members Entering Unmasked Estep ConsiderDeletion Score: -6893382.500000 Penalty: 32997.570312 Iteration 1F: 19 clusters Score -6893382 nChanged 34766 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 5387 members Mstep: Class 2 contains 5065 members Mstep: Class 3 contains 2122 members Mstep: Class 4 contains 3416 members Mstep: Class 5 contains 3463 members Mstep: Class 6 contains 7445 members Mstep: Class 7 contains 3077 members Mstep: Class 8 contains 2673 members Mstep: Class 9 contains 4712 members Mstep: Class 10 contains 6285 members Mstep: Class 12 contains 2796 members Mstep: Class 13 contains 3995 members Mstep: Class 14 contains 9306 members Mstep: Class 15 contains 5841 members Mstep: Class 16 contains 4197 members Mstep: Class 17 contains 2598 members Mstep: Class 18 contains 4127 members Mstep: Class 19 contains 2788 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 1553.824341 but Gain 1833.199219 Score: -7043540.500000 Penalty: 31164.371094 Iteration 2F: 18 clusters Score -7043540 nChanged 24516 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 5254 members Mstep: Class 2 contains 7868 members Mstep: Class 3 contains 1510 members Mstep: Class 4 contains 2555 members Mstep: Class 5 contains 2844 members Mstep: Class 6 contains 9042 members Mstep: Class 7 contains 2751 members Mstep: Class 8 contains 1663 members Mstep: Class 9 contains 6119 members Mstep: Class 10 contains 7441 members Mstep: Class 12 contains 2389 members Mstep: Class 13 contains 3326 members Mstep: Class 14 contains 10607 members Mstep: Class 15 contains 6467 members Mstep: Class 16 contains 3826 members Mstep: Class 17 contains 1587 members Mstep: Class 18 contains 4051 members Entering Unmasked Estep ConsiderDeletion Score: -7116944.000000 Penalty: 31164.371094 Iteration 3F: 18 clusters Score -7116944 nChanged 15243 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 9174 members Mstep: Class 3 contains 1553 members Mstep: Class 4 contains 2255 members Mstep: Class 5 contains 2232 members Mstep: Class 6 contains 9004 members Mstep: Class 7 contains 2726 members Mstep: Class 8 contains 1065 members Mstep: Class 9 contains 7103 members Mstep: Class 10 contains 8245 members Mstep: Class 12 contains 1830 members Mstep: Class 13 contains 2539 members Mstep: Class 14 contains 12168 members Mstep: Class 15 contains 5999 members Mstep: Class 16 contains 3944 members Mstep: Class 17 contains 1119 members Mstep: Class 18 contains 4455 members Entering Unmasked Estep ConsiderDeletion Score: -7157838.000000 Penalty: 31164.371094 Iteration 4F: 18 clusters Score -7157838 nChanged 10018 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 8625 members Mstep: Class 3 contains 1694 members Mstep: Class 4 contains 2291 members Mstep: Class 5 contains 2043 members Mstep: Class 6 contains 9190 members Mstep: Class 7 contains 3099 members Mstep: Class 8 contains 833 members Mstep: Class 9 contains 8072 members Mstep: Class 10 contains 8606 members Mstep: Class 12 contains 1336 members Mstep: Class 13 contains 1823 members Mstep: Class 14 contains 13399 members Mstep: Class 15 contains 5042 members Mstep: Class 16 contains 4071 members Mstep: Class 17 contains 968 members Mstep: Class 18 contains 5131 members Entering Unmasked Estep ConsiderDeletion Score: -7184027.500000 Penalty: 31164.371094 Iteration 5F: 18 clusters Score -7184028 nChanged 6953 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 7354 members Mstep: Class 3 contains 1876 members Mstep: Class 4 contains 2141 members Mstep: Class 5 contains 1973 members Mstep: Class 6 contains 9416 members Mstep: Class 7 contains 3587 members Mstep: Class 8 contains 786 members Mstep: Class 9 contains 9219 members Mstep: Class 10 contains 8669 members Mstep: Class 12 contains 1029 members Mstep: Class 13 contains 1594 members Mstep: Class 14 contains 14079 members Mstep: Class 15 contains 4185 members Mstep: Class 16 contains 4036 members Mstep: Class 17 contains 806 members Mstep: Class 18 contains 5648 members Entering Unmasked Estep ConsiderDeletion Score: -7194989.000000 Penalty: 31164.371094 Iteration 6F: 18 clusters Score -7194989 nChanged 4937 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 6232 members Mstep: Class 3 contains 1987 members Mstep: Class 4 contains 1969 members Mstep: Class 5 contains 2010 members Mstep: Class 6 contains 9568 members Mstep: Class 7 contains 4089 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 10277 members Mstep: Class 10 contains 8626 members Mstep: Class 12 contains 876 members Mstep: Class 13 contains 1603 members Mstep: Class 14 contains 14283 members Mstep: Class 15 contains 3473 members Mstep: Class 16 contains 3990 members Mstep: Class 17 contains 715 members Mstep: Class 18 contains 5951 members Entering Unmasked Estep ConsiderDeletion Score: -7202440.000000 Penalty: 31164.371094 Iteration 7F: 18 clusters Score -7202440 nChanged 3574 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 5521 members Mstep: Class 3 contains 2102 members Mstep: Class 4 contains 1863 members Mstep: Class 5 contains 2022 members Mstep: Class 6 contains 9483 members Mstep: Class 7 contains 4558 members Mstep: Class 8 contains 733 members Mstep: Class 9 contains 11108 members Mstep: Class 10 contains 8581 members Mstep: Class 12 contains 809 members Mstep: Class 13 contains 1641 members Mstep: Class 14 contains 14329 members Mstep: Class 15 contains 3006 members Mstep: Class 16 contains 4029 members Mstep: Class 17 contains 717 members Mstep: Class 18 contains 5932 members Entering Unmasked Estep ConsiderDeletion Score: -7207714.500000 Penalty: 31164.371094 Iteration 8Q: 18 clusters Score -7207714 nChanged 2783 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 5042 members Mstep: Class 3 contains 2181 members Mstep: Class 4 contains 1811 members Mstep: Class 5 contains 2020 members Mstep: Class 6 contains 9292 members Mstep: Class 7 contains 4805 members Mstep: Class 8 contains 743 members Mstep: Class 9 contains 11765 members Mstep: Class 10 contains 8564 members Mstep: Class 12 contains 801 members Mstep: Class 13 contains 1689 members Mstep: Class 14 contains 14317 members Mstep: Class 15 contains 2867 members Mstep: Class 16 contains 4091 members Mstep: Class 17 contains 759 members Mstep: Class 18 contains 5758 members Entering Unmasked Estep ConsiderDeletion Score: -7212566.000000 Penalty: 31164.371094 Iteration 9Q: 18 clusters Score -7212566 nChanged 2376 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 4667 members Mstep: Class 3 contains 2226 members Mstep: Class 4 contains 1800 members Mstep: Class 5 contains 2019 members Mstep: Class 6 contains 9039 members Mstep: Class 7 contains 4955 members Mstep: Class 8 contains 758 members Mstep: Class 9 contains 12303 members Mstep: Class 10 contains 8550 members Mstep: Class 12 contains 809 members Mstep: Class 13 contains 1730 members Mstep: Class 14 contains 14275 members Mstep: Class 15 contains 2912 members Mstep: Class 16 contains 4145 members Mstep: Class 17 contains 777 members Mstep: Class 18 contains 5585 members Entering Unmasked Estep ConsiderDeletion Score: -7217385.000000 Penalty: 31164.371094 Iteration 10Q: 18 clusters Score -7217385 nChanged 1817 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 4394 members Mstep: Class 3 contains 2231 members Mstep: Class 4 contains 1810 members Mstep: Class 5 contains 2041 members Mstep: Class 6 contains 8738 members Mstep: Class 7 contains 5156 members Mstep: Class 8 contains 768 members Mstep: Class 9 contains 12643 members Mstep: Class 10 contains 8552 members Mstep: Class 12 contains 797 members Mstep: Class 13 contains 1767 members Mstep: Class 14 contains 14223 members Mstep: Class 15 contains 3019 members Mstep: Class 16 contains 4142 members Mstep: Class 17 contains 797 members Mstep: Class 18 contains 5527 members Entering Unmasked Estep ConsiderDeletion Score: -7220246.000000 Penalty: 31164.371094 Iteration 11Q: 18 clusters Score -7220246 nChanged 1413 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 4180 members Mstep: Class 3 contains 2232 members Mstep: Class 4 contains 1837 members Mstep: Class 5 contains 2075 members Mstep: Class 6 contains 8446 members Mstep: Class 7 contains 5348 members Mstep: Class 8 contains 768 members Mstep: Class 9 contains 12890 members Mstep: Class 10 contains 8556 members Mstep: Class 12 contains 781 members Mstep: Class 13 contains 1793 members Mstep: Class 14 contains 14167 members Mstep: Class 15 contains 3125 members Mstep: Class 16 contains 4111 members Mstep: Class 17 contains 826 members Mstep: Class 18 contains 5507 members Entering Unmasked Estep ConsiderDeletion Score: -7221576.500000 Penalty: 31164.371094 Iteration 12Q: 18 clusters Score -7221576 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 4016 members Mstep: Class 3 contains 2223 members Mstep: Class 4 contains 1853 members Mstep: Class 5 contains 2121 members Mstep: Class 6 contains 8200 members Mstep: Class 7 contains 5507 members Mstep: Class 8 contains 763 members Mstep: Class 9 contains 13075 members Mstep: Class 10 contains 8565 members Mstep: Class 12 contains 773 members Mstep: Class 13 contains 1811 members Mstep: Class 14 contains 14115 members Mstep: Class 15 contains 3228 members Mstep: Class 16 contains 4070 members Mstep: Class 17 contains 843 members Mstep: Class 18 contains 5499 members Entering Unmasked Estep ConsiderDeletion Score: -7222475.000000 Penalty: 31164.371094 Iteration 13Q: 18 clusters Score -7222475 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 3919 members Mstep: Class 3 contains 2215 members Mstep: Class 4 contains 1882 members Mstep: Class 5 contains 2171 members Mstep: Class 6 contains 7982 members Mstep: Class 7 contains 5652 members Mstep: Class 8 contains 763 members Mstep: Class 9 contains 13193 members Mstep: Class 10 contains 8578 members Mstep: Class 12 contains 763 members Mstep: Class 13 contains 1827 members Mstep: Class 14 contains 14059 members Mstep: Class 15 contains 3296 members Mstep: Class 16 contains 4035 members Mstep: Class 17 contains 843 members Mstep: Class 18 contains 5496 members Entering Unmasked Estep ConsiderDeletion Score: -7223049.000000 Penalty: 31164.371094 Iteration 14Q: 18 clusters Score -7223049 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 3799 members Mstep: Class 3 contains 2189 members Mstep: Class 4 contains 1899 members Mstep: Class 5 contains 2236 members Mstep: Class 6 contains 7794 members Mstep: Class 7 contains 5784 members Mstep: Class 8 contains 762 members Mstep: Class 9 contains 13324 members Mstep: Class 10 contains 8592 members Mstep: Class 12 contains 766 members Mstep: Class 13 contains 1843 members Mstep: Class 14 contains 14006 members Mstep: Class 15 contains 3346 members Mstep: Class 16 contains 4008 members Mstep: Class 17 contains 846 members Mstep: Class 18 contains 5494 members Entering Unmasked Estep ConsiderDeletion Score: -7223539.000000 Penalty: 31164.371094 Iteration 15Q: 18 clusters Score -7223539 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 3695 members Mstep: Class 3 contains 2158 members Mstep: Class 4 contains 1943 members Mstep: Class 5 contains 2307 members Mstep: Class 6 contains 7639 members Mstep: Class 7 contains 5897 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 13426 members Mstep: Class 10 contains 8597 members Mstep: Class 12 contains 768 members Mstep: Class 13 contains 1853 members Mstep: Class 14 contains 13945 members Mstep: Class 15 contains 3384 members Mstep: Class 16 contains 3978 members Mstep: Class 17 contains 851 members Mstep: Class 18 contains 5492 members Entering Unmasked Estep ConsiderDeletion Score: -7223982.500000 Penalty: 31164.371094 Iteration 16Q: 18 clusters Score -7223982 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 3602 members Mstep: Class 3 contains 2114 members Mstep: Class 4 contains 2013 members Mstep: Class 5 contains 2362 members Mstep: Class 6 contains 7495 members Mstep: Class 7 contains 6030 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 13523 members Mstep: Class 10 contains 8598 members Mstep: Class 12 contains 760 members Mstep: Class 13 contains 1862 members Mstep: Class 14 contains 13870 members Mstep: Class 15 contains 3411 members Mstep: Class 16 contains 3948 members Mstep: Class 17 contains 851 members Mstep: Class 18 contains 5492 members Entering Unmasked Estep ConsiderDeletion Score: -7224511.000000 Penalty: 31164.371094 Iteration 17Q: 18 clusters Score -7224511 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 3516 members Mstep: Class 3 contains 2067 members Mstep: Class 4 contains 2069 members Mstep: Class 5 contains 2418 members Mstep: Class 6 contains 7362 members Mstep: Class 7 contains 6149 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 13603 members Mstep: Class 10 contains 8599 members Mstep: Class 12 contains 750 members Mstep: Class 13 contains 1875 members Mstep: Class 14 contains 13812 members Mstep: Class 15 contains 3420 members Mstep: Class 16 contains 3945 members Mstep: Class 17 contains 848 members Mstep: Class 18 contains 5494 members Entering Unmasked Estep ConsiderDeletion Score: -7225182.000000 Penalty: 31164.371094 Iteration 18Q: 18 clusters Score -7225182 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 3448 members Mstep: Class 3 contains 2026 members Mstep: Class 4 contains 2122 members Mstep: Class 5 contains 2464 members Mstep: Class 6 contains 7260 members Mstep: Class 7 contains 6253 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 13661 members Mstep: Class 10 contains 8598 members Mstep: Class 12 contains 737 members Mstep: Class 13 contains 1887 members Mstep: Class 14 contains 13763 members Mstep: Class 15 contains 3431 members Mstep: Class 16 contains 3925 members Mstep: Class 17 contains 854 members Mstep: Class 18 contains 5495 members Entering Unmasked Estep ConsiderDeletion Score: -7225484.500000 Penalty: 31164.371094 Iteration 19Q: 18 clusters Score -7225484 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 3403 members Mstep: Class 3 contains 1989 members Mstep: Class 4 contains 2167 members Mstep: Class 5 contains 2504 members Mstep: Class 6 contains 7165 members Mstep: Class 7 contains 6346 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 13699 members Mstep: Class 10 contains 8599 members Mstep: Class 12 contains 732 members Mstep: Class 13 contains 1904 members Mstep: Class 14 contains 13709 members Mstep: Class 15 contains 3434 members Mstep: Class 16 contains 3918 members Mstep: Class 17 contains 861 members Mstep: Class 18 contains 5494 members Entering Unmasked Estep ConsiderDeletion Score: -7225910.000000 Penalty: 31164.371094 Iteration 20F: 18 clusters Score -7225910 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 3354 members Mstep: Class 3 contains 1950 members Mstep: Class 4 contains 2216 members Mstep: Class 5 contains 2542 members Mstep: Class 6 contains 7061 members Mstep: Class 7 contains 6448 members Mstep: Class 8 contains 759 members Mstep: Class 9 contains 13746 members Mstep: Class 10 contains 8601 members Mstep: Class 12 contains 727 members Mstep: Class 13 contains 1920 members Mstep: Class 14 contains 13656 members Mstep: Class 15 contains 3494 members Mstep: Class 16 contains 3843 members Mstep: Class 17 contains 873 members Mstep: Class 18 contains 5496 members Entering Unmasked Estep ConsiderDeletion Score: -7226302.500000 Penalty: 31164.371094 Iteration 21Q: 18 clusters Score -7226302 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 3323 members Mstep: Class 3 contains 1920 members Mstep: Class 4 contains 2265 members Mstep: Class 5 contains 2577 members Mstep: Class 6 contains 6965 members Mstep: Class 7 contains 6549 members Mstep: Class 8 contains 759 members Mstep: Class 9 contains 13774 members Mstep: Class 10 contains 8602 members Mstep: Class 12 contains 722 members Mstep: Class 13 contains 1930 members Mstep: Class 14 contains 13610 members Mstep: Class 15 contains 3540 members Mstep: Class 16 contains 3777 members Mstep: Class 17 contains 877 members Mstep: Class 18 contains 5494 members Entering Unmasked Estep ConsiderDeletion Score: -7226508.500000 Penalty: 31164.371094 Iteration 22Q: 18 clusters Score -7226508 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 3300 members Mstep: Class 3 contains 1887 members Mstep: Class 4 contains 2320 members Mstep: Class 5 contains 2619 members Mstep: Class 6 contains 6864 members Mstep: Class 7 contains 6647 members Mstep: Class 8 contains 759 members Mstep: Class 9 contains 13792 members Mstep: Class 10 contains 8604 members Mstep: Class 12 contains 717 members Mstep: Class 13 contains 1941 members Mstep: Class 14 contains 13559 members Mstep: Class 15 contains 3575 members Mstep: Class 16 contains 3730 members Mstep: Class 17 contains 878 members Mstep: Class 18 contains 5492 members Entering Unmasked Estep ConsiderDeletion Score: -7226627.000000 Penalty: 31164.371094 Iteration 23Q: 18 clusters Score -7226627 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 3275 members Mstep: Class 3 contains 1850 members Mstep: Class 4 contains 2365 members Mstep: Class 5 contains 2658 members Mstep: Class 6 contains 6766 members Mstep: Class 7 contains 6757 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 13805 members Mstep: Class 10 contains 8606 members Mstep: Class 12 contains 712 members Mstep: Class 13 contains 1955 members Mstep: Class 14 contains 13512 members Mstep: Class 15 contains 3595 members Mstep: Class 16 contains 3698 members Mstep: Class 17 contains 880 members Mstep: Class 18 contains 5490 members Entering Unmasked Estep ConsiderDeletion Score: -7226775.500000 Penalty: 31164.371094 Iteration 24Q: 18 clusters Score -7226776 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 3256 members Mstep: Class 3 contains 1828 members Mstep: Class 4 contains 2419 members Mstep: Class 5 contains 2685 members Mstep: Class 6 contains 6671 members Mstep: Class 7 contains 6873 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 13810 members Mstep: Class 10 contains 8608 members Mstep: Class 12 contains 708 members Mstep: Class 13 contains 1966 members Mstep: Class 14 contains 13457 members Mstep: Class 15 contains 3607 members Mstep: Class 16 contains 3664 members Mstep: Class 17 contains 883 members Mstep: Class 18 contains 5489 members Entering Unmasked Estep ConsiderDeletion Score: -7226852.000000 Penalty: 31164.371094 Iteration 25Q: 18 clusters Score -7226852 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 3235 members Mstep: Class 3 contains 1803 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 2716 members Mstep: Class 6 contains 6578 members Mstep: Class 7 contains 6980 members Mstep: Class 8 contains 759 members Mstep: Class 9 contains 13820 members Mstep: Class 10 contains 8608 members Mstep: Class 12 contains 706 members Mstep: Class 13 contains 1983 members Mstep: Class 14 contains 13413 members Mstep: Class 15 contains 3617 members Mstep: Class 16 contains 3631 members Mstep: Class 17 contains 883 members Mstep: Class 18 contains 5489 members Entering Unmasked Estep ConsiderDeletion Score: -7226947.000000 Penalty: 31164.371094 Iteration 26Q: 18 clusters Score -7226947 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 3210 members Mstep: Class 3 contains 1786 members Mstep: Class 4 contains 2506 members Mstep: Class 5 contains 2751 members Mstep: Class 6 contains 6466 members Mstep: Class 7 contains 7103 members Mstep: Class 8 contains 759 members Mstep: Class 9 contains 13831 members Mstep: Class 10 contains 8608 members Mstep: Class 12 contains 705 members Mstep: Class 13 contains 2001 members Mstep: Class 14 contains 13362 members Mstep: Class 15 contains 3619 members Mstep: Class 16 contains 3603 members Mstep: Class 17 contains 884 members Mstep: Class 18 contains 5489 members Entering Unmasked Estep ConsiderDeletion Score: -7227048.000000 Penalty: 31164.371094 Iteration 27Q: 18 clusters Score -7227048 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 3183 members Mstep: Class 3 contains 1785 members Mstep: Class 4 contains 2549 members Mstep: Class 5 contains 2756 members Mstep: Class 6 contains 6345 members Mstep: Class 7 contains 7249 members Mstep: Class 8 contains 759 members Mstep: Class 9 contains 13840 members Mstep: Class 10 contains 8608 members Mstep: Class 12 contains 705 members Mstep: Class 13 contains 2019 members Mstep: Class 14 contains 13315 members Mstep: Class 15 contains 3619 members Mstep: Class 16 contains 3576 members Mstep: Class 17 contains 886 members Mstep: Class 18 contains 5489 members Entering Unmasked Estep ConsiderDeletion Score: -7227146.000000 Penalty: 31164.371094 Iteration 28Q: 18 clusters Score -7227146 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 3147 members Mstep: Class 3 contains 1778 members Mstep: Class 4 contains 2585 members Mstep: Class 5 contains 2759 members Mstep: Class 6 contains 6221 members Mstep: Class 7 contains 7410 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 13861 members Mstep: Class 10 contains 8608 members Mstep: Class 12 contains 704 members Mstep: Class 13 contains 2037 members Mstep: Class 14 contains 13274 members Mstep: Class 15 contains 3624 members Mstep: Class 16 contains 3537 members Mstep: Class 17 contains 890 members Mstep: Class 18 contains 5488 members Entering Unmasked Estep ConsiderDeletion Score: -7227246.500000 Penalty: 31164.371094 Iteration 29Q: 18 clusters Score -7227246 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 3120 members Mstep: Class 3 contains 1770 members Mstep: Class 4 contains 2623 members Mstep: Class 5 contains 2760 members Mstep: Class 6 contains 6117 members Mstep: Class 7 contains 7554 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 13881 members Mstep: Class 10 contains 8607 members Mstep: Class 12 contains 704 members Mstep: Class 13 contains 2049 members Mstep: Class 14 contains 13237 members Mstep: Class 15 contains 3628 members Mstep: Class 16 contains 3496 members Mstep: Class 17 contains 889 members Mstep: Class 18 contains 5488 members Entering Unmasked Estep ConsiderDeletion Score: -7227310.500000 Penalty: 31164.371094 Iteration 30Q: 18 clusters Score -7227310 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 3093 members Mstep: Class 3 contains 1765 members Mstep: Class 4 contains 2668 members Mstep: Class 5 contains 2758 members Mstep: Class 6 contains 5991 members Mstep: Class 7 contains 7715 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 13896 members Mstep: Class 10 contains 8607 members Mstep: Class 12 contains 704 members Mstep: Class 13 contains 2061 members Mstep: Class 14 contains 13193 members Mstep: Class 15 contains 3629 members Mstep: Class 16 contains 3464 members Mstep: Class 17 contains 890 members Mstep: Class 18 contains 5488 members Entering Unmasked Estep ConsiderDeletion Score: -7227458.000000 Penalty: 31164.371094 Iteration 31Q: 18 clusters Score -7227458 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 3059 members Mstep: Class 3 contains 1758 members Mstep: Class 4 contains 2700 members Mstep: Class 5 contains 2765 members Mstep: Class 6 contains 5839 members Mstep: Class 7 contains 7912 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 13912 members Mstep: Class 10 contains 8606 members Mstep: Class 12 contains 705 members Mstep: Class 13 contains 2080 members Mstep: Class 14 contains 13161 members Mstep: Class 15 contains 3629 members Mstep: Class 16 contains 3418 members Mstep: Class 17 contains 890 members Mstep: Class 18 contains 5488 members Entering Unmasked Estep ConsiderDeletion Score: -7227618.000000 Penalty: 31164.371094 Iteration 32Q: 18 clusters Score -7227618 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 3014 members Mstep: Class 3 contains 1749 members Mstep: Class 4 contains 2726 members Mstep: Class 5 contains 2765 members Mstep: Class 6 contains 5698 members Mstep: Class 7 contains 8109 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 13926 members Mstep: Class 10 contains 8605 members Mstep: Class 12 contains 705 members Mstep: Class 13 contains 2112 members Mstep: Class 14 contains 13139 members Mstep: Class 15 contains 3629 members Mstep: Class 16 contains 3368 members Mstep: Class 17 contains 888 members Mstep: Class 18 contains 5488 members Entering Unmasked Estep ConsiderDeletion Score: -7227869.000000 Penalty: 31164.371094 Iteration 33Q: 18 clusters Score -7227869 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 2945 members Mstep: Class 3 contains 1737 members Mstep: Class 4 contains 2761 members Mstep: Class 5 contains 2757 members Mstep: Class 6 contains 5556 members Mstep: Class 7 contains 8323 members Mstep: Class 8 contains 758 members Mstep: Class 9 contains 13946 members Mstep: Class 10 contains 8605 members Mstep: Class 12 contains 705 members Mstep: Class 13 contains 2164 members Mstep: Class 14 contains 13113 members Mstep: Class 15 contains 3630 members Mstep: Class 16 contains 3303 members Mstep: Class 17 contains 890 members Mstep: Class 18 contains 5488 members Entering Unmasked Estep ConsiderDeletion Score: -7228143.500000 Penalty: 31164.371094 Iteration 34Q: 18 clusters Score -7228144 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 2836 members Mstep: Class 3 contains 1738 members Mstep: Class 4 contains 2796 members Mstep: Class 5 contains 2758 members Mstep: Class 6 contains 5386 members Mstep: Class 7 contains 8533 members Mstep: Class 8 contains 758 members Mstep: Class 9 contains 13975 members Mstep: Class 10 contains 8605 members Mstep: Class 12 contains 705 members Mstep: Class 13 contains 2239 members Mstep: Class 14 contains 13082 members Mstep: Class 15 contains 3634 members Mstep: Class 16 contains 3258 members Mstep: Class 17 contains 890 members Mstep: Class 18 contains 5488 members Entering Unmasked Estep ConsiderDeletion Score: -7228449.000000 Penalty: 31164.371094 Iteration 35Q: 18 clusters Score -7228449 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 2706 members Mstep: Class 3 contains 1733 members Mstep: Class 4 contains 2829 members Mstep: Class 5 contains 2758 members Mstep: Class 6 contains 5211 members Mstep: Class 7 contains 8738 members Mstep: Class 8 contains 757 members Mstep: Class 9 contains 14000 members Mstep: Class 10 contains 8605 members Mstep: Class 12 contains 705 members Mstep: Class 13 contains 2344 members Mstep: Class 14 contains 13054 members Mstep: Class 15 contains 3638 members Mstep: Class 16 contains 3225 members Mstep: Class 17 contains 891 members Mstep: Class 18 contains 5488 members Entering Unmasked Estep ConsiderDeletion Score: -7228776.500000 Penalty: 31164.371094 Iteration 36Q: 18 clusters Score -7228776 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 2539 members Mstep: Class 3 contains 1727 members Mstep: Class 4 contains 2855 members Mstep: Class 5 contains 2762 members Mstep: Class 6 contains 5088 members Mstep: Class 7 contains 8873 members Mstep: Class 8 contains 757 members Mstep: Class 9 contains 14031 members Mstep: Class 10 contains 8605 members Mstep: Class 12 contains 705 members Mstep: Class 13 contains 2477 members Mstep: Class 14 contains 13034 members Mstep: Class 15 contains 3640 members Mstep: Class 16 contains 3208 members Mstep: Class 17 contains 893 members Mstep: Class 18 contains 5488 members Entering Unmasked Estep ConsiderDeletion Score: -7229124.000000 Penalty: 31164.371094 Iteration 37Q: 18 clusters Score -7229124 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 2358 members Mstep: Class 3 contains 1728 members Mstep: Class 4 contains 2883 members Mstep: Class 5 contains 2760 members Mstep: Class 6 contains 5017 members Mstep: Class 7 contains 8959 members Mstep: Class 8 contains 757 members Mstep: Class 9 contains 14059 members Mstep: Class 10 contains 8605 members Mstep: Class 12 contains 705 members Mstep: Class 13 contains 2621 members Mstep: Class 14 contains 13011 members Mstep: Class 15 contains 3642 members Mstep: Class 16 contains 3193 members Mstep: Class 17 contains 895 members Mstep: Class 18 contains 5488 members Entering Unmasked Estep ConsiderDeletion Score: -7229463.500000 Penalty: 31164.371094 Iteration 38Q: 18 clusters Score -7229464 nChanged 294 Entering ConstructFrom: Score: -7229463.500000 Penalty: 31164.371094 Entering ConstructFrom: Trying to split cluster 1 (2626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Entering Unmasked Estep Score: -251228.703125 Penalty: 1279.397827 Iteration 0F: 2 clusters Score -251228.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -248761.781250 Penalty: 2558.795654 Iteration 0F: 3 clusters Score -248761.8 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -249380.406250 Penalty: 2558.795654 Iteration 1F: 3 clusters Score -249380.4 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -249512.359375 Penalty: 2558.795654 Iteration 2F: 3 clusters Score -249512.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -249562.578125 Penalty: 2558.795654 Iteration 3Q: 3 clusters Score -249562.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -249595.109375 Penalty: 2558.795654 Iteration 4Q: 3 clusters Score -249595.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -249615.671875 Penalty: 2558.795654 Iteration 5Q: 3 clusters Score -249615.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -249644.421875 Penalty: 2558.795654 Iteration 6Q: 3 clusters Score -249644.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -249665.515625 Penalty: 2558.795654 Iteration 7Q: 3 clusters Score -249665.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -249676.656250 Penalty: 2558.795654 Iteration 8Q: 3 clusters Score -249676.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -249687.000000 Penalty: 2558.795654 Iteration 9Q: 3 clusters Score -249687 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -249694.859375 Penalty: 2558.795654 Iteration 10Q: 3 clusters Score -249694.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -249697.796875 Penalty: 2558.795654 Iteration 11Q: 3 clusters Score -249697.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -249700.484375 Penalty: 2558.795654 Iteration 12Q: 3 clusters Score -249700.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -249704.359375 Penalty: 2558.795654 Iteration 13Q: 3 clusters Score -249704.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -249708.015625 Penalty: 2558.795654 Iteration 14Q: 3 clusters Score -249708 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -249717.093750 Penalty: 2558.795654 Iteration 15Q: 3 clusters Score -249717.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -249722.953125 Penalty: 2558.795654 Iteration 16Q: 3 clusters Score -249723 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -249731.140625 Penalty: 2558.795654 Iteration 17Q: 3 clusters Score -249731.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -249737.250000 Penalty: 2558.795654 Iteration 18Q: 3 clusters Score -249737.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -249740.343750 Penalty: 2558.795654 Iteration 19Q: 3 clusters Score -249740.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -249744.656250 Penalty: 2558.795654 Iteration 20F: 3 clusters Score -249744.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -249750.390625 Penalty: 2558.795654 Iteration 21Q: 3 clusters Score -249750.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -249754.718750 Penalty: 2558.795654 Iteration 22Q: 3 clusters Score -249754.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -249759.359375 Penalty: 2558.795654 Iteration 23Q: 3 clusters Score -249759.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -249762.562500 Penalty: 2558.795654 Iteration 24Q: 3 clusters Score -249762.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -249766.843750 Penalty: 2558.795654 Iteration 25Q: 3 clusters Score -249766.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -249771.281250 Penalty: 2558.795654 Iteration 26Q: 3 clusters Score -249771.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -249776.562500 Penalty: 2558.795654 Iteration 27Q: 3 clusters Score -249776.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -249781.765625 Penalty: 2558.795654 Iteration 28Q: 3 clusters Score -249781.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -249786.921875 Penalty: 2558.795654 Iteration 29Q: 3 clusters Score -249786.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -249791.625000 Penalty: 2558.795654 Iteration 30Q: 3 clusters Score -249791.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -249796.765625 Penalty: 2558.795654 Iteration 31Q: 3 clusters Score -249796.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -249802.656250 Penalty: 2558.795654 Iteration 32Q: 3 clusters Score -249802.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -249811.281250 Penalty: 2558.795654 Iteration 33Q: 3 clusters Score -249811.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -249819.718750 Penalty: 2558.795654 Iteration 34Q: 3 clusters Score -249819.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -249825.406250 Penalty: 2558.795654 Iteration 35Q: 3 clusters Score -249825.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -249831.093750 Penalty: 2558.795654 Iteration 36Q: 3 clusters Score -249831.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -249836.640625 Penalty: 2558.795654 Iteration 37Q: 3 clusters Score -249836.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -249841.062500 Penalty: 2558.795654 Iteration 38Q: 3 clusters Score -249841.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -249845.921875 Penalty: 2558.795654 Iteration 39Q: 3 clusters Score -249845.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -249848.765625 Penalty: 2558.795654 Iteration 40F: 3 clusters Score -249848.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -249851.234375 Penalty: 2558.795654 Iteration 41Q: 3 clusters Score -249851.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -249855.968750 Penalty: 2558.795654 Iteration 42Q: 3 clusters Score -249856 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -249861.296875 Penalty: 2558.795654 Iteration 43Q: 3 clusters Score -249861.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -249867.781250 Penalty: 2558.795654 Iteration 44Q: 3 clusters Score -249867.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -249874.390625 Penalty: 2558.795654 Iteration 45Q: 3 clusters Score -249874.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -249884.765625 Penalty: 2558.795654 Iteration 46Q: 3 clusters Score -249884.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -249892.234375 Penalty: 2558.795654 Iteration 47Q: 3 clusters Score -249892.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -249900.500000 Penalty: 2558.795654 Iteration 48Q: 3 clusters Score -249900.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -249907.875000 Penalty: 2558.795654 Iteration 49Q: 3 clusters Score -249907.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -249917.234375 Penalty: 2558.795654 Iteration 50Q: 3 clusters Score -249917.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -249930.515625 Penalty: 2558.795654 Iteration 51Q: 3 clusters Score -249930.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -249943.171875 Penalty: 2558.795654 Iteration 52Q: 3 clusters Score -249943.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -249955.609375 Penalty: 2558.795654 Iteration 53Q: 3 clusters Score -249955.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -249965.000000 Penalty: 2558.795654 Iteration 54Q: 3 clusters Score -249965 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -249975.109375 Penalty: 2558.795654 Iteration 55Q: 3 clusters Score -249975.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -249984.609375 Penalty: 2558.795654 Iteration 56Q: 3 clusters Score -249984.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -249994.187500 Penalty: 2558.795654 Iteration 57Q: 3 clusters Score -249994.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -250005.828125 Penalty: 2558.795654 Iteration 58Q: 3 clusters Score -250005.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -250012.484375 Penalty: 2558.795654 Iteration 59Q: 3 clusters Score -250012.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -250019.718750 Penalty: 2558.795654 Iteration 60F: 3 clusters Score -250019.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -250023.421875 Penalty: 2558.795654 Iteration 61Q: 3 clusters Score -250023.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -250028.968750 Penalty: 2558.795654 Iteration 62Q: 3 clusters Score -250029 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -250033.734375 Penalty: 2558.795654 Iteration 63Q: 3 clusters Score -250033.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -250040.593750 Penalty: 2558.795654 Iteration 64Q: 3 clusters Score -250040.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -250045.000000 Penalty: 2558.795654 Iteration 65Q: 3 clusters Score -250045 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -250050.500000 Penalty: 2558.795654 Iteration 66Q: 3 clusters Score -250050.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -250054.890625 Penalty: 2558.795654 Iteration 67Q: 3 clusters Score -250054.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -250057.156250 Penalty: 2558.795654 Iteration 68Q: 3 clusters Score -250057.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -250059.625000 Penalty: 2558.795654 Iteration 69Q: 3 clusters Score -250059.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -250063.765625 Penalty: 2558.795654 Iteration 70Q: 3 clusters Score -250063.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -250067.421875 Penalty: 2558.795654 Iteration 71Q: 3 clusters Score -250067.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -250069.921875 Penalty: 2558.795654 Iteration 72Q: 3 clusters Score -250069.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -250071.906250 Penalty: 2558.795654 Iteration 73Q: 3 clusters Score -250071.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -250076.187500 Penalty: 2558.795654 Iteration 74Q: 3 clusters Score -250076.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -250078.203125 Penalty: 2558.795654 Iteration 75Q: 3 clusters Score -250078.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -250080.625000 Penalty: 2558.795654 Iteration 76Q: 3 clusters Score -250080.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -250084.656250 Penalty: 2558.795654 Iteration 77Q: 3 clusters Score -250084.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -250089.359375 Penalty: 2558.795654 Iteration 78Q: 3 clusters Score -250089.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -250094.343750 Penalty: 2558.795654 Iteration 79Q: 3 clusters Score -250094.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -250104.781250 Penalty: 2558.795654 Iteration 80F: 3 clusters Score -250104.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -250111.328125 Penalty: 2558.795654 Iteration 81Q: 3 clusters Score -250111.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -250116.375000 Penalty: 2558.795654 Iteration 82Q: 3 clusters Score -250116.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -250119.234375 Penalty: 2558.795654 Iteration 83Q: 3 clusters Score -250119.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -250119.875000 Penalty: 2558.795654 Iteration 84Q: 3 clusters Score -250119.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -250120.796875 Penalty: 2558.795654 Iteration 85Q: 3 clusters Score -250120.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -250122.156250 Penalty: 2558.795654 Iteration 86Q: 3 clusters Score -250122.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -250122.750000 Penalty: 2558.795654 Iteration 87Q: 3 clusters Score -250122.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -250122.750000 Penalty: 2558.795654 Iteration 88F: 3 clusters Score -250122.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2201 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Entering Unmasked Estep Score: -195224.640625 Penalty: 1250.708374 Iteration 0F: 2 clusters Score -195224.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -192995.250000 Penalty: 2501.416748 Iteration 0F: 3 clusters Score -192995.2 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -193682.421875 Penalty: 2501.416748 Iteration 1F: 3 clusters Score -193682.4 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -194009.171875 Penalty: 2501.416748 Iteration 2F: 3 clusters Score -194009.2 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -194250.093750 Penalty: 2501.416748 Iteration 3F: 3 clusters Score -194250.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -194426.671875 Penalty: 2501.416748 Iteration 4F: 3 clusters Score -194426.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -194557.921875 Penalty: 2501.416748 Iteration 5F: 3 clusters Score -194557.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -194630.859375 Penalty: 2501.416748 Iteration 6Q: 3 clusters Score -194630.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -194676.359375 Penalty: 2501.416748 Iteration 7Q: 3 clusters Score -194676.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -194701.765625 Penalty: 2501.416748 Iteration 8Q: 3 clusters Score -194701.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -194723.031250 Penalty: 2501.416748 Iteration 9Q: 3 clusters Score -194723 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -194741.609375 Penalty: 2501.416748 Iteration 10Q: 3 clusters Score -194741.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -194763.437500 Penalty: 2501.416748 Iteration 11Q: 3 clusters Score -194763.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -194787.078125 Penalty: 2501.416748 Iteration 12Q: 3 clusters Score -194787.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -194804.828125 Penalty: 2501.416748 Iteration 13Q: 3 clusters Score -194804.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -194823.125000 Penalty: 2501.416748 Iteration 14Q: 3 clusters Score -194823.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -194838.625000 Penalty: 2501.416748 Iteration 15Q: 3 clusters Score -194838.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -194856.406250 Penalty: 2501.416748 Iteration 16Q: 3 clusters Score -194856.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -194879.390625 Penalty: 2501.416748 Iteration 17Q: 3 clusters Score -194879.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -194902.718750 Penalty: 2501.416748 Iteration 18Q: 3 clusters Score -194902.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -194919.671875 Penalty: 2501.416748 Iteration 19Q: 3 clusters Score -194919.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -194937.328125 Penalty: 2501.416748 Iteration 20F: 3 clusters Score -194937.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -194957.656250 Penalty: 2501.416748 Iteration 21Q: 3 clusters Score -194957.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -194978.187500 Penalty: 2501.416748 Iteration 22Q: 3 clusters Score -194978.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -194989.656250 Penalty: 2501.416748 Iteration 23Q: 3 clusters Score -194989.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -195005.843750 Penalty: 2501.416748 Iteration 24Q: 3 clusters Score -195005.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -195024.000000 Penalty: 2501.416748 Iteration 25Q: 3 clusters Score -195024 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -195050.062500 Penalty: 2501.416748 Iteration 26Q: 3 clusters Score -195050.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -195063.875000 Penalty: 2501.416748 Iteration 27Q: 3 clusters Score -195063.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -195078.453125 Penalty: 2501.416748 Iteration 28Q: 3 clusters Score -195078.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -195089.828125 Penalty: 2501.416748 Iteration 29Q: 3 clusters Score -195089.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -195103.828125 Penalty: 2501.416748 Iteration 30Q: 3 clusters Score -195103.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -195115.515625 Penalty: 2501.416748 Iteration 31Q: 3 clusters Score -195115.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -195127.750000 Penalty: 2501.416748 Iteration 32Q: 3 clusters Score -195127.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -195138.140625 Penalty: 2501.416748 Iteration 33Q: 3 clusters Score -195138.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -195146.328125 Penalty: 2501.416748 Iteration 34Q: 3 clusters Score -195146.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -195160.421875 Penalty: 2501.416748 Iteration 35Q: 3 clusters Score -195160.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -195173.062500 Penalty: 2501.416748 Iteration 36Q: 3 clusters Score -195173.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -195183.578125 Penalty: 2501.416748 Iteration 37Q: 3 clusters Score -195183.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -195194.484375 Penalty: 2501.416748 Iteration 38Q: 3 clusters Score -195194.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -195207.546875 Penalty: 2501.416748 Iteration 39Q: 3 clusters Score -195207.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -195210.765625 Penalty: 2501.416748 Iteration 40F: 3 clusters Score -195210.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -195213.187500 Penalty: 2501.416748 Iteration 41Q: 3 clusters Score -195213.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -195217.578125 Penalty: 2501.416748 Iteration 42Q: 3 clusters Score -195217.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -195224.421875 Penalty: 2501.416748 Iteration 43Q: 3 clusters Score -195224.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -195234.375000 Penalty: 2501.416748 Iteration 44Q: 3 clusters Score -195234.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -195236.843750 Penalty: 2501.416748 Iteration 45Q: 3 clusters Score -195236.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -195242.296875 Penalty: 2501.416748 Iteration 46Q: 3 clusters Score -195242.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -195247.359375 Penalty: 2501.416748 Iteration 47Q: 3 clusters Score -195247.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -195255.250000 Penalty: 2501.416748 Iteration 48Q: 3 clusters Score -195255.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -195262.312500 Penalty: 2501.416748 Iteration 49Q: 3 clusters Score -195262.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -195266.078125 Penalty: 2501.416748 Iteration 50Q: 3 clusters Score -195266.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -195273.312500 Penalty: 2501.416748 Iteration 51Q: 3 clusters Score -195273.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -195278.046875 Penalty: 2501.416748 Iteration 52Q: 3 clusters Score -195278 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -195289.671875 Penalty: 2501.416748 Iteration 53Q: 3 clusters Score -195289.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -195308.984375 Penalty: 2501.416748 Iteration 54Q: 3 clusters Score -195309 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -195323.593750 Penalty: 2501.416748 Iteration 55Q: 3 clusters Score -195323.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -195345.812500 Penalty: 2501.416748 Iteration 56Q: 3 clusters Score -195345.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -195391.671875 Penalty: 2501.416748 Iteration 57Q: 3 clusters Score -195391.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -195421.390625 Penalty: 2501.416748 Iteration 58Q: 3 clusters Score -195421.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -195443.671875 Penalty: 2501.416748 Iteration 59Q: 3 clusters Score -195443.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -195449.406250 Penalty: 2501.416748 Iteration 60F: 3 clusters Score -195449.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -195461.156250 Penalty: 2501.416748 Iteration 61Q: 3 clusters Score -195461.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -195473.687500 Penalty: 2501.416748 Iteration 62Q: 3 clusters Score -195473.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -195482.000000 Penalty: 2501.416748 Iteration 63Q: 3 clusters Score -195482 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -195486.828125 Penalty: 2501.416748 Iteration 64Q: 3 clusters Score -195486.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -195489.734375 Penalty: 2501.416748 Iteration 65Q: 3 clusters Score -195489.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -195489.734375 Penalty: 2501.416748 Iteration 66F: 3 clusters Score -195489.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 320 members Mstep: Class 3 contains 1736 members Mstep: Class 4 contains 2909 members Mstep: Class 5 contains 2758 members Mstep: Class 6 contains 4974 members Mstep: Class 7 contains 9009 members Mstep: Class 8 contains 757 members Mstep: Class 9 contains 14099 members Mstep: Class 10 contains 8604 members Mstep: Class 11 contains 1881 members Mstep: Class 12 contains 708 members Mstep: Class 13 contains 2725 members Mstep: Class 14 contains 12990 members Mstep: Class 15 contains 3643 members Mstep: Class 16 contains 3183 members Mstep: Class 17 contains 897 members Mstep: Class 18 contains 5486 members Entering Unmasked Estep Score: -7229252.500000 Penalty: 32997.570312 Splitting cluster 2 changes total score from -7229463.500000 to -7229252.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (1736 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Entering Unmasked Estep Score: -145486.562500 Penalty: 1212.142578 Iteration 0F: 2 clusters Score -145486.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -143609.515625 Penalty: 2424.285156 Iteration 0F: 3 clusters Score -143609.5 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -144128.343750 Penalty: 2424.285156 Iteration 1F: 3 clusters Score -144128.3 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -144308.390625 Penalty: 2424.285156 Iteration 2F: 3 clusters Score -144308.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -144402.421875 Penalty: 2424.285156 Iteration 3F: 3 clusters Score -144402.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -144472.078125 Penalty: 2424.285156 Iteration 4Q: 3 clusters Score -144472.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -144527.781250 Penalty: 2424.285156 Iteration 5Q: 3 clusters Score -144527.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -144567.453125 Penalty: 2424.285156 Iteration 6Q: 3 clusters Score -144567.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -144592.437500 Penalty: 2424.285156 Iteration 7Q: 3 clusters Score -144592.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -144607.640625 Penalty: 2424.285156 Iteration 8Q: 3 clusters Score -144607.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -144627.796875 Penalty: 2424.285156 Iteration 9Q: 3 clusters Score -144627.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -144649.500000 Penalty: 2424.285156 Iteration 10Q: 3 clusters Score -144649.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -144668.562500 Penalty: 2424.285156 Iteration 11Q: 3 clusters Score -144668.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -144703.625000 Penalty: 2424.285156 Iteration 12Q: 3 clusters Score -144703.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -144727.875000 Penalty: 2424.285156 Iteration 13Q: 3 clusters Score -144727.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -144741.421875 Penalty: 2424.285156 Iteration 14Q: 3 clusters Score -144741.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -144761.375000 Penalty: 2424.285156 Iteration 15Q: 3 clusters Score -144761.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -144789.343750 Penalty: 2424.285156 Iteration 16Q: 3 clusters Score -144789.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -144815.250000 Penalty: 2424.285156 Iteration 17Q: 3 clusters Score -144815.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -144836.140625 Penalty: 2424.285156 Iteration 18Q: 3 clusters Score -144836.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -144856.937500 Penalty: 2424.285156 Iteration 19Q: 3 clusters Score -144856.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -144873.218750 Penalty: 2424.285156 Iteration 20F: 3 clusters Score -144873.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -144886.421875 Penalty: 2424.285156 Iteration 21Q: 3 clusters Score -144886.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -144892.281250 Penalty: 2424.285156 Iteration 22Q: 3 clusters Score -144892.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -144898.218750 Penalty: 2424.285156 Iteration 23Q: 3 clusters Score -144898.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -144904.250000 Penalty: 2424.285156 Iteration 24Q: 3 clusters Score -144904.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -144906.437500 Penalty: 2424.285156 Iteration 25Q: 3 clusters Score -144906.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -144908.968750 Penalty: 2424.285156 Iteration 26Q: 3 clusters Score -144909 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -144912.796875 Penalty: 2424.285156 Iteration 27Q: 3 clusters Score -144912.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -144915.140625 Penalty: 2424.285156 Iteration 28Q: 3 clusters Score -144915.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -144916.687500 Penalty: 2424.285156 Iteration 29Q: 3 clusters Score -144916.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -144917.093750 Penalty: 2424.285156 Iteration 30Q: 3 clusters Score -144917.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -144917.343750 Penalty: 2424.285156 Iteration 31Q: 3 clusters Score -144917.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -144917.343750 Penalty: 2424.285156 Iteration 32F: 3 clusters Score -144917.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2909 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Entering Unmasked Estep Score: -273503.875000 Penalty: 1296.029175 Iteration 0F: 2 clusters Score -273503.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -270827.187500 Penalty: 2592.058350 Iteration 0F: 3 clusters Score -270827.2 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -271441.781250 Penalty: 2592.058350 Iteration 1F: 3 clusters Score -271441.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -271588.500000 Penalty: 2592.058350 Iteration 2F: 3 clusters Score -271588.5 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -271722.562500 Penalty: 2592.058350 Iteration 3F: 3 clusters Score -271722.6 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -271859.281250 Penalty: 2592.058350 Iteration 4F: 3 clusters Score -271859.3 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -271980.531250 Penalty: 2592.058350 Iteration 5F: 3 clusters Score -271980.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -272102.687500 Penalty: 2592.058350 Iteration 6Q: 3 clusters Score -272102.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -272227.031250 Penalty: 2592.058350 Iteration 7F: 3 clusters Score -272227 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -272346.843750 Penalty: 2592.058350 Iteration 8Q: 3 clusters Score -272346.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -272417.031250 Penalty: 2592.058350 Iteration 9Q: 3 clusters Score -272417 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -272465.218750 Penalty: 2592.058350 Iteration 10Q: 3 clusters Score -272465.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -272496.343750 Penalty: 2592.058350 Iteration 11Q: 3 clusters Score -272496.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -272522.562500 Penalty: 2592.058350 Iteration 12Q: 3 clusters Score -272522.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -272536.375000 Penalty: 2592.058350 Iteration 13Q: 3 clusters Score -272536.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -272544.718750 Penalty: 2592.058350 Iteration 14Q: 3 clusters Score -272544.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -272549.593750 Penalty: 2592.058350 Iteration 15Q: 3 clusters Score -272549.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -272555.500000 Penalty: 2592.058350 Iteration 16Q: 3 clusters Score -272555.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -272557.843750 Penalty: 2592.058350 Iteration 17Q: 3 clusters Score -272557.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -272560.593750 Penalty: 2592.058350 Iteration 18Q: 3 clusters Score -272560.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -272563.437500 Penalty: 2592.058350 Iteration 19Q: 3 clusters Score -272563.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -272564.531250 Penalty: 2592.058350 Iteration 20F: 3 clusters Score -272564.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -272566.718750 Penalty: 2592.058350 Iteration 21Q: 3 clusters Score -272566.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -272568.593750 Penalty: 2592.058350 Iteration 22Q: 3 clusters Score -272568.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -272569.937500 Penalty: 2592.058350 Iteration 23Q: 3 clusters Score -272569.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -272569.843750 Penalty: 2592.058350 Iteration 24Q: 3 clusters Score -272569.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -272570.468750 Penalty: 2592.058350 Iteration 25Q: 3 clusters Score -272570.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -272571.656250 Penalty: 2592.058350 Iteration 26Q: 3 clusters Score -272571.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -272572.062500 Penalty: 2592.058350 Iteration 27Q: 3 clusters Score -272572.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -272572.000000 Penalty: 2592.058350 Iteration 28Q: 3 clusters Score -272572 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -272572.000000 Penalty: 2592.058350 Iteration 29F: 3 clusters Score -272572 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2758 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Entering Unmasked Estep Score: -250340.234375 Penalty: 1287.367432 Iteration 0F: 2 clusters Score -250340.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -247766.687500 Penalty: 2574.734863 Iteration 0F: 3 clusters Score -247766.7 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -248344.515625 Penalty: 2574.734863 Iteration 1F: 3 clusters Score -248344.5 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -248490.390625 Penalty: 2574.734863 Iteration 2F: 3 clusters Score -248490.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -248581.968750 Penalty: 2574.734863 Iteration 3F: 3 clusters Score -248582 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -248633.359375 Penalty: 2574.734863 Iteration 4Q: 3 clusters Score -248633.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -248673.140625 Penalty: 2574.734863 Iteration 5Q: 3 clusters Score -248673.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -248708.531250 Penalty: 2574.734863 Iteration 6Q: 3 clusters Score -248708.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -248750.515625 Penalty: 2574.734863 Iteration 7Q: 3 clusters Score -248750.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -248790.531250 Penalty: 2574.734863 Iteration 8Q: 3 clusters Score -248790.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -248829.265625 Penalty: 2574.734863 Iteration 9Q: 3 clusters Score -248829.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -248873.625000 Penalty: 2574.734863 Iteration 10Q: 3 clusters Score -248873.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -248925.546875 Penalty: 2574.734863 Iteration 11Q: 3 clusters Score -248925.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -248979.781250 Penalty: 2574.734863 Iteration 12Q: 3 clusters Score -248979.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -249018.953125 Penalty: 2574.734863 Iteration 13Q: 3 clusters Score -249019 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -249053.343750 Penalty: 2574.734863 Iteration 14Q: 3 clusters Score -249053.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -249092.281250 Penalty: 2574.734863 Iteration 15Q: 3 clusters Score -249092.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -249117.750000 Penalty: 2574.734863 Iteration 16Q: 3 clusters Score -249117.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -249138.531250 Penalty: 2574.734863 Iteration 17Q: 3 clusters Score -249138.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -249152.250000 Penalty: 2574.734863 Iteration 18Q: 3 clusters Score -249152.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -249164.562500 Penalty: 2574.734863 Iteration 19Q: 3 clusters Score -249164.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -249183.437500 Penalty: 2574.734863 Iteration 20F: 3 clusters Score -249183.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -249202.765625 Penalty: 2574.734863 Iteration 21Q: 3 clusters Score -249202.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -249218.062500 Penalty: 2574.734863 Iteration 22Q: 3 clusters Score -249218.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -249241.328125 Penalty: 2574.734863 Iteration 23Q: 3 clusters Score -249241.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -249264.656250 Penalty: 2574.734863 Iteration 24Q: 3 clusters Score -249264.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -249306.562500 Penalty: 2574.734863 Iteration 25Q: 3 clusters Score -249306.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -249356.156250 Penalty: 2574.734863 Iteration 26Q: 3 clusters Score -249356.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -249406.484375 Penalty: 2574.734863 Iteration 27Q: 3 clusters Score -249406.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -249438.609375 Penalty: 2574.734863 Iteration 28Q: 3 clusters Score -249438.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -249468.984375 Penalty: 2574.734863 Iteration 29Q: 3 clusters Score -249469 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -249500.421875 Penalty: 2574.734863 Iteration 30Q: 3 clusters Score -249500.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -249539.843750 Penalty: 2574.734863 Iteration 31Q: 3 clusters Score -249539.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -249579.015625 Penalty: 2574.734863 Iteration 32Q: 3 clusters Score -249579 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -249612.453125 Penalty: 2574.734863 Iteration 33Q: 3 clusters Score -249612.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -249639.000000 Penalty: 2574.734863 Iteration 34Q: 3 clusters Score -249639 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -249665.265625 Penalty: 2574.734863 Iteration 35Q: 3 clusters Score -249665.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -249689.921875 Penalty: 2574.734863 Iteration 36Q: 3 clusters Score -249689.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -249713.218750 Penalty: 2574.734863 Iteration 37Q: 3 clusters Score -249713.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -249744.828125 Penalty: 2574.734863 Iteration 38Q: 3 clusters Score -249744.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -249779.156250 Penalty: 2574.734863 Iteration 39Q: 3 clusters Score -249779.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -249805.484375 Penalty: 2574.734863 Iteration 40F: 3 clusters Score -249805.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -249826.140625 Penalty: 2574.734863 Iteration 41Q: 3 clusters Score -249826.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -249851.250000 Penalty: 2574.734863 Iteration 42Q: 3 clusters Score -249851.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -249888.656250 Penalty: 2574.734863 Iteration 43Q: 3 clusters Score -249888.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -249922.781250 Penalty: 2574.734863 Iteration 44Q: 3 clusters Score -249922.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -249955.796875 Penalty: 2574.734863 Iteration 45Q: 3 clusters Score -249955.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -249969.812500 Penalty: 2574.734863 Iteration 46Q: 3 clusters Score -249969.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -249978.906250 Penalty: 2574.734863 Iteration 47Q: 3 clusters Score -249978.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -249986.125000 Penalty: 2574.734863 Iteration 48Q: 3 clusters Score -249986.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -249990.796875 Penalty: 2574.734863 Iteration 49Q: 3 clusters Score -249990.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -249991.500000 Penalty: 2574.734863 Iteration 50Q: 3 clusters Score -249991.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -249992.843750 Penalty: 2574.734863 Iteration 51Q: 3 clusters Score -249992.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -249993.390625 Penalty: 2574.734863 Iteration 52Q: 3 clusters Score -249993.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -249993.390625 Penalty: 2574.734863 Iteration 53F: 3 clusters Score -249993.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4974 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Entering Unmasked Estep Score: -472201.812500 Penalty: 1383.196777 Iteration 0F: 2 clusters Score -472201.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -468278.562500 Penalty: 2766.393555 Iteration 0F: 3 clusters Score -468278.6 nChanged 1961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -469363.250000 Penalty: 2766.393555 Iteration 1F: 3 clusters Score -469363.2 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -469660.406250 Penalty: 2766.393555 Iteration 2F: 3 clusters Score -469660.4 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -469937.031250 Penalty: 2766.393555 Iteration 3F: 3 clusters Score -469937 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -470242.156250 Penalty: 2766.393555 Iteration 4F: 3 clusters Score -470242.2 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -470535.187500 Penalty: 2766.393555 Iteration 5F: 3 clusters Score -470535.2 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -470847.468750 Penalty: 2766.393555 Iteration 6F: 3 clusters Score -470847.5 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -471182.656250 Penalty: 2766.393555 Iteration 7F: 3 clusters Score -471182.7 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -471446.187500 Penalty: 2766.393555 Iteration 8F: 3 clusters Score -471446.2 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -471660.031250 Penalty: 2766.393555 Iteration 9Q: 3 clusters Score -471660 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -471795.593750 Penalty: 2766.393555 Iteration 10Q: 3 clusters Score -471795.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -471886.875000 Penalty: 2766.393555 Iteration 11Q: 3 clusters Score -471886.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -471945.437500 Penalty: 2766.393555 Iteration 12Q: 3 clusters Score -471945.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -472027.250000 Penalty: 2766.393555 Iteration 13Q: 3 clusters Score -472027.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -472092.500000 Penalty: 2766.393555 Iteration 14Q: 3 clusters Score -472092.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -472129.312500 Penalty: 2766.393555 Iteration 15Q: 3 clusters Score -472129.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -472150.562500 Penalty: 2766.393555 Iteration 16Q: 3 clusters Score -472150.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -472160.093750 Penalty: 2766.393555 Iteration 17Q: 3 clusters Score -472160.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -472163.500000 Penalty: 2766.393555 Iteration 18Q: 3 clusters Score -472163.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -472165.062500 Penalty: 2766.393555 Iteration 19Q: 3 clusters Score -472165.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -472166.843750 Penalty: 2766.393555 Iteration 20F: 3 clusters Score -472166.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -472168.062500 Penalty: 2766.393555 Iteration 21Q: 3 clusters Score -472168.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -472168.156250 Penalty: 2766.393555 Iteration 22Q: 3 clusters Score -472168.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -472169.718750 Penalty: 2766.393555 Iteration 23Q: 3 clusters Score -472169.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -472170.250000 Penalty: 2766.393555 Iteration 24Q: 3 clusters Score -472170.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -472171.093750 Penalty: 2766.393555 Iteration 25Q: 3 clusters Score -472171.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -472170.687500 Penalty: 2766.393555 Iteration 26Q: 3 clusters Score -472170.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -472170.687500 Penalty: 2766.393555 Iteration 27F: 3 clusters Score -472170.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (9009 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9009 members Entering Unmasked Estep Score: -871976.625000 Penalty: 1479.721558 Iteration 0F: 2 clusters Score -871976.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 4538 members Entering Unmasked Estep Score: -865384.187500 Penalty: 2959.443115 Iteration 0F: 3 clusters Score -865384.2 nChanged 3865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -867551.750000 Penalty: 2959.443115 Iteration 1F: 3 clusters Score -867551.8 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 4572 members Entering Unmasked Estep Score: -867836.937500 Penalty: 2959.443115 Iteration 2F: 3 clusters Score -867836.9 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -868048.187500 Penalty: 2959.443115 Iteration 3F: 3 clusters Score -868048.2 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -868249.687500 Penalty: 2959.443115 Iteration 4Q: 3 clusters Score -868249.7 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -868448.312500 Penalty: 2959.443115 Iteration 5Q: 3 clusters Score -868448.3 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -868659.312500 Penalty: 2959.443115 Iteration 6Q: 3 clusters Score -868659.3 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -868896.125000 Penalty: 2959.443115 Iteration 7Q: 3 clusters Score -868896.1 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -869158.375000 Penalty: 2959.443115 Iteration 8Q: 3 clusters Score -869158.4 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -869452.000000 Penalty: 2959.443115 Iteration 9Q: 3 clusters Score -869452 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -869705.250000 Penalty: 2959.443115 Iteration 10Q: 3 clusters Score -869705.2 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -869936.187500 Penalty: 2959.443115 Iteration 11Q: 3 clusters Score -869936.2 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -870154.937500 Penalty: 2959.443115 Iteration 12Q: 3 clusters Score -870154.9 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 5083 members Entering Unmasked Estep Score: -870326.625000 Penalty: 2959.443115 Iteration 13Q: 3 clusters Score -870326.6 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 5100 members Entering Unmasked Estep Score: -870477.062500 Penalty: 2959.443115 Iteration 14Q: 3 clusters Score -870477.1 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -870586.125000 Penalty: 2959.443115 Iteration 15Q: 3 clusters Score -870586.1 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 5172 members Entering Unmasked Estep Score: -870675.250000 Penalty: 2959.443115 Iteration 16Q: 3 clusters Score -870675.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -870745.750000 Penalty: 2959.443115 Iteration 17Q: 3 clusters Score -870745.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 5305 members Entering Unmasked Estep Score: -870796.375000 Penalty: 2959.443115 Iteration 18Q: 3 clusters Score -870796.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 5351 members Entering Unmasked Estep Score: -870832.125000 Penalty: 2959.443115 Iteration 19Q: 3 clusters Score -870832.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 5389 members Entering Unmasked Estep Score: -870859.375000 Penalty: 2959.443115 Iteration 20F: 3 clusters Score -870859.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 5419 members Entering Unmasked Estep Score: -870875.000000 Penalty: 2959.443115 Iteration 21Q: 3 clusters Score -870875 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -870882.937500 Penalty: 2959.443115 Iteration 22Q: 3 clusters Score -870882.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 5482 members Entering Unmasked Estep Score: -870896.625000 Penalty: 2959.443115 Iteration 23Q: 3 clusters Score -870896.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 5516 members Entering Unmasked Estep Score: -870909.437500 Penalty: 2959.443115 Iteration 24Q: 3 clusters Score -870909.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -870919.687500 Penalty: 2959.443115 Iteration 25Q: 3 clusters Score -870919.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 5582 members Entering Unmasked Estep Score: -870928.375000 Penalty: 2959.443115 Iteration 26Q: 3 clusters Score -870928.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 5621 members Entering Unmasked Estep Score: -870938.562500 Penalty: 2959.443115 Iteration 27Q: 3 clusters Score -870938.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 5657 members Entering Unmasked Estep Score: -870951.125000 Penalty: 2959.443115 Iteration 28Q: 3 clusters Score -870951.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 5688 members Entering Unmasked Estep Score: -870962.812500 Penalty: 2959.443115 Iteration 29Q: 3 clusters Score -870962.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -870978.937500 Penalty: 2959.443115 Iteration 30Q: 3 clusters Score -870978.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -870992.000000 Penalty: 2959.443115 Iteration 31Q: 3 clusters Score -870992 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 5820 members Entering Unmasked Estep Score: -871012.937500 Penalty: 2959.443115 Iteration 32Q: 3 clusters Score -871012.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 5868 members Entering Unmasked Estep Score: -871029.125000 Penalty: 2959.443115 Iteration 33Q: 3 clusters Score -871029.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -871040.562500 Penalty: 2959.443115 Iteration 34Q: 3 clusters Score -871040.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 5948 members Entering Unmasked Estep Score: -871052.437500 Penalty: 2959.443115 Iteration 35Q: 3 clusters Score -871052.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 5988 members Entering Unmasked Estep Score: -871064.375000 Penalty: 2959.443115 Iteration 36Q: 3 clusters Score -871064.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 6022 members Entering Unmasked Estep Score: -871074.125000 Penalty: 2959.443115 Iteration 37Q: 3 clusters Score -871074.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 6050 members Entering Unmasked Estep Score: -871081.062500 Penalty: 2959.443115 Iteration 38Q: 3 clusters Score -871081.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 6073 members Entering Unmasked Estep Score: -871084.875000 Penalty: 2959.443115 Iteration 39Q: 3 clusters Score -871084.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 6096 members Entering Unmasked Estep Score: -871088.500000 Penalty: 2959.443115 Iteration 40F: 3 clusters Score -871088.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 6118 members Entering Unmasked Estep Score: -871090.812500 Penalty: 2959.443115 Iteration 41Q: 3 clusters Score -871090.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 6133 members Entering Unmasked Estep Score: -871094.937500 Penalty: 2959.443115 Iteration 42Q: 3 clusters Score -871094.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 6156 members Entering Unmasked Estep Score: -871099.625000 Penalty: 2959.443115 Iteration 43Q: 3 clusters Score -871099.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 6176 members Entering Unmasked Estep Score: -871101.562500 Penalty: 2959.443115 Iteration 44Q: 3 clusters Score -871101.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 6197 members Entering Unmasked Estep Score: -871105.250000 Penalty: 2959.443115 Iteration 45Q: 3 clusters Score -871105.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 6213 members Entering Unmasked Estep Score: -871110.375000 Penalty: 2959.443115 Iteration 46Q: 3 clusters Score -871110.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 6227 members Entering Unmasked Estep Score: -871111.000000 Penalty: 2959.443115 Iteration 47Q: 3 clusters Score -871111 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 6243 members Entering Unmasked Estep Score: -871114.062500 Penalty: 2959.443115 Iteration 48Q: 3 clusters Score -871114.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 6259 members Entering Unmasked Estep Score: -871117.812500 Penalty: 2959.443115 Iteration 49Q: 3 clusters Score -871117.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 6284 members Entering Unmasked Estep Score: -871123.687500 Penalty: 2959.443115 Iteration 50Q: 3 clusters Score -871123.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 6304 members Entering Unmasked Estep Score: -871132.250000 Penalty: 2959.443115 Iteration 51Q: 3 clusters Score -871132.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 6323 members Entering Unmasked Estep Score: -871136.937500 Penalty: 2959.443115 Iteration 52Q: 3 clusters Score -871136.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 6345 members Entering Unmasked Estep Score: -871143.625000 Penalty: 2959.443115 Iteration 53Q: 3 clusters Score -871143.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 6364 members Entering Unmasked Estep Score: -871147.687500 Penalty: 2959.443115 Iteration 54Q: 3 clusters Score -871147.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 6377 members Entering Unmasked Estep Score: -871151.062500 Penalty: 2959.443115 Iteration 55Q: 3 clusters Score -871151.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 6394 members Entering Unmasked Estep Score: -871156.625000 Penalty: 2959.443115 Iteration 56Q: 3 clusters Score -871156.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 6410 members Entering Unmasked Estep Score: -871158.250000 Penalty: 2959.443115 Iteration 57Q: 3 clusters Score -871158.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 6427 members Entering Unmasked Estep Score: -871160.187500 Penalty: 2959.443115 Iteration 58Q: 3 clusters Score -871160.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 6440 members Entering Unmasked Estep Score: -871163.000000 Penalty: 2959.443115 Iteration 59Q: 3 clusters Score -871163 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 6450 members Entering Unmasked Estep Score: -871167.250000 Penalty: 2959.443115 Iteration 60F: 3 clusters Score -871167.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -871167.937500 Penalty: 2959.443115 Iteration 61Q: 3 clusters Score -871167.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 6465 members Entering Unmasked Estep Score: -871168.687500 Penalty: 2959.443115 Iteration 62Q: 3 clusters Score -871168.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 6473 members Entering Unmasked Estep Score: -871167.937500 Penalty: 2959.443115 Iteration 63Q: 3 clusters Score -871167.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 6479 members Entering Unmasked Estep Score: -871168.062500 Penalty: 2959.443115 Iteration 64Q: 3 clusters Score -871168.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 6489 members Entering Unmasked Estep Score: -871171.500000 Penalty: 2959.443115 Iteration 65Q: 3 clusters Score -871171.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 6501 members Entering Unmasked Estep Score: -871175.062500 Penalty: 2959.443115 Iteration 66Q: 3 clusters Score -871175.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 6512 members Entering Unmasked Estep Score: -871176.687500 Penalty: 2959.443115 Iteration 67Q: 3 clusters Score -871176.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 6523 members Entering Unmasked Estep Score: -871177.875000 Penalty: 2959.443115 Iteration 68Q: 3 clusters Score -871177.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 6531 members Entering Unmasked Estep Score: -871179.812500 Penalty: 2959.443115 Iteration 69Q: 3 clusters Score -871179.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 6537 members Entering Unmasked Estep Score: -871183.000000 Penalty: 2959.443115 Iteration 70Q: 3 clusters Score -871183 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 6541 members Entering Unmasked Estep Score: -871183.375000 Penalty: 2959.443115 Iteration 71Q: 3 clusters Score -871183.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 6545 members Entering Unmasked Estep Score: -871181.000000 Penalty: 2959.443115 Iteration 72Q: 3 clusters Score -871181 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 6546 members Entering Unmasked Estep Score: -871182.437500 Penalty: 2959.443115 Iteration 73Q: 3 clusters Score -871182.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 6546 members Entering Unmasked Estep Score: -871182.437500 Penalty: 2959.443115 Iteration 74F: 3 clusters Score -871182.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (757 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Entering Unmasked Estep Score: -65349.578125 Penalty: 1077.271484 Iteration 0F: 2 clusters Score -65349.58 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 381 members Entering Unmasked Estep Score: -64176.605469 Penalty: 2154.542969 Iteration 0F: 3 clusters Score -64176.61 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -64848.359375 Penalty: 2154.542969 Iteration 1F: 3 clusters Score -64848.36 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -65508.019531 Penalty: 2154.542969 Iteration 2F: 3 clusters Score -65508.02 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -66276.445312 Penalty: 2154.542969 Iteration 3F: 3 clusters Score -66276.45 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -66749.804688 Penalty: 2154.542969 Iteration 4F: 3 clusters Score -66749.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -67316.156250 Penalty: 2154.542969 Iteration 5Q: 3 clusters Score -67316.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -67329.742188 Penalty: 2154.542969 Iteration 6Q: 3 clusters Score -67329.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -67329.742188 Penalty: 2154.542969 Iteration 7F: 3 clusters Score -67329.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2201 members Mstep: Class 3 contains 1736 members Mstep: Class 4 contains 2909 members Mstep: Class 5 contains 2758 members Mstep: Class 6 contains 4974 members Mstep: Class 7 contains 9009 members Mstep: Class 8 contains 433 members Mstep: Class 9 contains 14099 members Mstep: Class 10 contains 8604 members Mstep: Class 11 contains 324 members Mstep: Class 12 contains 708 members Mstep: Class 13 contains 2725 members Mstep: Class 14 contains 12990 members Mstep: Class 15 contains 3643 members Mstep: Class 16 contains 3183 members Mstep: Class 17 contains 897 members Mstep: Class 18 contains 5486 members Entering Unmasked Estep Score: -7230798.000000 Penalty: 32997.570312 Splitting cluster 8 changes total score from -7229463.500000 to -7230798.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 9 (14099 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14099 members Entering Unmasked Estep Score: -1312201.375000 Penalty: 1552.502075 Iteration 0F: 2 clusters Score -1312201 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6990 members Mstep: Class 2 contains 7109 members Entering Unmasked Estep Score: -1302517.625000 Penalty: 3105.004150 Iteration 0F: 3 clusters Score -1302518 nChanged 6145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6773 members Mstep: Class 2 contains 7326 members Entering Unmasked Estep Score: -1305890.625000 Penalty: 3105.004150 Iteration 1F: 3 clusters Score -1305891 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 7435 members Entering Unmasked Estep Score: -1306218.125000 Penalty: 3105.004150 Iteration 2F: 3 clusters Score -1306218 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6513 members Mstep: Class 2 contains 7586 members Entering Unmasked Estep Score: -1306592.125000 Penalty: 3105.004150 Iteration 3F: 3 clusters Score -1306592 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6293 members Mstep: Class 2 contains 7806 members Entering Unmasked Estep Score: -1307023.250000 Penalty: 3105.004150 Iteration 4F: 3 clusters Score -1307023 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6023 members Mstep: Class 2 contains 8076 members Entering Unmasked Estep Score: -1307510.625000 Penalty: 3105.004150 Iteration 5F: 3 clusters Score -1307511 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5791 members Mstep: Class 2 contains 8308 members Entering Unmasked Estep Score: -1308036.875000 Penalty: 3105.004150 Iteration 6F: 3 clusters Score -1308037 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5576 members Mstep: Class 2 contains 8523 members Entering Unmasked Estep Score: -1308624.375000 Penalty: 3105.004150 Iteration 7F: 3 clusters Score -1308624 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 8682 members Entering Unmasked Estep Score: -1309172.750000 Penalty: 3105.004150 Iteration 8F: 3 clusters Score -1309173 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 8728 members Entering Unmasked Estep Score: -1309509.875000 Penalty: 3105.004150 Iteration 9Q: 3 clusters Score -1309510 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5381 members Mstep: Class 2 contains 8718 members Entering Unmasked Estep Score: -1309696.375000 Penalty: 3105.004150 Iteration 10Q: 3 clusters Score -1309696 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5446 members Mstep: Class 2 contains 8653 members Entering Unmasked Estep Score: -1309815.500000 Penalty: 3105.004150 Iteration 11Q: 3 clusters Score -1309816 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5512 members Mstep: Class 2 contains 8587 members Entering Unmasked Estep Score: -1309884.875000 Penalty: 3105.004150 Iteration 12Q: 3 clusters Score -1309885 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5598 members Mstep: Class 2 contains 8501 members Entering Unmasked Estep Score: -1309948.250000 Penalty: 3105.004150 Iteration 13Q: 3 clusters Score -1309948 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5700 members Mstep: Class 2 contains 8399 members Entering Unmasked Estep Score: -1310000.500000 Penalty: 3105.004150 Iteration 14Q: 3 clusters Score -1310000 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5823 members Mstep: Class 2 contains 8276 members Entering Unmasked Estep Score: -1310063.125000 Penalty: 3105.004150 Iteration 15Q: 3 clusters Score -1310063 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 8166 members Entering Unmasked Estep Score: -1310121.625000 Penalty: 3105.004150 Iteration 16Q: 3 clusters Score -1310122 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6035 members Mstep: Class 2 contains 8064 members Entering Unmasked Estep Score: -1310163.500000 Penalty: 3105.004150 Iteration 17Q: 3 clusters Score -1310164 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6138 members Mstep: Class 2 contains 7961 members Entering Unmasked Estep Score: -1310206.875000 Penalty: 3105.004150 Iteration 18Q: 3 clusters Score -1310207 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 7879 members Entering Unmasked Estep Score: -1310237.125000 Penalty: 3105.004150 Iteration 19Q: 3 clusters Score -1310237 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 7816 members Entering Unmasked Estep Score: -1310263.500000 Penalty: 3105.004150 Iteration 20F: 3 clusters Score -1310264 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6342 members Mstep: Class 2 contains 7757 members Entering Unmasked Estep Score: -1310288.250000 Penalty: 3105.004150 Iteration 21Q: 3 clusters Score -1310288 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 7695 members Entering Unmasked Estep Score: -1310302.500000 Penalty: 3105.004150 Iteration 22Q: 3 clusters Score -1310302 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6453 members Mstep: Class 2 contains 7646 members Entering Unmasked Estep Score: -1310312.875000 Penalty: 3105.004150 Iteration 23Q: 3 clusters Score -1310313 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Mstep: Class 2 contains 7593 members Entering Unmasked Estep Score: -1310324.125000 Penalty: 3105.004150 Iteration 24Q: 3 clusters Score -1310324 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6562 members Mstep: Class 2 contains 7537 members Entering Unmasked Estep Score: -1310336.500000 Penalty: 3105.004150 Iteration 25Q: 3 clusters Score -1310336 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6615 members Mstep: Class 2 contains 7484 members Entering Unmasked Estep Score: -1310346.000000 Penalty: 3105.004150 Iteration 26Q: 3 clusters Score -1310346 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 7441 members Entering Unmasked Estep Score: -1310356.375000 Penalty: 3105.004150 Iteration 27Q: 3 clusters Score -1310356 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6706 members Mstep: Class 2 contains 7393 members Entering Unmasked Estep Score: -1310362.125000 Penalty: 3105.004150 Iteration 28Q: 3 clusters Score -1310362 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6741 members Mstep: Class 2 contains 7358 members Entering Unmasked Estep Score: -1310368.500000 Penalty: 3105.004150 Iteration 29Q: 3 clusters Score -1310368 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 7320 members Entering Unmasked Estep Score: -1310369.125000 Penalty: 3105.004150 Iteration 30Q: 3 clusters Score -1310369 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6801 members Mstep: Class 2 contains 7298 members Entering Unmasked Estep Score: -1310372.375000 Penalty: 3105.004150 Iteration 31Q: 3 clusters Score -1310372 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6817 members Mstep: Class 2 contains 7282 members Entering Unmasked Estep Score: -1310377.625000 Penalty: 3105.004150 Iteration 32Q: 3 clusters Score -1310378 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6829 members Mstep: Class 2 contains 7270 members Entering Unmasked Estep Score: -1310376.500000 Penalty: 3105.004150 Iteration 33Q: 3 clusters Score -1310376 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6844 members Mstep: Class 2 contains 7255 members Entering Unmasked Estep Score: -1310380.875000 Penalty: 3105.004150 Iteration 34Q: 3 clusters Score -1310381 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6857 members Mstep: Class 2 contains 7242 members Entering Unmasked Estep Score: -1310379.500000 Penalty: 3105.004150 Iteration 35Q: 3 clusters Score -1310380 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Mstep: Class 2 contains 7229 members Entering Unmasked Estep Score: -1310380.250000 Penalty: 3105.004150 Iteration 36Q: 3 clusters Score -1310380 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6886 members Mstep: Class 2 contains 7213 members Entering Unmasked Estep Score: -1310383.125000 Penalty: 3105.004150 Iteration 37Q: 3 clusters Score -1310383 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6899 members Mstep: Class 2 contains 7200 members Entering Unmasked Estep Score: -1310384.875000 Penalty: 3105.004150 Iteration 38Q: 3 clusters Score -1310385 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6911 members Mstep: Class 2 contains 7188 members Entering Unmasked Estep Score: -1310384.125000 Penalty: 3105.004150 Iteration 39Q: 3 clusters Score -1310384 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6920 members Mstep: Class 2 contains 7179 members Entering Unmasked Estep Score: -1310383.875000 Penalty: 3105.004150 Iteration 40F: 3 clusters Score -1310384 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6927 members Mstep: Class 2 contains 7172 members Entering Unmasked Estep Score: -1310391.125000 Penalty: 3105.004150 Iteration 41Q: 3 clusters Score -1310391 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6934 members Mstep: Class 2 contains 7165 members Entering Unmasked Estep Score: -1310386.750000 Penalty: 3105.004150 Iteration 42Q: 3 clusters Score -1310387 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6937 members Mstep: Class 2 contains 7162 members Entering Unmasked Estep Score: -1310386.250000 Penalty: 3105.004150 Iteration 43Q: 3 clusters Score -1310386 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6939 members Mstep: Class 2 contains 7160 members Entering Unmasked Estep Score: -1310385.000000 Penalty: 3105.004150 Iteration 44Q: 3 clusters Score -1310385 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6939 members Mstep: Class 2 contains 7160 members Entering Unmasked Estep Score: -1310383.750000 Penalty: 3105.004150 Iteration 45Q: 3 clusters Score -1310384 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6943 members Mstep: Class 2 contains 7156 members Entering Unmasked Estep Score: -1310385.750000 Penalty: 3105.004150 Iteration 46Q: 3 clusters Score -1310386 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6944 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -1310385.375000 Penalty: 3105.004150 Iteration 47Q: 3 clusters Score -1310385 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6945 members Mstep: Class 2 contains 7154 members Entering Unmasked Estep Score: -1310387.875000 Penalty: 3105.004150 Iteration 48Q: 3 clusters Score -1310388 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6946 members Mstep: Class 2 contains 7153 members Entering Unmasked Estep Score: -1310387.500000 Penalty: 3105.004150 Iteration 49Q: 3 clusters Score -1310388 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6947 members Mstep: Class 2 contains 7152 members Entering Unmasked Estep Score: -1310389.625000 Penalty: 3105.004150 Iteration 50Q: 3 clusters Score -1310390 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6947 members Mstep: Class 2 contains 7152 members Entering Unmasked Estep Score: -1310389.625000 Penalty: 3105.004150 Iteration 51F: 3 clusters Score -1310390 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (8604 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8604 members Entering Unmasked Estep Score: -822960.312500 Penalty: 1472.247070 Iteration 0F: 2 clusters Score -822960.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -816618.437500 Penalty: 2944.494141 Iteration 0F: 3 clusters Score -816618.4 nChanged 3773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -818709.250000 Penalty: 2944.494141 Iteration 1F: 3 clusters Score -818709.2 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 4297 members Entering Unmasked Estep Score: -818982.062500 Penalty: 2944.494141 Iteration 2F: 3 clusters Score -818982.1 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -819225.937500 Penalty: 2944.494141 Iteration 3F: 3 clusters Score -819225.9 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -819471.625000 Penalty: 2944.494141 Iteration 4F: 3 clusters Score -819471.6 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -819702.625000 Penalty: 2944.494141 Iteration 5Q: 3 clusters Score -819702.6 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -819943.062500 Penalty: 2944.494141 Iteration 6Q: 3 clusters Score -819943.1 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -820186.625000 Penalty: 2944.494141 Iteration 7Q: 3 clusters Score -820186.6 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4853 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -820425.312500 Penalty: 2944.494141 Iteration 8Q: 3 clusters Score -820425.3 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -820628.687500 Penalty: 2944.494141 Iteration 9Q: 3 clusters Score -820628.7 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -820832.312500 Penalty: 2944.494141 Iteration 10Q: 3 clusters Score -820832.3 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -820970.437500 Penalty: 2944.494141 Iteration 11Q: 3 clusters Score -820970.4 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5038 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -821090.562500 Penalty: 2944.494141 Iteration 12Q: 3 clusters Score -821090.6 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5050 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -821190.125000 Penalty: 2944.494141 Iteration 13Q: 3 clusters Score -821190.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5046 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -821273.437500 Penalty: 2944.494141 Iteration 14Q: 3 clusters Score -821273.4 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5045 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -821322.187500 Penalty: 2944.494141 Iteration 15Q: 3 clusters Score -821322.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5041 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -821359.250000 Penalty: 2944.494141 Iteration 16Q: 3 clusters Score -821359.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -821381.437500 Penalty: 2944.494141 Iteration 17Q: 3 clusters Score -821381.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5046 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -821395.187500 Penalty: 2944.494141 Iteration 18Q: 3 clusters Score -821395.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5043 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -821402.625000 Penalty: 2944.494141 Iteration 19Q: 3 clusters Score -821402.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5053 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -821407.875000 Penalty: 2944.494141 Iteration 20F: 3 clusters Score -821407.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5053 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -821413.750000 Penalty: 2944.494141 Iteration 21Q: 3 clusters Score -821413.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5048 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -821418.312500 Penalty: 2944.494141 Iteration 22Q: 3 clusters Score -821418.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -821424.687500 Penalty: 2944.494141 Iteration 23Q: 3 clusters Score -821424.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5051 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -821427.875000 Penalty: 2944.494141 Iteration 24Q: 3 clusters Score -821427.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5047 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -821431.437500 Penalty: 2944.494141 Iteration 25Q: 3 clusters Score -821431.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5048 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -821432.000000 Penalty: 2944.494141 Iteration 26Q: 3 clusters Score -821432 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5053 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -821436.437500 Penalty: 2944.494141 Iteration 27Q: 3 clusters Score -821436.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5058 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -821435.937500 Penalty: 2944.494141 Iteration 28Q: 3 clusters Score -821435.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5061 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -821438.500000 Penalty: 2944.494141 Iteration 29Q: 3 clusters Score -821438.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -821437.062500 Penalty: 2944.494141 Iteration 30Q: 3 clusters Score -821437.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5063 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -821437.562500 Penalty: 2944.494141 Iteration 31Q: 3 clusters Score -821437.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -821437.125000 Penalty: 2944.494141 Iteration 32Q: 3 clusters Score -821437.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5063 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -821437.625000 Penalty: 2944.494141 Iteration 33Q: 3 clusters Score -821437.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5063 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -821435.000000 Penalty: 2944.494141 Iteration 34Q: 3 clusters Score -821435 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -821436.000000 Penalty: 2944.494141 Iteration 35Q: 3 clusters Score -821436 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -821438.875000 Penalty: 2944.494141 Iteration 36Q: 3 clusters Score -821438.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5068 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -821438.812500 Penalty: 2944.494141 Iteration 37Q: 3 clusters Score -821438.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5068 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -821438.125000 Penalty: 2944.494141 Iteration 38Q: 3 clusters Score -821438.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5068 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -821438.312500 Penalty: 2944.494141 Iteration 39Q: 3 clusters Score -821438.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5068 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -821438.312500 Penalty: 2944.494141 Iteration 40F: 3 clusters Score -821438.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (708 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Entering Unmasked Estep Score: -65975.773438 Penalty: 1066.397217 Iteration 0F: 2 clusters Score -65975.77 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 360 members Entering Unmasked Estep Score: -64693.585938 Penalty: 2132.794434 Iteration 0F: 3 clusters Score -64693.59 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -64854.769531 Penalty: 2132.794434 Iteration 1F: 3 clusters Score -64854.77 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -64920.042969 Penalty: 2132.794434 Iteration 2F: 3 clusters Score -64920.04 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -64960.390625 Penalty: 2132.794434 Iteration 3Q: 3 clusters Score -64960.39 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -64986.941406 Penalty: 2132.794434 Iteration 4Q: 3 clusters Score -64986.94 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -65006.261719 Penalty: 2132.794434 Iteration 5Q: 3 clusters Score -65006.26 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -65029.300781 Penalty: 2132.794434 Iteration 6Q: 3 clusters Score -65029.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -65038.222656 Penalty: 2132.794434 Iteration 7Q: 3 clusters Score -65038.22 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -65054.777344 Penalty: 2132.794434 Iteration 8Q: 3 clusters Score -65054.78 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -65075.355469 Penalty: 2132.794434 Iteration 9Q: 3 clusters Score -65075.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -65086.449219 Penalty: 2132.794434 Iteration 10Q: 3 clusters Score -65086.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -65105.242188 Penalty: 2132.794434 Iteration 11Q: 3 clusters Score -65105.24 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -65126.496094 Penalty: 2132.794434 Iteration 12Q: 3 clusters Score -65126.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -65136.023438 Penalty: 2132.794434 Iteration 13Q: 3 clusters Score -65136.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -65141.117188 Penalty: 2132.794434 Iteration 14Q: 3 clusters Score -65141.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -65146.406250 Penalty: 2132.794434 Iteration 15Q: 3 clusters Score -65146.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -65148.101562 Penalty: 2132.794434 Iteration 16Q: 3 clusters Score -65148.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -65148.101562 Penalty: 2132.794434 Iteration 17F: 3 clusters Score -65148.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2725 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Entering Unmasked Estep Score: -251322.000000 Penalty: 1285.411377 Iteration 0F: 2 clusters Score -251322 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -248803.031250 Penalty: 2570.822754 Iteration 0F: 3 clusters Score -248803 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -249560.796875 Penalty: 2570.822754 Iteration 1F: 3 clusters Score -249560.8 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -249830.968750 Penalty: 2570.822754 Iteration 2F: 3 clusters Score -249831 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -250179.859375 Penalty: 2570.822754 Iteration 3F: 3 clusters Score -250179.9 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -250689.843750 Penalty: 2570.822754 Iteration 4F: 3 clusters Score -250689.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -251320.796875 Penalty: 2570.822754 Iteration 5F: 3 clusters Score -251320.8 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -251875.437500 Penalty: 2570.822754 Iteration 6F: 3 clusters Score -251875.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -252109.468750 Penalty: 2570.822754 Iteration 7Q: 3 clusters Score -252109.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -252148.171875 Penalty: 2570.822754 Iteration 8Q: 3 clusters Score -252148.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -252158.843750 Penalty: 2570.822754 Iteration 9Q: 3 clusters Score -252158.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -252162.156250 Penalty: 2570.822754 Iteration 10Q: 3 clusters Score -252162.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -252163.609375 Penalty: 2570.822754 Iteration 11Q: 3 clusters Score -252163.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -252164.140625 Penalty: 2570.822754 Iteration 12Q: 3 clusters Score -252164.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -252164.140625 Penalty: 2570.822754 Iteration 13F: 3 clusters Score -252164.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2201 members Mstep: Class 3 contains 1736 members Mstep: Class 4 contains 2909 members Mstep: Class 5 contains 2758 members Mstep: Class 6 contains 4974 members Mstep: Class 7 contains 9009 members Mstep: Class 8 contains 433 members Mstep: Class 9 contains 14099 members Mstep: Class 10 contains 8604 members Mstep: Class 11 contains 324 members Mstep: Class 12 contains 708 members Mstep: Class 13 contains 1161 members Mstep: Class 14 contains 12990 members Mstep: Class 15 contains 3643 members Mstep: Class 16 contains 3183 members Mstep: Class 17 contains 897 members Mstep: Class 18 contains 5486 members Mstep: Class 19 contains 1564 members Entering Unmasked Estep Score: -7231099.000000 Penalty: 34830.769531 Splitting cluster 13 changes total score from -7229463.500000 to -7231099.000000 So it's getting split into cluster 19. Entering ConstructFrom: Trying to split cluster 14 (12990 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12990 members Entering Unmasked Estep Score: -1241646.875000 Penalty: 1539.189453 Iteration 0F: 2 clusters Score -1241647 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6614 members Mstep: Class 2 contains 6376 members Entering Unmasked Estep Score: -1232605.375000 Penalty: 3078.378906 Iteration 0F: 3 clusters Score -1232605 nChanged 5684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7108 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -1235765.875000 Penalty: 3078.378906 Iteration 1F: 3 clusters Score -1235766 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7372 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -1236223.125000 Penalty: 3078.378906 Iteration 2F: 3 clusters Score -1236223 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7705 members Mstep: Class 2 contains 5285 members Entering Unmasked Estep Score: -1236676.500000 Penalty: 3078.378906 Iteration 3F: 3 clusters Score -1236676 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8069 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -1237116.000000 Penalty: 3078.378906 Iteration 4F: 3 clusters Score -1237116 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8432 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -1237576.500000 Penalty: 3078.378906 Iteration 5Q: 3 clusters Score -1237576 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8737 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -1238114.375000 Penalty: 3078.378906 Iteration 6Q: 3 clusters Score -1238114 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8936 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -1238702.125000 Penalty: 3078.378906 Iteration 7Q: 3 clusters Score -1238702 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9023 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -1239536.375000 Penalty: 3078.378906 Iteration 8Q: 3 clusters Score -1239536 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8929 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -1240296.625000 Penalty: 3078.378906 Iteration 9Q: 3 clusters Score -1240297 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8654 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -1240729.500000 Penalty: 3078.378906 Iteration 10Q: 3 clusters Score -1240730 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8284 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -1241080.375000 Penalty: 3078.378906 Iteration 11Q: 3 clusters Score -1241080 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7824 members Mstep: Class 2 contains 5166 members Entering Unmasked Estep Score: -1241416.625000 Penalty: 3078.378906 Iteration 12Q: 3 clusters Score -1241417 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7319 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -1241765.625000 Penalty: 3078.378906 Iteration 13Q: 3 clusters Score -1241766 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6708 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -1242248.375000 Penalty: 3078.378906 Iteration 14Q: 3 clusters Score -1242248 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5961 members Mstep: Class 2 contains 7029 members Entering Unmasked Estep Score: -1242879.750000 Penalty: 3078.378906 Iteration 15F: 3 clusters Score -1242880 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5163 members Mstep: Class 2 contains 7827 members Entering Unmasked Estep Score: -1243561.500000 Penalty: 3078.378906 Iteration 16F: 3 clusters Score -1243562 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 8574 members Entering Unmasked Estep Score: -1244190.500000 Penalty: 3078.378906 Iteration 17F: 3 clusters Score -1244190 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 9254 members Entering Unmasked Estep Score: -1244777.875000 Penalty: 3078.378906 Iteration 18F: 3 clusters Score -1244778 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 9813 members Entering Unmasked Estep Score: -1245236.750000 Penalty: 3078.378906 Iteration 19Q: 3 clusters Score -1245237 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 10260 members Entering Unmasked Estep Score: -1245627.500000 Penalty: 3078.378906 Iteration 20F: 3 clusters Score -1245628 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 10609 members Entering Unmasked Estep Score: -1245954.375000 Penalty: 3078.378906 Iteration 21Q: 3 clusters Score -1245954 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 10869 members Entering Unmasked Estep Score: -1246230.000000 Penalty: 3078.378906 Iteration 22Q: 3 clusters Score -1246230 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 11054 members Entering Unmasked Estep Score: -1246503.500000 Penalty: 3078.378906 Iteration 23Q: 3 clusters Score -1246504 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 11197 members Entering Unmasked Estep Score: -1246813.000000 Penalty: 3078.378906 Iteration 24Q: 3 clusters Score -1246813 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 11293 members Entering Unmasked Estep Score: -1246983.500000 Penalty: 3078.378906 Iteration 25Q: 3 clusters Score -1246984 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 11346 members Entering Unmasked Estep Score: -1247020.750000 Penalty: 3078.378906 Iteration 26Q: 3 clusters Score -1247021 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 11367 members Entering Unmasked Estep Score: -1247026.375000 Penalty: 3078.378906 Iteration 27Q: 3 clusters Score -1247026 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 11381 members Entering Unmasked Estep Score: -1247030.875000 Penalty: 3078.378906 Iteration 28Q: 3 clusters Score -1247031 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 11388 members Entering Unmasked Estep Score: -1247031.875000 Penalty: 3078.378906 Iteration 29Q: 3 clusters Score -1247032 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 11390 members Entering Unmasked Estep Score: -1247031.000000 Penalty: 3078.378906 Iteration 30Q: 3 clusters Score -1247031 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 11390 members Entering Unmasked Estep Score: -1247031.000000 Penalty: 3078.378906 Iteration 31F: 3 clusters Score -1247031 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2201 members Mstep: Class 3 contains 1736 members Mstep: Class 4 contains 2909 members Mstep: Class 5 contains 2758 members Mstep: Class 6 contains 4974 members Mstep: Class 7 contains 9009 members Mstep: Class 8 contains 433 members Mstep: Class 9 contains 14099 members Mstep: Class 10 contains 8604 members Mstep: Class 11 contains 324 members Mstep: Class 12 contains 708 members Mstep: Class 13 contains 1161 members Mstep: Class 14 contains 1600 members Mstep: Class 15 contains 3643 members Mstep: Class 16 contains 3183 members Mstep: Class 17 contains 897 members Mstep: Class 18 contains 5486 members Mstep: Class 19 contains 1564 members Mstep: Class 20 contains 11390 members Entering Unmasked Estep Score: -7236228.000000 Penalty: 36663.964844 Splitting cluster 14 changes total score from -7229463.500000 to -7236228.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 15 (3643 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Entering Unmasked Estep Score: -343325.250000 Penalty: 1332.591431 Iteration 0F: 2 clusters Score -343325.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -340173.281250 Penalty: 2665.182861 Iteration 0F: 3 clusters Score -340173.3 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -341097.187500 Penalty: 2665.182861 Iteration 1F: 3 clusters Score -341097.2 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -341373.312500 Penalty: 2665.182861 Iteration 2F: 3 clusters Score -341373.3 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -341619.937500 Penalty: 2665.182861 Iteration 3F: 3 clusters Score -341619.9 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -341839.968750 Penalty: 2665.182861 Iteration 4F: 3 clusters Score -341840 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -342049.968750 Penalty: 2665.182861 Iteration 5F: 3 clusters Score -342050 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -342266.718750 Penalty: 2665.182861 Iteration 6Q: 3 clusters Score -342266.7 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -342491.968750 Penalty: 2665.182861 Iteration 7Q: 3 clusters Score -342492 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -342694.593750 Penalty: 2665.182861 Iteration 8Q: 3 clusters Score -342694.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -342918.375000 Penalty: 2665.182861 Iteration 9Q: 3 clusters Score -342918.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -343235.031250 Penalty: 2665.182861 Iteration 10Q: 3 clusters Score -343235 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -343516.906250 Penalty: 2665.182861 Iteration 11Q: 3 clusters Score -343516.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -343717.500000 Penalty: 2665.182861 Iteration 12Q: 3 clusters Score -343717.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -343908.656250 Penalty: 2665.182861 Iteration 13Q: 3 clusters Score -343908.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -344090.906250 Penalty: 2665.182861 Iteration 14Q: 3 clusters Score -344090.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -344234.468750 Penalty: 2665.182861 Iteration 15Q: 3 clusters Score -344234.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -344280.531250 Penalty: 2665.182861 Iteration 16Q: 3 clusters Score -344280.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -344293.375000 Penalty: 2665.182861 Iteration 17Q: 3 clusters Score -344293.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -344296.218750 Penalty: 2665.182861 Iteration 18Q: 3 clusters Score -344296.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -344296.000000 Penalty: 2665.182861 Iteration 19Q: 3 clusters Score -344296 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -344296.000000 Penalty: 2665.182861 Iteration 20F: 3 clusters Score -344296 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2201 members Mstep: Class 3 contains 1736 members Mstep: Class 4 contains 2909 members Mstep: Class 5 contains 2758 members Mstep: Class 6 contains 4974 members Mstep: Class 7 contains 9009 members Mstep: Class 8 contains 433 members Mstep: Class 9 contains 14099 members Mstep: Class 10 contains 8604 members Mstep: Class 11 contains 324 members Mstep: Class 12 contains 708 members Mstep: Class 13 contains 1161 members Mstep: Class 14 contains 1600 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 3183 members Mstep: Class 17 contains 897 members Mstep: Class 18 contains 5486 members Mstep: Class 19 contains 1564 members Mstep: Class 20 contains 11390 members Mstep: Class 21 contains 2093 members Entering Unmasked Estep Score: -7236709.500000 Penalty: 38497.164062 Splitting cluster 15 changes total score from -7229463.500000 to -7236709.500000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 16 (3183 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Entering Unmasked Estep Score: -292552.781250 Penalty: 1310.656616 Iteration 0F: 2 clusters Score -292552.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -289772.687500 Penalty: 2621.313232 Iteration 0F: 3 clusters Score -289772.7 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -290875.718750 Penalty: 2621.313232 Iteration 1F: 3 clusters Score -290875.7 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -291392.875000 Penalty: 2621.313232 Iteration 2F: 3 clusters Score -291392.9 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -291824.843750 Penalty: 2621.313232 Iteration 3F: 3 clusters Score -291824.8 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -292151.656250 Penalty: 2621.313232 Iteration 4F: 3 clusters Score -292151.7 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -292323.156250 Penalty: 2621.313232 Iteration 5F: 3 clusters Score -292323.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -292401.468750 Penalty: 2621.313232 Iteration 6Q: 3 clusters Score -292401.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -292450.500000 Penalty: 2621.313232 Iteration 7Q: 3 clusters Score -292450.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -292471.468750 Penalty: 2621.313232 Iteration 8Q: 3 clusters Score -292471.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -292482.093750 Penalty: 2621.313232 Iteration 9Q: 3 clusters Score -292482.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -292489.531250 Penalty: 2621.313232 Iteration 10Q: 3 clusters Score -292489.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -292498.687500 Penalty: 2621.313232 Iteration 11Q: 3 clusters Score -292498.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -292502.187500 Penalty: 2621.313232 Iteration 12Q: 3 clusters Score -292502.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -292506.437500 Penalty: 2621.313232 Iteration 13Q: 3 clusters Score -292506.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -292509.843750 Penalty: 2621.313232 Iteration 14Q: 3 clusters Score -292509.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -292511.468750 Penalty: 2621.313232 Iteration 15Q: 3 clusters Score -292511.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -292512.312500 Penalty: 2621.313232 Iteration 16Q: 3 clusters Score -292512.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -292515.718750 Penalty: 2621.313232 Iteration 17Q: 3 clusters Score -292515.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -292516.406250 Penalty: 2621.313232 Iteration 18Q: 3 clusters Score -292516.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -292518.062500 Penalty: 2621.313232 Iteration 19Q: 3 clusters Score -292518.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -292518.593750 Penalty: 2621.313232 Iteration 20F: 3 clusters Score -292518.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -292519.562500 Penalty: 2621.313232 Iteration 21Q: 3 clusters Score -292519.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -292520.718750 Penalty: 2621.313232 Iteration 22Q: 3 clusters Score -292520.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -292521.437500 Penalty: 2621.313232 Iteration 23Q: 3 clusters Score -292521.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -292523.187500 Penalty: 2621.313232 Iteration 24Q: 3 clusters Score -292523.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -292524.031250 Penalty: 2621.313232 Iteration 25Q: 3 clusters Score -292524 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -292524.031250 Penalty: 2621.313232 Iteration 26F: 3 clusters Score -292524 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (897 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Entering Unmasked Estep Score: -75106.242188 Penalty: 1104.846558 Iteration 0F: 2 clusters Score -75106.24 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 455 members Entering Unmasked Estep Score: -73765.429688 Penalty: 2209.693115 Iteration 0F: 3 clusters Score -73765.43 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -74047.875000 Penalty: 2209.693115 Iteration 1F: 3 clusters Score -74047.88 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -74152.187500 Penalty: 2209.693115 Iteration 2F: 3 clusters Score -74152.19 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -74218.804688 Penalty: 2209.693115 Iteration 3Q: 3 clusters Score -74218.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -74254.750000 Penalty: 2209.693115 Iteration 4Q: 3 clusters Score -74254.75 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -74272.578125 Penalty: 2209.693115 Iteration 5Q: 3 clusters Score -74272.58 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -74292.968750 Penalty: 2209.693115 Iteration 6Q: 3 clusters Score -74292.97 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -74307.648438 Penalty: 2209.693115 Iteration 7Q: 3 clusters Score -74307.65 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -74322.406250 Penalty: 2209.693115 Iteration 8Q: 3 clusters Score -74322.41 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -74339.750000 Penalty: 2209.693115 Iteration 9Q: 3 clusters Score -74339.75 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -74351.539062 Penalty: 2209.693115 Iteration 10Q: 3 clusters Score -74351.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -74365.195312 Penalty: 2209.693115 Iteration 11Q: 3 clusters Score -74365.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -74381.718750 Penalty: 2209.693115 Iteration 12Q: 3 clusters Score -74381.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -74388.398438 Penalty: 2209.693115 Iteration 13Q: 3 clusters Score -74388.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -74397.195312 Penalty: 2209.693115 Iteration 14Q: 3 clusters Score -74397.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -74401.648438 Penalty: 2209.693115 Iteration 15Q: 3 clusters Score -74401.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -74409.414062 Penalty: 2209.693115 Iteration 16Q: 3 clusters Score -74409.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -74419.085938 Penalty: 2209.693115 Iteration 17Q: 3 clusters Score -74419.09 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -74427.218750 Penalty: 2209.693115 Iteration 18Q: 3 clusters Score -74427.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -74431.546875 Penalty: 2209.693115 Iteration 19Q: 3 clusters Score -74431.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -74436.054688 Penalty: 2209.693115 Iteration 20F: 3 clusters Score -74436.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -74442.281250 Penalty: 2209.693115 Iteration 21Q: 3 clusters Score -74442.28 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -74454.429688 Penalty: 2209.693115 Iteration 22Q: 3 clusters Score -74454.43 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -74462.828125 Penalty: 2209.693115 Iteration 23Q: 3 clusters Score -74462.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -74466.335938 Penalty: 2209.693115 Iteration 24Q: 3 clusters Score -74466.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -74470.250000 Penalty: 2209.693115 Iteration 25Q: 3 clusters Score -74470.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -74473.601562 Penalty: 2209.693115 Iteration 26Q: 3 clusters Score -74473.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -74474.085938 Penalty: 2209.693115 Iteration 27Q: 3 clusters Score -74474.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -74474.515625 Penalty: 2209.693115 Iteration 28Q: 3 clusters Score -74474.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -74474.515625 Penalty: 2209.693115 Iteration 29F: 3 clusters Score -74474.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5486 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Entering Unmasked Estep Score: -506976.781250 Penalty: 1399.117676 Iteration 0F: 2 clusters Score -506976.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -502740.093750 Penalty: 2798.235352 Iteration 0F: 3 clusters Score -502740.1 nChanged 2192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -503955.562500 Penalty: 2798.235352 Iteration 1F: 3 clusters Score -503955.6 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -504156.375000 Penalty: 2798.235352 Iteration 2F: 3 clusters Score -504156.4 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -504400.156250 Penalty: 2798.235352 Iteration 3F: 3 clusters Score -504400.2 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -504676.281250 Penalty: 2798.235352 Iteration 4Q: 3 clusters Score -504676.3 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -504990.093750 Penalty: 2798.235352 Iteration 5F: 3 clusters Score -504990.1 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -505388.875000 Penalty: 2798.235352 Iteration 6F: 3 clusters Score -505388.9 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -505825.593750 Penalty: 2798.235352 Iteration 7F: 3 clusters Score -505825.6 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -506294.531250 Penalty: 2798.235352 Iteration 8F: 3 clusters Score -506294.5 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -506672.531250 Penalty: 2798.235352 Iteration 9F: 3 clusters Score -506672.5 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -506870.937500 Penalty: 2798.235352 Iteration 10Q: 3 clusters Score -506870.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -506961.906250 Penalty: 2798.235352 Iteration 11Q: 3 clusters Score -506961.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -507017.031250 Penalty: 2798.235352 Iteration 12Q: 3 clusters Score -507017 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -507055.906250 Penalty: 2798.235352 Iteration 13Q: 3 clusters Score -507055.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -507079.625000 Penalty: 2798.235352 Iteration 14Q: 3 clusters Score -507079.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -507098.125000 Penalty: 2798.235352 Iteration 15Q: 3 clusters Score -507098.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -507115.187500 Penalty: 2798.235352 Iteration 16Q: 3 clusters Score -507115.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -507126.593750 Penalty: 2798.235352 Iteration 17Q: 3 clusters Score -507126.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -507137.625000 Penalty: 2798.235352 Iteration 18Q: 3 clusters Score -507137.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -507145.218750 Penalty: 2798.235352 Iteration 19Q: 3 clusters Score -507145.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -507154.187500 Penalty: 2798.235352 Iteration 20F: 3 clusters Score -507154.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -507158.531250 Penalty: 2798.235352 Iteration 21Q: 3 clusters Score -507158.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -507159.656250 Penalty: 2798.235352 Iteration 22Q: 3 clusters Score -507159.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -507159.656250 Penalty: 2798.235352 Iteration 23F: 3 clusters Score -507159.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2201 members Mstep: Class 3 contains 1736 members Mstep: Class 4 contains 2909 members Mstep: Class 5 contains 2758 members Mstep: Class 6 contains 4974 members Mstep: Class 7 contains 9009 members Mstep: Class 8 contains 433 members Mstep: Class 9 contains 14099 members Mstep: Class 10 contains 8604 members Mstep: Class 11 contains 324 members Mstep: Class 12 contains 708 members Mstep: Class 13 contains 1161 members Mstep: Class 14 contains 1600 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 3183 members Mstep: Class 17 contains 897 members Mstep: Class 18 contains 691 members Mstep: Class 19 contains 1564 members Mstep: Class 20 contains 11390 members Mstep: Class 21 contains 2093 members Mstep: Class 22 contains 4795 members Entering Unmasked Estep Score: -7236458.500000 Penalty: 40330.363281 Splitting cluster 18 changes total score from -7229463.500000 to -7236458.500000 So it's getting split into cluster 22. Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2201 members Mstep: Class 3 contains 1736 members Mstep: Class 4 contains 2909 members Mstep: Class 5 contains 2758 members Mstep: Class 6 contains 4974 members Mstep: Class 7 contains 9009 members Mstep: Class 8 contains 433 members Mstep: Class 9 contains 14099 members Mstep: Class 10 contains 8604 members Mstep: Class 12 contains 708 members Mstep: Class 13 contains 1161 members Mstep: Class 14 contains 1600 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 3183 members Mstep: Class 17 contains 897 members Mstep: Class 18 contains 691 members Entering Unmasked Estep ConsiderDeletion Score: -7237215.500000 Penalty: 40330.363281 Iteration 39Q: 23 clusters Score -7237216 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 2101 members Mstep: Class 3 contains 1715 members Mstep: Class 4 contains 2942 members Mstep: Class 5 contains 2787 members Mstep: Class 6 contains 4965 members Mstep: Class 7 contains 9028 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 14130 members Mstep: Class 10 contains 8605 members Mstep: Class 11 contains 325 members Mstep: Class 12 contains 709 members Mstep: Class 13 contains 1228 members Mstep: Class 14 contains 1633 members Mstep: Class 15 contains 1598 members Mstep: Class 16 contains 3152 members Mstep: Class 17 contains 907 members Mstep: Class 18 contains 692 members Mstep: Class 19 contains 1568 members Mstep: Class 20 contains 11306 members Mstep: Class 21 contains 2063 members Mstep: Class 22 contains 4789 members Entering Unmasked Estep ConsiderDeletion Score: -7238570.000000 Penalty: 40330.363281 Iteration 40F: 23 clusters Score -7238570 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 1917 members Mstep: Class 3 contains 1682 members Mstep: Class 4 contains 2838 members Mstep: Class 5 contains 2747 members Mstep: Class 6 contains 4904 members Mstep: Class 7 contains 9159 members Mstep: Class 8 contains 441 members Mstep: Class 9 contains 14159 members Mstep: Class 10 contains 8607 members Mstep: Class 11 contains 335 members Mstep: Class 12 contains 711 members Mstep: Class 13 contains 1380 members Mstep: Class 14 contains 1646 members Mstep: Class 15 contains 1614 members Mstep: Class 16 contains 3036 members Mstep: Class 17 contains 907 members Mstep: Class 18 contains 694 members Mstep: Class 19 contains 1579 members Mstep: Class 20 contains 11444 members Mstep: Class 21 contains 2097 members Mstep: Class 22 contains 4790 members Entering Unmasked Estep ConsiderDeletion Score: -7239600.500000 Penalty: 40330.363281 Iteration 41Q: 23 clusters Score -7239600 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 1886 members Mstep: Class 3 contains 1689 members Mstep: Class 4 contains 2774 members Mstep: Class 5 contains 2734 members Mstep: Class 6 contains 4824 members Mstep: Class 7 contains 9291 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 14163 members Mstep: Class 10 contains 8607 members Mstep: Class 11 contains 335 members Mstep: Class 12 contains 711 members Mstep: Class 13 contains 1402 members Mstep: Class 14 contains 1655 members Mstep: Class 15 contains 1620 members Mstep: Class 16 contains 2943 members Mstep: Class 17 contains 906 members Mstep: Class 18 contains 682 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 11518 members Mstep: Class 21 contains 2117 members Mstep: Class 22 contains 4801 members Entering Unmasked Estep ConsiderDeletion Score: -7240133.500000 Penalty: 40330.363281 Iteration 42Q: 23 clusters Score -7240134 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1870 members Mstep: Class 3 contains 1704 members Mstep: Class 4 contains 2730 members Mstep: Class 5 contains 2732 members Mstep: Class 6 contains 4753 members Mstep: Class 7 contains 9396 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 14155 members Mstep: Class 10 contains 8607 members Mstep: Class 11 contains 335 members Mstep: Class 12 contains 711 members Mstep: Class 13 contains 1414 members Mstep: Class 14 contains 1662 members Mstep: Class 15 contains 1620 members Mstep: Class 16 contains 2868 members Mstep: Class 17 contains 908 members Mstep: Class 18 contains 674 members Mstep: Class 19 contains 1600 members Mstep: Class 20 contains 11566 members Mstep: Class 21 contains 2138 members Mstep: Class 22 contains 4808 members Entering Unmasked Estep ConsiderDeletion Score: -7240480.000000 Penalty: 40330.363281 Iteration 43Q: 23 clusters Score -7240480 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1874 members Mstep: Class 3 contains 1706 members Mstep: Class 4 contains 2695 members Mstep: Class 5 contains 2734 members Mstep: Class 6 contains 4714 members Mstep: Class 7 contains 9459 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 14148 members Mstep: Class 10 contains 8607 members Mstep: Class 11 contains 335 members Mstep: Class 12 contains 711 members Mstep: Class 13 contains 1416 members Mstep: Class 14 contains 1668 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 2811 members Mstep: Class 17 contains 909 members Mstep: Class 18 contains 671 members Mstep: Class 19 contains 1602 members Mstep: Class 20 contains 11605 members Mstep: Class 21 contains 2154 members Mstep: Class 22 contains 4811 members Entering Unmasked Estep ConsiderDeletion Score: -7240567.500000 Penalty: 40330.363281 Iteration 44Q: 23 clusters Score -7240568 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1877 members Mstep: Class 3 contains 1711 members Mstep: Class 4 contains 2673 members Mstep: Class 5 contains 2734 members Mstep: Class 6 contains 4672 members Mstep: Class 7 contains 9504 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 14143 members Mstep: Class 10 contains 8607 members Mstep: Class 11 contains 336 members Mstep: Class 12 contains 711 members Mstep: Class 13 contains 1413 members Mstep: Class 14 contains 1669 members Mstep: Class 15 contains 1624 members Mstep: Class 16 contains 2781 members Mstep: Class 17 contains 910 members Mstep: Class 18 contains 668 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 11634 members Mstep: Class 21 contains 2163 members Mstep: Class 22 contains 4814 members Entering Unmasked Estep ConsiderDeletion Score: -7240646.000000 Penalty: 40330.363281 Iteration 45Q: 23 clusters Score -7240646 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1885 members Mstep: Class 3 contains 1717 members Mstep: Class 4 contains 2647 members Mstep: Class 5 contains 2741 members Mstep: Class 6 contains 4634 members Mstep: Class 7 contains 9543 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 14134 members Mstep: Class 10 contains 8607 members Mstep: Class 11 contains 336 members Mstep: Class 12 contains 711 members Mstep: Class 13 contains 1409 members Mstep: Class 14 contains 1669 members Mstep: Class 15 contains 1625 members Mstep: Class 16 contains 2763 members Mstep: Class 17 contains 910 members Mstep: Class 18 contains 668 members Mstep: Class 19 contains 1611 members Mstep: Class 20 contains 11662 members Mstep: Class 21 contains 2165 members Mstep: Class 22 contains 4814 members Entering Unmasked Estep ConsiderDeletion Score: -7240682.000000 Penalty: 40330.363281 Iteration 46Q: 23 clusters Score -7240682 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1887 members Mstep: Class 3 contains 1717 members Mstep: Class 4 contains 2626 members Mstep: Class 5 contains 2744 members Mstep: Class 6 contains 4602 members Mstep: Class 7 contains 9574 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 14134 members Mstep: Class 10 contains 8607 members Mstep: Class 11 contains 336 members Mstep: Class 12 contains 711 members Mstep: Class 13 contains 1408 members Mstep: Class 14 contains 1669 members Mstep: Class 15 contains 1625 members Mstep: Class 16 contains 2754 members Mstep: Class 17 contains 910 members Mstep: Class 18 contains 668 members Mstep: Class 19 contains 1612 members Mstep: Class 20 contains 11686 members Mstep: Class 21 contains 2167 members Mstep: Class 22 contains 4814 members Entering Unmasked Estep ConsiderDeletion Score: -7240707.500000 Penalty: 40330.363281 Iteration 47Q: 23 clusters Score -7240708 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1895 members Mstep: Class 3 contains 1717 members Mstep: Class 4 contains 2607 members Mstep: Class 5 contains 2749 members Mstep: Class 6 contains 4581 members Mstep: Class 7 contains 9587 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 14129 members Mstep: Class 10 contains 8607 members Mstep: Class 11 contains 337 members Mstep: Class 12 contains 711 members Mstep: Class 13 contains 1408 members Mstep: Class 14 contains 1669 members Mstep: Class 15 contains 1624 members Mstep: Class 16 contains 2752 members Mstep: Class 17 contains 910 members Mstep: Class 18 contains 668 members Mstep: Class 19 contains 1611 members Mstep: Class 20 contains 11708 members Mstep: Class 21 contains 2167 members Mstep: Class 22 contains 4814 members Entering Unmasked Estep ConsiderDeletion Score: -7240719.500000 Penalty: 40330.363281 Iteration 48Q: 23 clusters Score -7240720 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1904 members Mstep: Class 3 contains 1716 members Mstep: Class 4 contains 2595 members Mstep: Class 5 contains 2753 members Mstep: Class 6 contains 4567 members Mstep: Class 7 contains 9597 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 14121 members Mstep: Class 10 contains 8607 members Mstep: Class 11 contains 337 members Mstep: Class 12 contains 711 members Mstep: Class 13 contains 1408 members Mstep: Class 14 contains 1669 members Mstep: Class 15 contains 1625 members Mstep: Class 16 contains 2750 members Mstep: Class 17 contains 910 members Mstep: Class 18 contains 668 members Mstep: Class 19 contains 1612 members Mstep: Class 20 contains 11720 members Mstep: Class 21 contains 2167 members Mstep: Class 22 contains 4814 members Entering Unmasked Estep ConsiderDeletion Score: -7240737.000000 Penalty: 40330.363281 Iteration 49Q: 23 clusters Score -7240737 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1911 members Mstep: Class 3 contains 1715 members Mstep: Class 4 contains 2589 members Mstep: Class 5 contains 2755 members Mstep: Class 6 contains 4559 members Mstep: Class 7 contains 9605 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 14115 members Mstep: Class 10 contains 8607 members Mstep: Class 11 contains 337 members Mstep: Class 12 contains 711 members Mstep: Class 13 contains 1408 members Mstep: Class 14 contains 1669 members Mstep: Class 15 contains 1627 members Mstep: Class 16 contains 2746 members Mstep: Class 17 contains 910 members Mstep: Class 18 contains 668 members Mstep: Class 19 contains 1613 members Mstep: Class 20 contains 11725 members Mstep: Class 21 contains 2167 members Mstep: Class 22 contains 4814 members Entering Unmasked Estep ConsiderDeletion Score: -7240739.500000 Penalty: 40330.363281 Iteration 50Q: 23 clusters Score -7240740 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1921 members Mstep: Class 3 contains 1714 members Mstep: Class 4 contains 2582 members Mstep: Class 5 contains 2758 members Mstep: Class 6 contains 4553 members Mstep: Class 7 contains 9608 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 14105 members Mstep: Class 10 contains 8607 members Mstep: Class 11 contains 337 members Mstep: Class 12 contains 711 members Mstep: Class 13 contains 1408 members Mstep: Class 14 contains 1669 members Mstep: Class 15 contains 1627 members Mstep: Class 16 contains 2748 members Mstep: Class 17 contains 910 members Mstep: Class 18 contains 668 members Mstep: Class 19 contains 1613 members Mstep: Class 20 contains 11731 members Mstep: Class 21 contains 2167 members Mstep: Class 22 contains 4814 members Entering Unmasked Estep ConsiderDeletion Score: -7240740.000000 Penalty: 40330.363281 Iteration 51Q: 23 clusters Score -7240740 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1925 members Mstep: Class 3 contains 1714 members Mstep: Class 4 contains 2575 members Mstep: Class 5 contains 2760 members Mstep: Class 6 contains 4547 members Mstep: Class 7 contains 9611 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 14102 members Mstep: Class 10 contains 8607 members Mstep: Class 11 contains 337 members Mstep: Class 12 contains 711 members Mstep: Class 13 contains 1408 members Mstep: Class 14 contains 1670 members Mstep: Class 15 contains 1627 members Mstep: Class 16 contains 2749 members Mstep: Class 17 contains 910 members Mstep: Class 18 contains 668 members Mstep: Class 19 contains 1613 members Mstep: Class 20 contains 11736 members Mstep: Class 21 contains 2167 members Mstep: Class 22 contains 4814 members Entering Unmasked Estep ConsiderDeletion Score: -7240748.500000 Penalty: 40330.363281 Iteration 52Q: 23 clusters Score -7240748 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1926 members Mstep: Class 3 contains 1714 members Mstep: Class 4 contains 2569 members Mstep: Class 5 contains 2761 members Mstep: Class 6 contains 4544 members Mstep: Class 7 contains 9613 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 14101 members Mstep: Class 10 contains 8607 members Mstep: Class 11 contains 337 members Mstep: Class 12 contains 711 members Mstep: Class 13 contains 1408 members Mstep: Class 14 contains 1670 members Mstep: Class 15 contains 1627 members Mstep: Class 16 contains 2749 members Mstep: Class 17 contains 910 members Mstep: Class 18 contains 668 members Mstep: Class 19 contains 1613 members Mstep: Class 20 contains 11742 members Mstep: Class 21 contains 2167 members Mstep: Class 22 contains 4814 members Entering Unmasked Estep ConsiderDeletion Score: -7240745.500000 Penalty: 40330.363281 Iteration 53Q: 23 clusters Score -7240746 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1927 members Mstep: Class 3 contains 1712 members Mstep: Class 4 contains 2563 members Mstep: Class 5 contains 2763 members Mstep: Class 6 contains 4544 members Mstep: Class 7 contains 9613 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 14100 members Mstep: Class 10 contains 8607 members Mstep: Class 11 contains 337 members Mstep: Class 12 contains 711 members Mstep: Class 13 contains 1408 members Mstep: Class 14 contains 1670 members Mstep: Class 15 contains 1627 members Mstep: Class 16 contains 2748 members Mstep: Class 17 contains 910 members Mstep: Class 18 contains 668 members Mstep: Class 19 contains 1613 members Mstep: Class 20 contains 11749 members Mstep: Class 21 contains 2167 members Mstep: Class 22 contains 4814 members Entering Unmasked Estep ConsiderDeletion Score: -7240738.000000 Penalty: 40330.363281 Iteration 54Q: 23 clusters Score -7240738 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1929 members Mstep: Class 3 contains 1715 members Mstep: Class 4 contains 2559 members Mstep: Class 5 contains 2762 members Mstep: Class 6 contains 4543 members Mstep: Class 7 contains 9613 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 14098 members Mstep: Class 10 contains 8607 members Mstep: Class 11 contains 337 members Mstep: Class 12 contains 711 members Mstep: Class 13 contains 1408 members Mstep: Class 14 contains 1670 members Mstep: Class 15 contains 1627 members Mstep: Class 16 contains 2746 members Mstep: Class 17 contains 910 members Mstep: Class 18 contains 668 members Mstep: Class 19 contains 1613 members Mstep: Class 20 contains 11754 members Mstep: Class 21 contains 2167 members Mstep: Class 22 contains 4814 members Entering Unmasked Estep ConsiderDeletion Score: -7240737.000000 Penalty: 40330.363281 Iteration 55Q: 23 clusters Score -7240737 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1930 members Mstep: Class 3 contains 1710 members Mstep: Class 4 contains 2558 members Mstep: Class 5 contains 2763 members Mstep: Class 6 contains 4542 members Mstep: Class 7 contains 9614 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 14097 members Mstep: Class 10 contains 8607 members Mstep: Class 11 contains 337 members Mstep: Class 12 contains 711 members Mstep: Class 13 contains 1408 members Mstep: Class 14 contains 1670 members Mstep: Class 15 contains 1627 members Mstep: Class 16 contains 2745 members Mstep: Class 17 contains 910 members Mstep: Class 18 contains 668 members Mstep: Class 19 contains 1613 members Mstep: Class 20 contains 11760 members Mstep: Class 21 contains 2167 members Mstep: Class 22 contains 4814 members Entering Unmasked Estep ConsiderDeletion Score: -7240733.500000 Penalty: 40330.363281 Iteration 56Q: 23 clusters Score -7240734 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1930 members Mstep: Class 3 contains 1706 members Mstep: Class 4 contains 2556 members Mstep: Class 5 contains 2765 members Mstep: Class 6 contains 4541 members Mstep: Class 7 contains 9614 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 14097 members Mstep: Class 10 contains 8607 members Mstep: Class 11 contains 337 members Mstep: Class 12 contains 711 members Mstep: Class 13 contains 1408 members Mstep: Class 14 contains 1670 members Mstep: Class 15 contains 1627 members Mstep: Class 16 contains 2745 members Mstep: Class 17 contains 910 members Mstep: Class 18 contains 668 members Mstep: Class 19 contains 1613 members Mstep: Class 20 contains 11765 members Mstep: Class 21 contains 2167 members Mstep: Class 22 contains 4814 members Entering Unmasked Estep ConsiderDeletion Score: -7240724.500000 Penalty: 40330.363281 Iteration 57Q: 23 clusters Score -7240724 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1930 members Mstep: Class 3 contains 1704 members Mstep: Class 4 contains 2552 members Mstep: Class 5 contains 2769 members Mstep: Class 6 contains 4541 members Mstep: Class 7 contains 9612 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 14096 members Mstep: Class 10 contains 8607 members Mstep: Class 11 contains 337 members Mstep: Class 12 contains 711 members Mstep: Class 13 contains 1408 members Mstep: Class 14 contains 1670 members Mstep: Class 15 contains 1627 members Mstep: Class 16 contains 2745 members Mstep: Class 17 contains 910 members Mstep: Class 18 contains 668 members Mstep: Class 19 contains 1613 members Mstep: Class 20 contains 11770 members Mstep: Class 21 contains 2167 members Mstep: Class 22 contains 4814 members Entering Unmasked Estep ConsiderDeletion Score: -7240733.000000 Penalty: 40330.363281 Iteration 58Q: 23 clusters Score -7240733 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1930 members Mstep: Class 3 contains 1705 members Mstep: Class 4 contains 2551 members Mstep: Class 5 contains 2767 members Mstep: Class 6 contains 4540 members Mstep: Class 7 contains 9613 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 14096 members Mstep: Class 10 contains 8607 members Mstep: Class 11 contains 337 members Mstep: Class 12 contains 711 members Mstep: Class 13 contains 1408 members Mstep: Class 14 contains 1670 members Mstep: Class 15 contains 1627 members Mstep: Class 16 contains 2745 members Mstep: Class 17 contains 910 members Mstep: Class 18 contains 668 members Mstep: Class 19 contains 1613 members Mstep: Class 20 contains 11772 members Mstep: Class 21 contains 2167 members Mstep: Class 22 contains 4814 members Entering Unmasked Estep ConsiderDeletion Score: -7240742.000000 Penalty: 40330.363281 Iteration 59Q: 23 clusters Score -7240742 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1930 members Mstep: Class 3 contains 1706 members Mstep: Class 4 contains 2549 members Mstep: Class 5 contains 2767 members Mstep: Class 6 contains 4539 members Mstep: Class 7 contains 9613 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 14096 members Mstep: Class 10 contains 8607 members Mstep: Class 11 contains 337 members Mstep: Class 12 contains 711 members Mstep: Class 13 contains 1408 members Mstep: Class 14 contains 1670 members Mstep: Class 15 contains 1627 members Mstep: Class 16 contains 2745 members Mstep: Class 17 contains 910 members Mstep: Class 18 contains 668 members Mstep: Class 19 contains 1613 members Mstep: Class 20 contains 11774 members Mstep: Class 21 contains 2167 members Mstep: Class 22 contains 4814 members Entering Unmasked Estep ConsiderDeletion Score: -7240741.500000 Penalty: 40330.363281 Iteration 60F: 23 clusters Score -7240742 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1930 members Mstep: Class 3 contains 1707 members Mstep: Class 4 contains 2549 members Mstep: Class 5 contains 2767 members Mstep: Class 6 contains 4539 members Mstep: Class 7 contains 9613 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 14096 members Mstep: Class 10 contains 8607 members Mstep: Class 11 contains 337 members Mstep: Class 12 contains 711 members Mstep: Class 13 contains 1408 members Mstep: Class 14 contains 1670 members Mstep: Class 15 contains 1627 members Mstep: Class 16 contains 2744 members Mstep: Class 17 contains 910 members Mstep: Class 18 contains 668 members Mstep: Class 19 contains 1613 members Mstep: Class 20 contains 11774 members Mstep: Class 21 contains 2167 members Mstep: Class 22 contains 4814 members Entering Unmasked Estep ConsiderDeletion Score: -7240742.500000 Penalty: 40330.363281 Iteration 61Q: 23 clusters Score -7240742 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1930 members Mstep: Class 3 contains 1707 members Mstep: Class 4 contains 2549 members Mstep: Class 5 contains 2767 members Mstep: Class 6 contains 4539 members Mstep: Class 7 contains 9614 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 14096 members Mstep: Class 10 contains 8607 members Mstep: Class 11 contains 337 members Mstep: Class 12 contains 711 members Mstep: Class 13 contains 1408 members Mstep: Class 14 contains 1670 members Mstep: Class 15 contains 1627 members Mstep: Class 16 contains 2743 members Mstep: Class 17 contains 910 members Mstep: Class 18 contains 668 members Mstep: Class 19 contains 1613 members Mstep: Class 20 contains 11774 members Mstep: Class 21 contains 2167 members Mstep: Class 22 contains 4814 members Entering Unmasked Estep ConsiderDeletion Score: -7240742.000000 Penalty: 40330.363281 Iteration 62Q: 23 clusters Score -7240742 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1930 members Mstep: Class 3 contains 1707 members Mstep: Class 4 contains 2549 members Mstep: Class 5 contains 2767 members Mstep: Class 6 contains 4539 members Mstep: Class 7 contains 9614 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 14096 members Mstep: Class 10 contains 8607 members Mstep: Class 11 contains 337 members Mstep: Class 12 contains 711 members Mstep: Class 13 contains 1408 members Mstep: Class 14 contains 1670 members Mstep: Class 15 contains 1627 members Mstep: Class 16 contains 2743 members Mstep: Class 17 contains 910 members Mstep: Class 18 contains 668 members Mstep: Class 19 contains 1613 members Mstep: Class 20 contains 11774 members Mstep: Class 21 contains 2167 members Mstep: Class 22 contains 4814 members Entering Unmasked Estep ConsiderDeletion Score: -7240742.000000 Penalty: 40330.363281 Iteration 63F: 23 clusters Score -7240742 nChanged 0 Entering ConstructFrom: Score: -7240742.000000 Penalty: 40330.363281 Entering ConstructFrom: Trying to split cluster 1 (2616 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Entering Unmasked Estep Score: -250298.437500 Penalty: 1278.777832 Iteration 0F: 2 clusters Score -250298.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -247769.968750 Penalty: 2557.555664 Iteration 0F: 3 clusters Score -247770 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -248359.765625 Penalty: 2557.555664 Iteration 1F: 3 clusters Score -248359.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -248486.765625 Penalty: 2557.555664 Iteration 2F: 3 clusters Score -248486.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -248564.593750 Penalty: 2557.555664 Iteration 3F: 3 clusters Score -248564.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -248622.359375 Penalty: 2557.555664 Iteration 4Q: 3 clusters Score -248622.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -248671.796875 Penalty: 2557.555664 Iteration 5Q: 3 clusters Score -248671.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -248712.406250 Penalty: 2557.555664 Iteration 6Q: 3 clusters Score -248712.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -248743.375000 Penalty: 2557.555664 Iteration 7Q: 3 clusters Score -248743.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -248768.625000 Penalty: 2557.555664 Iteration 8Q: 3 clusters Score -248768.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -248785.421875 Penalty: 2557.555664 Iteration 9Q: 3 clusters Score -248785.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -248792.921875 Penalty: 2557.555664 Iteration 10Q: 3 clusters Score -248792.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -248801.921875 Penalty: 2557.555664 Iteration 11Q: 3 clusters Score -248801.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -248811.687500 Penalty: 2557.555664 Iteration 12Q: 3 clusters Score -248811.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -248823.421875 Penalty: 2557.555664 Iteration 13Q: 3 clusters Score -248823.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -248835.203125 Penalty: 2557.555664 Iteration 14Q: 3 clusters Score -248835.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -248847.687500 Penalty: 2557.555664 Iteration 15Q: 3 clusters Score -248847.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -248856.625000 Penalty: 2557.555664 Iteration 16Q: 3 clusters Score -248856.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -248865.156250 Penalty: 2557.555664 Iteration 17Q: 3 clusters Score -248865.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -248878.140625 Penalty: 2557.555664 Iteration 18Q: 3 clusters Score -248878.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -248888.250000 Penalty: 2557.555664 Iteration 19Q: 3 clusters Score -248888.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -248897.828125 Penalty: 2557.555664 Iteration 20F: 3 clusters Score -248897.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -248909.609375 Penalty: 2557.555664 Iteration 21Q: 3 clusters Score -248909.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -248918.140625 Penalty: 2557.555664 Iteration 22Q: 3 clusters Score -248918.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -248923.453125 Penalty: 2557.555664 Iteration 23Q: 3 clusters Score -248923.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -248927.562500 Penalty: 2557.555664 Iteration 24Q: 3 clusters Score -248927.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -248932.593750 Penalty: 2557.555664 Iteration 25Q: 3 clusters Score -248932.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -248938.203125 Penalty: 2557.555664 Iteration 26Q: 3 clusters Score -248938.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -248945.703125 Penalty: 2557.555664 Iteration 27Q: 3 clusters Score -248945.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -248949.484375 Penalty: 2557.555664 Iteration 28Q: 3 clusters Score -248949.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -248952.921875 Penalty: 2557.555664 Iteration 29Q: 3 clusters Score -248952.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -248956.250000 Penalty: 2557.555664 Iteration 30Q: 3 clusters Score -248956.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -248960.015625 Penalty: 2557.555664 Iteration 31Q: 3 clusters Score -248960 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -248964.453125 Penalty: 2557.555664 Iteration 32Q: 3 clusters Score -248964.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -248967.859375 Penalty: 2557.555664 Iteration 33Q: 3 clusters Score -248967.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -248970.109375 Penalty: 2557.555664 Iteration 34Q: 3 clusters Score -248970.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -248970.546875 Penalty: 2557.555664 Iteration 35Q: 3 clusters Score -248970.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -248972.656250 Penalty: 2557.555664 Iteration 36Q: 3 clusters Score -248972.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -248972.578125 Penalty: 2557.555664 Iteration 37Q: 3 clusters Score -248972.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -248973.343750 Penalty: 2557.555664 Iteration 38Q: 3 clusters Score -248973.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -248974.250000 Penalty: 2557.555664 Iteration 39Q: 3 clusters Score -248974.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -248975.468750 Penalty: 2557.555664 Iteration 40F: 3 clusters Score -248975.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -248976.687500 Penalty: 2557.555664 Iteration 41Q: 3 clusters Score -248976.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -248979.015625 Penalty: 2557.555664 Iteration 42Q: 3 clusters Score -248979 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -248981.406250 Penalty: 2557.555664 Iteration 43Q: 3 clusters Score -248981.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -248983.109375 Penalty: 2557.555664 Iteration 44Q: 3 clusters Score -248983.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -248985.578125 Penalty: 2557.555664 Iteration 45Q: 3 clusters Score -248985.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -248987.890625 Penalty: 2557.555664 Iteration 46Q: 3 clusters Score -248987.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -248990.609375 Penalty: 2557.555664 Iteration 47Q: 3 clusters Score -248990.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -248996.203125 Penalty: 2557.555664 Iteration 48Q: 3 clusters Score -248996.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -248999.781250 Penalty: 2557.555664 Iteration 49Q: 3 clusters Score -248999.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -249002.765625 Penalty: 2557.555664 Iteration 50Q: 3 clusters Score -249002.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -249005.593750 Penalty: 2557.555664 Iteration 51Q: 3 clusters Score -249005.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -249007.781250 Penalty: 2557.555664 Iteration 52Q: 3 clusters Score -249007.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -249011.812500 Penalty: 2557.555664 Iteration 53Q: 3 clusters Score -249011.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -249016.234375 Penalty: 2557.555664 Iteration 54Q: 3 clusters Score -249016.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -249020.421875 Penalty: 2557.555664 Iteration 55Q: 3 clusters Score -249020.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -249026.250000 Penalty: 2557.555664 Iteration 56Q: 3 clusters Score -249026.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -249029.484375 Penalty: 2557.555664 Iteration 57Q: 3 clusters Score -249029.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -249030.218750 Penalty: 2557.555664 Iteration 58Q: 3 clusters Score -249030.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -249030.218750 Penalty: 2557.555664 Iteration 59F: 3 clusters Score -249030.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1930 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Entering Unmasked Estep Score: -171887.218750 Penalty: 1229.357178 Iteration 0F: 2 clusters Score -171887.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -169898.500000 Penalty: 2458.714355 Iteration 0F: 3 clusters Score -169898.5 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -170313.375000 Penalty: 2458.714355 Iteration 1F: 3 clusters Score -170313.4 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -170432.437500 Penalty: 2458.714355 Iteration 2F: 3 clusters Score -170432.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -170533.171875 Penalty: 2458.714355 Iteration 3F: 3 clusters Score -170533.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -170634.171875 Penalty: 2458.714355 Iteration 4Q: 3 clusters Score -170634.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -170722.437500 Penalty: 2458.714355 Iteration 5Q: 3 clusters Score -170722.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -170776.640625 Penalty: 2458.714355 Iteration 6Q: 3 clusters Score -170776.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -170819.000000 Penalty: 2458.714355 Iteration 7Q: 3 clusters Score -170819 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -170866.796875 Penalty: 2458.714355 Iteration 8Q: 3 clusters Score -170866.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -170903.890625 Penalty: 2458.714355 Iteration 9Q: 3 clusters Score -170903.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -170922.921875 Penalty: 2458.714355 Iteration 10Q: 3 clusters Score -170922.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -170940.296875 Penalty: 2458.714355 Iteration 11Q: 3 clusters Score -170940.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -170964.015625 Penalty: 2458.714355 Iteration 12Q: 3 clusters Score -170964 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -170984.609375 Penalty: 2458.714355 Iteration 13Q: 3 clusters Score -170984.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -170994.062500 Penalty: 2458.714355 Iteration 14Q: 3 clusters Score -170994.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -171005.609375 Penalty: 2458.714355 Iteration 15Q: 3 clusters Score -171005.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -171018.984375 Penalty: 2458.714355 Iteration 16Q: 3 clusters Score -171019 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -171026.562500 Penalty: 2458.714355 Iteration 17Q: 3 clusters Score -171026.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -171034.968750 Penalty: 2458.714355 Iteration 18Q: 3 clusters Score -171035 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -171043.609375 Penalty: 2458.714355 Iteration 19Q: 3 clusters Score -171043.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -171052.578125 Penalty: 2458.714355 Iteration 20F: 3 clusters Score -171052.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -171061.562500 Penalty: 2458.714355 Iteration 21Q: 3 clusters Score -171061.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -171063.843750 Penalty: 2458.714355 Iteration 22Q: 3 clusters Score -171063.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -171067.250000 Penalty: 2458.714355 Iteration 23Q: 3 clusters Score -171067.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -171071.140625 Penalty: 2458.714355 Iteration 24Q: 3 clusters Score -171071.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -171077.187500 Penalty: 2458.714355 Iteration 25Q: 3 clusters Score -171077.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -171086.578125 Penalty: 2458.714355 Iteration 26Q: 3 clusters Score -171086.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -171094.750000 Penalty: 2458.714355 Iteration 27Q: 3 clusters Score -171094.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -171101.296875 Penalty: 2458.714355 Iteration 28Q: 3 clusters Score -171101.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -171104.812500 Penalty: 2458.714355 Iteration 29Q: 3 clusters Score -171104.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -171107.250000 Penalty: 2458.714355 Iteration 30Q: 3 clusters Score -171107.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -171108.906250 Penalty: 2458.714355 Iteration 31Q: 3 clusters Score -171108.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -171109.687500 Penalty: 2458.714355 Iteration 32Q: 3 clusters Score -171109.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -171110.312500 Penalty: 2458.714355 Iteration 33Q: 3 clusters Score -171110.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -171111.093750 Penalty: 2458.714355 Iteration 34Q: 3 clusters Score -171111.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -171112.656250 Penalty: 2458.714355 Iteration 35Q: 3 clusters Score -171112.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -171114.609375 Penalty: 2458.714355 Iteration 36Q: 3 clusters Score -171114.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -171117.593750 Penalty: 2458.714355 Iteration 37Q: 3 clusters Score -171117.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -171119.531250 Penalty: 2458.714355 Iteration 38Q: 3 clusters Score -171119.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -171121.171875 Penalty: 2458.714355 Iteration 39Q: 3 clusters Score -171121.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -171122.031250 Penalty: 2458.714355 Iteration 40F: 3 clusters Score -171122 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -171122.062500 Penalty: 2458.714355 Iteration 41Q: 3 clusters Score -171122.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -171122.062500 Penalty: 2458.714355 Iteration 42F: 3 clusters Score -171122.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1707 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Entering Unmasked Estep Score: -142540.390625 Penalty: 1209.405029 Iteration 0F: 2 clusters Score -142540.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -140707.203125 Penalty: 2418.810059 Iteration 0F: 3 clusters Score -140707.2 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -141143.390625 Penalty: 2418.810059 Iteration 1F: 3 clusters Score -141143.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -141262.562500 Penalty: 2418.810059 Iteration 2F: 3 clusters Score -141262.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -141359.093750 Penalty: 2418.810059 Iteration 3Q: 3 clusters Score -141359.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -141458.843750 Penalty: 2418.810059 Iteration 4F: 3 clusters Score -141458.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -141567.984375 Penalty: 2418.810059 Iteration 5F: 3 clusters Score -141568 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -141680.312500 Penalty: 2418.810059 Iteration 6F: 3 clusters Score -141680.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -141748.468750 Penalty: 2418.810059 Iteration 7Q: 3 clusters Score -141748.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -141799.343750 Penalty: 2418.810059 Iteration 8Q: 3 clusters Score -141799.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -141838.171875 Penalty: 2418.810059 Iteration 9Q: 3 clusters Score -141838.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -141873.375000 Penalty: 2418.810059 Iteration 10Q: 3 clusters Score -141873.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -141904.921875 Penalty: 2418.810059 Iteration 11Q: 3 clusters Score -141904.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -141925.734375 Penalty: 2418.810059 Iteration 12Q: 3 clusters Score -141925.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -141942.656250 Penalty: 2418.810059 Iteration 13Q: 3 clusters Score -141942.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -141969.000000 Penalty: 2418.810059 Iteration 14Q: 3 clusters Score -141969 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -141998.109375 Penalty: 2418.810059 Iteration 15Q: 3 clusters Score -141998.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -142016.531250 Penalty: 2418.810059 Iteration 16Q: 3 clusters Score -142016.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -142027.921875 Penalty: 2418.810059 Iteration 17Q: 3 clusters Score -142027.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -142033.375000 Penalty: 2418.810059 Iteration 18Q: 3 clusters Score -142033.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -142040.000000 Penalty: 2418.810059 Iteration 19Q: 3 clusters Score -142040 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -142045.656250 Penalty: 2418.810059 Iteration 20F: 3 clusters Score -142045.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -142050.937500 Penalty: 2418.810059 Iteration 21Q: 3 clusters Score -142050.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -142052.281250 Penalty: 2418.810059 Iteration 22Q: 3 clusters Score -142052.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -142054.453125 Penalty: 2418.810059 Iteration 23Q: 3 clusters Score -142054.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -142054.437500 Penalty: 2418.810059 Iteration 24Q: 3 clusters Score -142054.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -142054.437500 Penalty: 2418.810059 Iteration 25F: 3 clusters Score -142054.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2549 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Entering Unmasked Estep Score: -238802.796875 Penalty: 1274.561646 Iteration 0F: 2 clusters Score -238802.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -236360.312500 Penalty: 2549.123291 Iteration 0F: 3 clusters Score -236360.3 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -236937.953125 Penalty: 2549.123291 Iteration 1F: 3 clusters Score -236938 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -237097.343750 Penalty: 2549.123291 Iteration 2F: 3 clusters Score -237097.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -237204.562500 Penalty: 2549.123291 Iteration 3F: 3 clusters Score -237204.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -237275.859375 Penalty: 2549.123291 Iteration 4Q: 3 clusters Score -237275.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -237327.562500 Penalty: 2549.123291 Iteration 5Q: 3 clusters Score -237327.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -237376.843750 Penalty: 2549.123291 Iteration 6Q: 3 clusters Score -237376.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -237419.812500 Penalty: 2549.123291 Iteration 7Q: 3 clusters Score -237419.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -237458.156250 Penalty: 2549.123291 Iteration 8Q: 3 clusters Score -237458.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -237487.750000 Penalty: 2549.123291 Iteration 9Q: 3 clusters Score -237487.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -237519.265625 Penalty: 2549.123291 Iteration 10Q: 3 clusters Score -237519.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -237548.078125 Penalty: 2549.123291 Iteration 11Q: 3 clusters Score -237548.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -237583.265625 Penalty: 2549.123291 Iteration 12Q: 3 clusters Score -237583.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -237608.187500 Penalty: 2549.123291 Iteration 13Q: 3 clusters Score -237608.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -237635.046875 Penalty: 2549.123291 Iteration 14Q: 3 clusters Score -237635 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -237658.656250 Penalty: 2549.123291 Iteration 15Q: 3 clusters Score -237658.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -237682.187500 Penalty: 2549.123291 Iteration 16Q: 3 clusters Score -237682.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -237708.390625 Penalty: 2549.123291 Iteration 17Q: 3 clusters Score -237708.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -237729.078125 Penalty: 2549.123291 Iteration 18Q: 3 clusters Score -237729.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -237742.828125 Penalty: 2549.123291 Iteration 19Q: 3 clusters Score -237742.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -237749.890625 Penalty: 2549.123291 Iteration 20F: 3 clusters Score -237749.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -237757.171875 Penalty: 2549.123291 Iteration 21Q: 3 clusters Score -237757.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -237763.796875 Penalty: 2549.123291 Iteration 22Q: 3 clusters Score -237763.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -237768.281250 Penalty: 2549.123291 Iteration 23Q: 3 clusters Score -237768.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -237770.484375 Penalty: 2549.123291 Iteration 24Q: 3 clusters Score -237770.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -237774.234375 Penalty: 2549.123291 Iteration 25Q: 3 clusters Score -237774.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -237779.718750 Penalty: 2549.123291 Iteration 26Q: 3 clusters Score -237779.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -237785.984375 Penalty: 2549.123291 Iteration 27Q: 3 clusters Score -237786 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -237790.921875 Penalty: 2549.123291 Iteration 28Q: 3 clusters Score -237790.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -237793.468750 Penalty: 2549.123291 Iteration 29Q: 3 clusters Score -237793.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -237795.687500 Penalty: 2549.123291 Iteration 30Q: 3 clusters Score -237795.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -237797.687500 Penalty: 2549.123291 Iteration 31Q: 3 clusters Score -237797.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -237799.359375 Penalty: 2549.123291 Iteration 32Q: 3 clusters Score -237799.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -237800.906250 Penalty: 2549.123291 Iteration 33Q: 3 clusters Score -237800.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -237801.562500 Penalty: 2549.123291 Iteration 34Q: 3 clusters Score -237801.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -237803.015625 Penalty: 2549.123291 Iteration 35Q: 3 clusters Score -237803 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -237803.812500 Penalty: 2549.123291 Iteration 36Q: 3 clusters Score -237803.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -237803.734375 Penalty: 2549.123291 Iteration 37Q: 3 clusters Score -237803.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -237804.000000 Penalty: 2549.123291 Iteration 38Q: 3 clusters Score -237804 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -237804.484375 Penalty: 2549.123291 Iteration 39Q: 3 clusters Score -237804.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -237804.578125 Penalty: 2549.123291 Iteration 40F: 3 clusters Score -237804.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2767 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Entering Unmasked Estep Score: -250961.843750 Penalty: 1287.896851 Iteration 0F: 2 clusters Score -250961.8 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 1375 members Entering Unmasked Estep Score: -248398.875000 Penalty: 2575.793701 Iteration 0F: 3 clusters Score -248398.9 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -249022.890625 Penalty: 2575.793701 Iteration 1F: 3 clusters Score -249022.9 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -249192.171875 Penalty: 2575.793701 Iteration 2F: 3 clusters Score -249192.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -249322.343750 Penalty: 2575.793701 Iteration 3F: 3 clusters Score -249322.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -249436.406250 Penalty: 2575.793701 Iteration 4F: 3 clusters Score -249436.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -249535.625000 Penalty: 2575.793701 Iteration 5Q: 3 clusters Score -249535.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -249620.156250 Penalty: 2575.793701 Iteration 6Q: 3 clusters Score -249620.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -249692.484375 Penalty: 2575.793701 Iteration 7Q: 3 clusters Score -249692.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -249765.765625 Penalty: 2575.793701 Iteration 8Q: 3 clusters Score -249765.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -249840.875000 Penalty: 2575.793701 Iteration 9Q: 3 clusters Score -249840.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -249921.015625 Penalty: 2575.793701 Iteration 10Q: 3 clusters Score -249921 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -250004.546875 Penalty: 2575.793701 Iteration 11Q: 3 clusters Score -250004.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -250102.390625 Penalty: 2575.793701 Iteration 12Q: 3 clusters Score -250102.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -250187.562500 Penalty: 2575.793701 Iteration 13Q: 3 clusters Score -250187.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -250262.140625 Penalty: 2575.793701 Iteration 14Q: 3 clusters Score -250262.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -250337.687500 Penalty: 2575.793701 Iteration 15Q: 3 clusters Score -250337.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -250377.203125 Penalty: 2575.793701 Iteration 16Q: 3 clusters Score -250377.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -250405.484375 Penalty: 2575.793701 Iteration 17Q: 3 clusters Score -250405.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -250422.343750 Penalty: 2575.793701 Iteration 18Q: 3 clusters Score -250422.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -250435.046875 Penalty: 2575.793701 Iteration 19Q: 3 clusters Score -250435 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -250442.500000 Penalty: 2575.793701 Iteration 20F: 3 clusters Score -250442.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -250449.453125 Penalty: 2575.793701 Iteration 21Q: 3 clusters Score -250449.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -250456.765625 Penalty: 2575.793701 Iteration 22Q: 3 clusters Score -250456.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -250464.156250 Penalty: 2575.793701 Iteration 23Q: 3 clusters Score -250464.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -250470.500000 Penalty: 2575.793701 Iteration 24Q: 3 clusters Score -250470.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -250480.312500 Penalty: 2575.793701 Iteration 25Q: 3 clusters Score -250480.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -250493.031250 Penalty: 2575.793701 Iteration 26Q: 3 clusters Score -250493 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -250508.843750 Penalty: 2575.793701 Iteration 27Q: 3 clusters Score -250508.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -250535.234375 Penalty: 2575.793701 Iteration 28Q: 3 clusters Score -250535.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -250555.531250 Penalty: 2575.793701 Iteration 29Q: 3 clusters Score -250555.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -250576.937500 Penalty: 2575.793701 Iteration 30Q: 3 clusters Score -250576.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -250595.265625 Penalty: 2575.793701 Iteration 31Q: 3 clusters Score -250595.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -250602.937500 Penalty: 2575.793701 Iteration 32Q: 3 clusters Score -250602.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -250612.531250 Penalty: 2575.793701 Iteration 33Q: 3 clusters Score -250612.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -250618.656250 Penalty: 2575.793701 Iteration 34Q: 3 clusters Score -250618.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -250623.937500 Penalty: 2575.793701 Iteration 35Q: 3 clusters Score -250623.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -250626.203125 Penalty: 2575.793701 Iteration 36Q: 3 clusters Score -250626.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -250628.062500 Penalty: 2575.793701 Iteration 37Q: 3 clusters Score -250628.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -250629.078125 Penalty: 2575.793701 Iteration 38Q: 3 clusters Score -250629.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -250629.078125 Penalty: 2575.793701 Iteration 39F: 3 clusters Score -250629.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4539 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Entering Unmasked Estep Score: -431054.406250 Penalty: 1368.325073 Iteration 0F: 2 clusters Score -431054.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -427372.031250 Penalty: 2736.650146 Iteration 0F: 3 clusters Score -427372 nChanged 1857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -428362.718750 Penalty: 2736.650146 Iteration 1F: 3 clusters Score -428362.7 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -428538.031250 Penalty: 2736.650146 Iteration 2F: 3 clusters Score -428538 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -428690.500000 Penalty: 2736.650146 Iteration 3F: 3 clusters Score -428690.5 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -428845.437500 Penalty: 2736.650146 Iteration 4F: 3 clusters Score -428845.4 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -429001.031250 Penalty: 2736.650146 Iteration 5F: 3 clusters Score -429001 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -429167.750000 Penalty: 2736.650146 Iteration 6Q: 3 clusters Score -429167.8 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -429411.750000 Penalty: 2736.650146 Iteration 7F: 3 clusters Score -429411.8 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -429683.531250 Penalty: 2736.650146 Iteration 8F: 3 clusters Score -429683.5 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -429958.250000 Penalty: 2736.650146 Iteration 9F: 3 clusters Score -429958.2 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -430223.031250 Penalty: 2736.650146 Iteration 10F: 3 clusters Score -430223 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -430396.437500 Penalty: 2736.650146 Iteration 11Q: 3 clusters Score -430396.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -430509.187500 Penalty: 2736.650146 Iteration 12Q: 3 clusters Score -430509.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -430566.062500 Penalty: 2736.650146 Iteration 13Q: 3 clusters Score -430566.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -430597.000000 Penalty: 2736.650146 Iteration 14Q: 3 clusters Score -430597 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -430616.437500 Penalty: 2736.650146 Iteration 15Q: 3 clusters Score -430616.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -430630.718750 Penalty: 2736.650146 Iteration 16Q: 3 clusters Score -430630.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -430640.843750 Penalty: 2736.650146 Iteration 17Q: 3 clusters Score -430640.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -430646.656250 Penalty: 2736.650146 Iteration 18Q: 3 clusters Score -430646.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -430651.500000 Penalty: 2736.650146 Iteration 19Q: 3 clusters Score -430651.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -430654.468750 Penalty: 2736.650146 Iteration 20F: 3 clusters Score -430654.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -430657.156250 Penalty: 2736.650146 Iteration 21Q: 3 clusters Score -430657.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -430659.125000 Penalty: 2736.650146 Iteration 22Q: 3 clusters Score -430659.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -430659.812500 Penalty: 2736.650146 Iteration 23Q: 3 clusters Score -430659.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -430659.812500 Penalty: 2736.650146 Iteration 24F: 3 clusters Score -430659.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (9614 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9614 members Entering Unmasked Estep Score: -928554.187500 Penalty: 1490.283569 Iteration 0F: 2 clusters Score -928554.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -921703.562500 Penalty: 2980.567139 Iteration 0F: 3 clusters Score -921703.6 nChanged 4123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -924079.812500 Penalty: 2980.567139 Iteration 1F: 3 clusters Score -924079.8 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 5237 members Entering Unmasked Estep Score: -924456.687500 Penalty: 2980.567139 Iteration 2F: 3 clusters Score -924456.7 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 5469 members Entering Unmasked Estep Score: -924800.812500 Penalty: 2980.567139 Iteration 3F: 3 clusters Score -924800.8 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 5699 members Entering Unmasked Estep Score: -925161.312500 Penalty: 2980.567139 Iteration 4F: 3 clusters Score -925161.3 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 5964 members Entering Unmasked Estep Score: -925543.875000 Penalty: 2980.567139 Iteration 5F: 3 clusters Score -925543.9 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 6232 members Entering Unmasked Estep Score: -925903.125000 Penalty: 2980.567139 Iteration 6F: 3 clusters Score -925903.1 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 6494 members Entering Unmasked Estep Score: -926228.125000 Penalty: 2980.567139 Iteration 7Q: 3 clusters Score -926228.1 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 6728 members Entering Unmasked Estep Score: -926471.000000 Penalty: 2980.567139 Iteration 8Q: 3 clusters Score -926471 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -926646.437500 Penalty: 2980.567139 Iteration 9Q: 3 clusters Score -926646.4 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 7058 members Entering Unmasked Estep Score: -926764.687500 Penalty: 2980.567139 Iteration 10Q: 3 clusters Score -926764.7 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 7166 members Entering Unmasked Estep Score: -926845.187500 Penalty: 2980.567139 Iteration 11Q: 3 clusters Score -926845.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 7261 members Entering Unmasked Estep Score: -926895.562500 Penalty: 2980.567139 Iteration 12Q: 3 clusters Score -926895.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 7336 members Entering Unmasked Estep Score: -926931.812500 Penalty: 2980.567139 Iteration 13Q: 3 clusters Score -926931.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -926959.625000 Penalty: 2980.567139 Iteration 14Q: 3 clusters Score -926959.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 7469 members Entering Unmasked Estep Score: -926986.312500 Penalty: 2980.567139 Iteration 15Q: 3 clusters Score -926986.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 7524 members Entering Unmasked Estep Score: -927008.812500 Penalty: 2980.567139 Iteration 16Q: 3 clusters Score -927008.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 7584 members Entering Unmasked Estep Score: -927029.312500 Penalty: 2980.567139 Iteration 17Q: 3 clusters Score -927029.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 7644 members Entering Unmasked Estep Score: -927048.750000 Penalty: 2980.567139 Iteration 18Q: 3 clusters Score -927048.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 7692 members Entering Unmasked Estep Score: -927069.937500 Penalty: 2980.567139 Iteration 19Q: 3 clusters Score -927069.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 7745 members Entering Unmasked Estep Score: -927090.437500 Penalty: 2980.567139 Iteration 20F: 3 clusters Score -927090.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 7791 members Entering Unmasked Estep Score: -927105.687500 Penalty: 2980.567139 Iteration 21Q: 3 clusters Score -927105.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 7839 members Entering Unmasked Estep Score: -927123.125000 Penalty: 2980.567139 Iteration 22Q: 3 clusters Score -927123.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 7877 members Entering Unmasked Estep Score: -927136.125000 Penalty: 2980.567139 Iteration 23Q: 3 clusters Score -927136.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 7914 members Entering Unmasked Estep Score: -927145.875000 Penalty: 2980.567139 Iteration 24Q: 3 clusters Score -927145.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 7952 members Entering Unmasked Estep Score: -927156.625000 Penalty: 2980.567139 Iteration 25Q: 3 clusters Score -927156.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 7988 members Entering Unmasked Estep Score: -927165.750000 Penalty: 2980.567139 Iteration 26Q: 3 clusters Score -927165.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 8017 members Entering Unmasked Estep Score: -927172.187500 Penalty: 2980.567139 Iteration 27Q: 3 clusters Score -927172.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 8037 members Entering Unmasked Estep Score: -927178.312500 Penalty: 2980.567139 Iteration 28Q: 3 clusters Score -927178.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 8057 members Entering Unmasked Estep Score: -927181.687500 Penalty: 2980.567139 Iteration 29Q: 3 clusters Score -927181.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 8078 members Entering Unmasked Estep Score: -927186.687500 Penalty: 2980.567139 Iteration 30Q: 3 clusters Score -927186.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 8096 members Entering Unmasked Estep Score: -927194.000000 Penalty: 2980.567139 Iteration 31Q: 3 clusters Score -927194 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 8115 members Entering Unmasked Estep Score: -927203.125000 Penalty: 2980.567139 Iteration 32Q: 3 clusters Score -927203.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 8142 members Entering Unmasked Estep Score: -927209.562500 Penalty: 2980.567139 Iteration 33Q: 3 clusters Score -927209.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 8163 members Entering Unmasked Estep Score: -927214.500000 Penalty: 2980.567139 Iteration 34Q: 3 clusters Score -927214.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 8181 members Entering Unmasked Estep Score: -927219.875000 Penalty: 2980.567139 Iteration 35Q: 3 clusters Score -927219.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 8195 members Entering Unmasked Estep Score: -927222.937500 Penalty: 2980.567139 Iteration 36Q: 3 clusters Score -927222.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 8207 members Entering Unmasked Estep Score: -927226.187500 Penalty: 2980.567139 Iteration 37Q: 3 clusters Score -927226.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 8221 members Entering Unmasked Estep Score: -927230.312500 Penalty: 2980.567139 Iteration 38Q: 3 clusters Score -927230.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 8235 members Entering Unmasked Estep Score: -927232.125000 Penalty: 2980.567139 Iteration 39Q: 3 clusters Score -927232.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 8244 members Entering Unmasked Estep Score: -927232.437500 Penalty: 2980.567139 Iteration 40F: 3 clusters Score -927232.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 8251 members Entering Unmasked Estep Score: -927234.250000 Penalty: 2980.567139 Iteration 41Q: 3 clusters Score -927234.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 8261 members Entering Unmasked Estep Score: -927238.562500 Penalty: 2980.567139 Iteration 42Q: 3 clusters Score -927238.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 8270 members Entering Unmasked Estep Score: -927238.562500 Penalty: 2980.567139 Iteration 43Q: 3 clusters Score -927238.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 8280 members Entering Unmasked Estep Score: -927243.187500 Penalty: 2980.567139 Iteration 44Q: 3 clusters Score -927243.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 8292 members Entering Unmasked Estep Score: -927245.687500 Penalty: 2980.567139 Iteration 45Q: 3 clusters Score -927245.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 8304 members Entering Unmasked Estep Score: -927250.750000 Penalty: 2980.567139 Iteration 46Q: 3 clusters Score -927250.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 8319 members Entering Unmasked Estep Score: -927253.125000 Penalty: 2980.567139 Iteration 47Q: 3 clusters Score -927253.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 8328 members Entering Unmasked Estep Score: -927252.625000 Penalty: 2980.567139 Iteration 48Q: 3 clusters Score -927252.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 8334 members Entering Unmasked Estep Score: -927255.562500 Penalty: 2980.567139 Iteration 49Q: 3 clusters Score -927255.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 8343 members Entering Unmasked Estep Score: -927257.250000 Penalty: 2980.567139 Iteration 50Q: 3 clusters Score -927257.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 8351 members Entering Unmasked Estep Score: -927259.750000 Penalty: 2980.567139 Iteration 51Q: 3 clusters Score -927259.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 8358 members Entering Unmasked Estep Score: -927261.750000 Penalty: 2980.567139 Iteration 52Q: 3 clusters Score -927261.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 8369 members Entering Unmasked Estep Score: -927262.937500 Penalty: 2980.567139 Iteration 53Q: 3 clusters Score -927262.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 8387 members Entering Unmasked Estep Score: -927272.375000 Penalty: 2980.567139 Iteration 54Q: 3 clusters Score -927272.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 8398 members Entering Unmasked Estep Score: -927272.250000 Penalty: 2980.567139 Iteration 55Q: 3 clusters Score -927272.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 8408 members Entering Unmasked Estep Score: -927275.812500 Penalty: 2980.567139 Iteration 56Q: 3 clusters Score -927275.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 8412 members Entering Unmasked Estep Score: -927276.500000 Penalty: 2980.567139 Iteration 57Q: 3 clusters Score -927276.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 8412 members Entering Unmasked Estep Score: -927276.500000 Penalty: 2980.567139 Iteration 58F: 3 clusters Score -927276.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (439 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Entering Unmasked Estep Score: -39403.539062 Penalty: 988.731140 Iteration 0F: 2 clusters Score -39403.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -38390.679688 Penalty: 1977.462280 Iteration 0F: 3 clusters Score -38390.68 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -38554.378906 Penalty: 1977.462280 Iteration 1F: 3 clusters Score -38554.38 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -38645.382812 Penalty: 1977.462280 Iteration 2F: 3 clusters Score -38645.38 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -38679.734375 Penalty: 1977.462280 Iteration 3Q: 3 clusters Score -38679.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -38723.300781 Penalty: 1977.462280 Iteration 4Q: 3 clusters Score -38723.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -38739.535156 Penalty: 1977.462280 Iteration 5Q: 3 clusters Score -38739.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -38746.457031 Penalty: 1977.462280 Iteration 6Q: 3 clusters Score -38746.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -38754.324219 Penalty: 1977.462280 Iteration 7Q: 3 clusters Score -38754.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -38758.859375 Penalty: 1977.462280 Iteration 8Q: 3 clusters Score -38758.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -38758.859375 Penalty: 1977.462280 Iteration 9F: 3 clusters Score -38758.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (14096 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14096 members Entering Unmasked Estep Score: -1311894.375000 Penalty: 1552.467529 Iteration 0F: 2 clusters Score -1311894 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6971 members Mstep: Class 2 contains 7125 members Entering Unmasked Estep Score: -1302180.375000 Penalty: 3104.935059 Iteration 0F: 3 clusters Score -1302180 nChanged 6149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6698 members Mstep: Class 2 contains 7398 members Entering Unmasked Estep Score: -1305355.000000 Penalty: 3104.935059 Iteration 1F: 3 clusters Score -1305355 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6491 members Mstep: Class 2 contains 7605 members Entering Unmasked Estep Score: -1305650.875000 Penalty: 3104.935059 Iteration 2F: 3 clusters Score -1305651 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6247 members Mstep: Class 2 contains 7849 members Entering Unmasked Estep Score: -1305934.625000 Penalty: 3104.935059 Iteration 3Q: 3 clusters Score -1305935 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5928 members Mstep: Class 2 contains 8168 members Entering Unmasked Estep Score: -1306295.000000 Penalty: 3104.935059 Iteration 4Q: 3 clusters Score -1306295 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 8597 members Entering Unmasked Estep Score: -1306717.000000 Penalty: 3104.935059 Iteration 5F: 3 clusters Score -1306717 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 9126 members Entering Unmasked Estep Score: -1307259.250000 Penalty: 3104.935059 Iteration 6F: 3 clusters Score -1307259 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4298 members Mstep: Class 2 contains 9798 members Entering Unmasked Estep Score: -1307939.625000 Penalty: 3104.935059 Iteration 7F: 3 clusters Score -1307940 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 10452 members Entering Unmasked Estep Score: -1308703.500000 Penalty: 3104.935059 Iteration 8F: 3 clusters Score -1308704 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 10979 members Entering Unmasked Estep Score: -1309349.500000 Penalty: 3104.935059 Iteration 9Q: 3 clusters Score -1309350 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 11374 members Entering Unmasked Estep Score: -1309850.875000 Penalty: 3104.935059 Iteration 10Q: 3 clusters Score -1309851 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 11673 members Entering Unmasked Estep Score: -1310162.000000 Penalty: 3104.935059 Iteration 11Q: 3 clusters Score -1310162 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 11897 members Entering Unmasked Estep Score: -1310343.875000 Penalty: 3104.935059 Iteration 12Q: 3 clusters Score -1310344 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 12061 members Entering Unmasked Estep Score: -1310474.875000 Penalty: 3104.935059 Iteration 13Q: 3 clusters Score -1310475 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 12202 members Entering Unmasked Estep Score: -1310579.250000 Penalty: 3104.935059 Iteration 14Q: 3 clusters Score -1310579 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 12327 members Entering Unmasked Estep Score: -1310663.625000 Penalty: 3104.935059 Iteration 15Q: 3 clusters Score -1310664 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 12433 members Entering Unmasked Estep Score: -1310735.625000 Penalty: 3104.935059 Iteration 16Q: 3 clusters Score -1310736 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 12523 members Entering Unmasked Estep Score: -1310801.375000 Penalty: 3104.935059 Iteration 17Q: 3 clusters Score -1310801 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 12597 members Entering Unmasked Estep Score: -1310859.750000 Penalty: 3104.935059 Iteration 18Q: 3 clusters Score -1310860 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 12663 members Entering Unmasked Estep Score: -1310894.500000 Penalty: 3104.935059 Iteration 19Q: 3 clusters Score -1310894 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 12714 members Entering Unmasked Estep Score: -1310918.500000 Penalty: 3104.935059 Iteration 20F: 3 clusters Score -1310918 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 12744 members Entering Unmasked Estep Score: -1310930.125000 Penalty: 3104.935059 Iteration 21Q: 3 clusters Score -1310930 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 12772 members Entering Unmasked Estep Score: -1310940.875000 Penalty: 3104.935059 Iteration 22Q: 3 clusters Score -1310941 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 12797 members Entering Unmasked Estep Score: -1310949.375000 Penalty: 3104.935059 Iteration 23Q: 3 clusters Score -1310949 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 12819 members Entering Unmasked Estep Score: -1310955.625000 Penalty: 3104.935059 Iteration 24Q: 3 clusters Score -1310956 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 12837 members Entering Unmasked Estep Score: -1310962.750000 Penalty: 3104.935059 Iteration 25Q: 3 clusters Score -1310963 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 12850 members Entering Unmasked Estep Score: -1310963.750000 Penalty: 3104.935059 Iteration 26Q: 3 clusters Score -1310964 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 12860 members Entering Unmasked Estep Score: -1310967.500000 Penalty: 3104.935059 Iteration 27Q: 3 clusters Score -1310968 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 12870 members Entering Unmasked Estep Score: -1310968.875000 Penalty: 3104.935059 Iteration 28Q: 3 clusters Score -1310969 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 12877 members Entering Unmasked Estep Score: -1310972.625000 Penalty: 3104.935059 Iteration 29Q: 3 clusters Score -1310973 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 12881 members Entering Unmasked Estep Score: -1310977.250000 Penalty: 3104.935059 Iteration 30Q: 3 clusters Score -1310977 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 12885 members Entering Unmasked Estep Score: -1310976.250000 Penalty: 3104.935059 Iteration 31Q: 3 clusters Score -1310976 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 12893 members Entering Unmasked Estep Score: -1310977.875000 Penalty: 3104.935059 Iteration 32Q: 3 clusters Score -1310978 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 12901 members Entering Unmasked Estep Score: -1310979.125000 Penalty: 3104.935059 Iteration 33Q: 3 clusters Score -1310979 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 12908 members Entering Unmasked Estep Score: -1310982.375000 Penalty: 3104.935059 Iteration 34Q: 3 clusters Score -1310982 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 12909 members Entering Unmasked Estep Score: -1310982.625000 Penalty: 3104.935059 Iteration 35Q: 3 clusters Score -1310983 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 12910 members Entering Unmasked Estep Score: -1310982.625000 Penalty: 3104.935059 Iteration 36Q: 3 clusters Score -1310983 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 12910 members Entering Unmasked Estep Score: -1310982.625000 Penalty: 3104.935059 Iteration 37F: 3 clusters Score -1310983 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (8607 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8607 members Entering Unmasked Estep Score: -823240.687500 Penalty: 1472.303833 Iteration 0F: 2 clusters Score -823240.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -816989.937500 Penalty: 2944.607666 Iteration 0F: 3 clusters Score -816989.9 nChanged 3661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -818903.062500 Penalty: 2944.607666 Iteration 1F: 3 clusters Score -818903.1 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -819137.187500 Penalty: 2944.607666 Iteration 2F: 3 clusters Score -819137.2 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -819342.000000 Penalty: 2944.607666 Iteration 3F: 3 clusters Score -819342 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -819538.312500 Penalty: 2944.607666 Iteration 4Q: 3 clusters Score -819538.3 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -819729.125000 Penalty: 2944.607666 Iteration 5Q: 3 clusters Score -819729.1 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -819913.937500 Penalty: 2944.607666 Iteration 6Q: 3 clusters Score -819913.9 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -820116.125000 Penalty: 2944.607666 Iteration 7Q: 3 clusters Score -820116.1 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -820272.687500 Penalty: 2944.607666 Iteration 8Q: 3 clusters Score -820272.7 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -820441.312500 Penalty: 2944.607666 Iteration 9Q: 3 clusters Score -820441.3 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -820602.312500 Penalty: 2944.607666 Iteration 10Q: 3 clusters Score -820602.3 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -820765.312500 Penalty: 2944.607666 Iteration 11Q: 3 clusters Score -820765.3 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 5244 members Entering Unmasked Estep Score: -820898.125000 Penalty: 2944.607666 Iteration 12Q: 3 clusters Score -820898.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 5355 members Entering Unmasked Estep Score: -821006.937500 Penalty: 2944.607666 Iteration 13Q: 3 clusters Score -821006.9 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 5480 members Entering Unmasked Estep Score: -821097.937500 Penalty: 2944.607666 Iteration 14Q: 3 clusters Score -821097.9 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 5616 members Entering Unmasked Estep Score: -821186.437500 Penalty: 2944.607666 Iteration 15Q: 3 clusters Score -821186.4 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 5736 members Entering Unmasked Estep Score: -821249.437500 Penalty: 2944.607666 Iteration 16Q: 3 clusters Score -821249.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 5850 members Entering Unmasked Estep Score: -821296.875000 Penalty: 2944.607666 Iteration 17Q: 3 clusters Score -821296.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -821337.125000 Penalty: 2944.607666 Iteration 18Q: 3 clusters Score -821337.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 6066 members Entering Unmasked Estep Score: -821371.062500 Penalty: 2944.607666 Iteration 19Q: 3 clusters Score -821371.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -821403.937500 Penalty: 2944.607666 Iteration 20F: 3 clusters Score -821403.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 6256 members Entering Unmasked Estep Score: -821432.500000 Penalty: 2944.607666 Iteration 21Q: 3 clusters Score -821432.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 6338 members Entering Unmasked Estep Score: -821460.312500 Penalty: 2944.607666 Iteration 22Q: 3 clusters Score -821460.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 6439 members Entering Unmasked Estep Score: -821494.375000 Penalty: 2944.607666 Iteration 23Q: 3 clusters Score -821494.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 6538 members Entering Unmasked Estep Score: -821535.312500 Penalty: 2944.607666 Iteration 24Q: 3 clusters Score -821535.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 6629 members Entering Unmasked Estep Score: -821573.000000 Penalty: 2944.607666 Iteration 25Q: 3 clusters Score -821573 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 6705 members Entering Unmasked Estep Score: -821603.750000 Penalty: 2944.607666 Iteration 26Q: 3 clusters Score -821603.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -821648.500000 Penalty: 2944.607666 Iteration 27Q: 3 clusters Score -821648.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 6883 members Entering Unmasked Estep Score: -821687.562500 Penalty: 2944.607666 Iteration 28Q: 3 clusters Score -821687.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 6968 members Entering Unmasked Estep Score: -821724.500000 Penalty: 2944.607666 Iteration 29Q: 3 clusters Score -821724.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 7043 members Entering Unmasked Estep Score: -821764.125000 Penalty: 2944.607666 Iteration 30Q: 3 clusters Score -821764.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 7110 members Entering Unmasked Estep Score: -821794.750000 Penalty: 2944.607666 Iteration 31Q: 3 clusters Score -821794.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 7180 members Entering Unmasked Estep Score: -821831.312500 Penalty: 2944.607666 Iteration 32Q: 3 clusters Score -821831.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 7242 members Entering Unmasked Estep Score: -821858.562500 Penalty: 2944.607666 Iteration 33Q: 3 clusters Score -821858.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 7300 members Entering Unmasked Estep Score: -821887.062500 Penalty: 2944.607666 Iteration 34Q: 3 clusters Score -821887.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 7361 members Entering Unmasked Estep Score: -821909.937500 Penalty: 2944.607666 Iteration 35Q: 3 clusters Score -821909.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 7405 members Entering Unmasked Estep Score: -821925.250000 Penalty: 2944.607666 Iteration 36Q: 3 clusters Score -821925.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 7447 members Entering Unmasked Estep Score: -821938.375000 Penalty: 2944.607666 Iteration 37Q: 3 clusters Score -821938.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 7492 members Entering Unmasked Estep Score: -821956.187500 Penalty: 2944.607666 Iteration 38Q: 3 clusters Score -821956.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 7524 members Entering Unmasked Estep Score: -821967.000000 Penalty: 2944.607666 Iteration 39Q: 3 clusters Score -821967 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 7553 members Entering Unmasked Estep Score: -821975.187500 Penalty: 2944.607666 Iteration 40F: 3 clusters Score -821975.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 7583 members Entering Unmasked Estep Score: -821986.750000 Penalty: 2944.607666 Iteration 41Q: 3 clusters Score -821986.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 7603 members Entering Unmasked Estep Score: -821992.875000 Penalty: 2944.607666 Iteration 42Q: 3 clusters Score -821992.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 7619 members Entering Unmasked Estep Score: -822000.875000 Penalty: 2944.607666 Iteration 43Q: 3 clusters Score -822000.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 7640 members Entering Unmasked Estep Score: -822009.500000 Penalty: 2944.607666 Iteration 44Q: 3 clusters Score -822009.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -822015.812500 Penalty: 2944.607666 Iteration 45Q: 3 clusters Score -822015.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 7678 members Entering Unmasked Estep Score: -822024.000000 Penalty: 2944.607666 Iteration 46Q: 3 clusters Score -822024 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 7699 members Entering Unmasked Estep Score: -822030.687500 Penalty: 2944.607666 Iteration 47Q: 3 clusters Score -822030.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 7709 members Entering Unmasked Estep Score: -822034.312500 Penalty: 2944.607666 Iteration 48Q: 3 clusters Score -822034.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 7723 members Entering Unmasked Estep Score: -822042.000000 Penalty: 2944.607666 Iteration 49Q: 3 clusters Score -822042 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 7737 members Entering Unmasked Estep Score: -822047.437500 Penalty: 2944.607666 Iteration 50Q: 3 clusters Score -822047.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 7752 members Entering Unmasked Estep Score: -822055.625000 Penalty: 2944.607666 Iteration 51Q: 3 clusters Score -822055.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 7772 members Entering Unmasked Estep Score: -822066.250000 Penalty: 2944.607666 Iteration 52Q: 3 clusters Score -822066.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 7792 members Entering Unmasked Estep Score: -822077.500000 Penalty: 2944.607666 Iteration 53Q: 3 clusters Score -822077.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 7812 members Entering Unmasked Estep Score: -822092.562500 Penalty: 2944.607666 Iteration 54Q: 3 clusters Score -822092.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 7830 members Entering Unmasked Estep Score: -822100.812500 Penalty: 2944.607666 Iteration 55Q: 3 clusters Score -822100.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 7843 members Entering Unmasked Estep Score: -822110.625000 Penalty: 2944.607666 Iteration 56Q: 3 clusters Score -822110.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -822117.875000 Penalty: 2944.607666 Iteration 57Q: 3 clusters Score -822117.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 7862 members Entering Unmasked Estep Score: -822122.875000 Penalty: 2944.607666 Iteration 58Q: 3 clusters Score -822122.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 7876 members Entering Unmasked Estep Score: -822130.437500 Penalty: 2944.607666 Iteration 59Q: 3 clusters Score -822130.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 7892 members Entering Unmasked Estep Score: -822142.437500 Penalty: 2944.607666 Iteration 60F: 3 clusters Score -822142.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 7903 members Entering Unmasked Estep Score: -822149.125000 Penalty: 2944.607666 Iteration 61Q: 3 clusters Score -822149.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 7917 members Entering Unmasked Estep Score: -822159.500000 Penalty: 2944.607666 Iteration 62Q: 3 clusters Score -822159.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 7924 members Entering Unmasked Estep Score: -822163.312500 Penalty: 2944.607666 Iteration 63Q: 3 clusters Score -822163.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 7931 members Entering Unmasked Estep Score: -822165.250000 Penalty: 2944.607666 Iteration 64Q: 3 clusters Score -822165.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 7940 members Entering Unmasked Estep Score: -822169.375000 Penalty: 2944.607666 Iteration 65Q: 3 clusters Score -822169.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 7946 members Entering Unmasked Estep Score: -822171.562500 Penalty: 2944.607666 Iteration 66Q: 3 clusters Score -822171.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 7949 members Entering Unmasked Estep Score: -822172.750000 Penalty: 2944.607666 Iteration 67Q: 3 clusters Score -822172.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 7952 members Entering Unmasked Estep Score: -822173.250000 Penalty: 2944.607666 Iteration 68Q: 3 clusters Score -822173.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 7955 members Entering Unmasked Estep Score: -822174.687500 Penalty: 2944.607666 Iteration 69Q: 3 clusters Score -822174.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 7960 members Entering Unmasked Estep Score: -822177.875000 Penalty: 2944.607666 Iteration 70Q: 3 clusters Score -822177.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 7967 members Entering Unmasked Estep Score: -822183.937500 Penalty: 2944.607666 Iteration 71Q: 3 clusters Score -822183.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 7979 members Entering Unmasked Estep Score: -822188.187500 Penalty: 2944.607666 Iteration 72Q: 3 clusters Score -822188.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 7990 members Entering Unmasked Estep Score: -822192.812500 Penalty: 2944.607666 Iteration 73Q: 3 clusters Score -822192.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 8000 members Entering Unmasked Estep Score: -822195.687500 Penalty: 2944.607666 Iteration 74Q: 3 clusters Score -822195.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 8006 members Entering Unmasked Estep Score: -822197.500000 Penalty: 2944.607666 Iteration 75Q: 3 clusters Score -822197.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 8016 members Entering Unmasked Estep Score: -822200.187500 Penalty: 2944.607666 Iteration 76Q: 3 clusters Score -822200.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 8020 members Entering Unmasked Estep Score: -822201.250000 Penalty: 2944.607666 Iteration 77Q: 3 clusters Score -822201.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 8023 members Entering Unmasked Estep Score: -822202.812500 Penalty: 2944.607666 Iteration 78Q: 3 clusters Score -822202.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 8028 members Entering Unmasked Estep Score: -822205.625000 Penalty: 2944.607666 Iteration 79Q: 3 clusters Score -822205.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 8035 members Entering Unmasked Estep Score: -822211.437500 Penalty: 2944.607666 Iteration 80F: 3 clusters Score -822211.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 8044 members Entering Unmasked Estep Score: -822215.875000 Penalty: 2944.607666 Iteration 81Q: 3 clusters Score -822215.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 8047 members Entering Unmasked Estep Score: -822215.187500 Penalty: 2944.607666 Iteration 82Q: 3 clusters Score -822215.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 8049 members Entering Unmasked Estep Score: -822215.500000 Penalty: 2944.607666 Iteration 83Q: 3 clusters Score -822215.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 8049 members Entering Unmasked Estep Score: -822216.687500 Penalty: 2944.607666 Iteration 84Q: 3 clusters Score -822216.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 8049 members Entering Unmasked Estep Score: -822218.437500 Penalty: 2944.607666 Iteration 85Q: 3 clusters Score -822218.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 8050 members Entering Unmasked Estep Score: -822219.375000 Penalty: 2944.607666 Iteration 86Q: 3 clusters Score -822219.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 8051 members Entering Unmasked Estep Score: -822219.125000 Penalty: 2944.607666 Iteration 87Q: 3 clusters Score -822219.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 8051 members Entering Unmasked Estep Score: -822219.125000 Penalty: 2944.607666 Iteration 88F: 3 clusters Score -822219.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (337 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Entering Unmasked Estep Score: -30552.050781 Penalty: 945.763489 Iteration 0F: 2 clusters Score -30552.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -29634.775391 Penalty: 1891.526978 Iteration 0F: 3 clusters Score -29634.78 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -29750.943359 Penalty: 1891.526978 Iteration 1F: 3 clusters Score -29750.94 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -29797.142578 Penalty: 1891.526978 Iteration 2F: 3 clusters Score -29797.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -29806.314453 Penalty: 1891.526978 Iteration 3Q: 3 clusters Score -29806.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -29813.591797 Penalty: 1891.526978 Iteration 4Q: 3 clusters Score -29813.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -29816.285156 Penalty: 1891.526978 Iteration 5Q: 3 clusters Score -29816.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -29816.285156 Penalty: 1891.526978 Iteration 6F: 3 clusters Score -29816.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (711 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Entering Unmasked Estep Score: -66245.492188 Penalty: 1067.084229 Iteration 0F: 2 clusters Score -66245.49 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -64978.042969 Penalty: 2134.168457 Iteration 0F: 3 clusters Score -64978.04 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -65165.726562 Penalty: 2134.168457 Iteration 1F: 3 clusters Score -65165.73 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -65229.472656 Penalty: 2134.168457 Iteration 2F: 3 clusters Score -65229.47 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -65274.593750 Penalty: 2134.168457 Iteration 3Q: 3 clusters Score -65274.59 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -65286.664062 Penalty: 2134.168457 Iteration 4Q: 3 clusters Score -65286.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -65290.714844 Penalty: 2134.168457 Iteration 5Q: 3 clusters Score -65290.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -65291.960938 Penalty: 2134.168457 Iteration 6Q: 3 clusters Score -65291.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -65298.214844 Penalty: 2134.168457 Iteration 7Q: 3 clusters Score -65298.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -65302.468750 Penalty: 2134.168457 Iteration 8Q: 3 clusters Score -65302.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -65304.765625 Penalty: 2134.168457 Iteration 9Q: 3 clusters Score -65304.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -65305.976562 Penalty: 2134.168457 Iteration 10Q: 3 clusters Score -65305.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -65305.976562 Penalty: 2134.168457 Iteration 11F: 3 clusters Score -65305.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (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: -133482.015625 Penalty: 1178.112915 Iteration 0F: 2 clusters Score -133482 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -131782.671875 Penalty: 2356.225830 Iteration 0F: 3 clusters Score -131782.7 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -132125.671875 Penalty: 2356.225830 Iteration 1F: 3 clusters Score -132125.7 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -132222.750000 Penalty: 2356.225830 Iteration 2F: 3 clusters Score -132222.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -132282.656250 Penalty: 2356.225830 Iteration 3Q: 3 clusters Score -132282.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -132318.859375 Penalty: 2356.225830 Iteration 4Q: 3 clusters Score -132318.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -132365.515625 Penalty: 2356.225830 Iteration 5Q: 3 clusters Score -132365.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -132393.156250 Penalty: 2356.225830 Iteration 6Q: 3 clusters Score -132393.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -132415.046875 Penalty: 2356.225830 Iteration 7Q: 3 clusters Score -132415 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -132437.859375 Penalty: 2356.225830 Iteration 8Q: 3 clusters Score -132437.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -132455.859375 Penalty: 2356.225830 Iteration 9Q: 3 clusters Score -132455.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -132473.218750 Penalty: 2356.225830 Iteration 10Q: 3 clusters Score -132473.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -132484.687500 Penalty: 2356.225830 Iteration 11Q: 3 clusters Score -132484.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -132498.796875 Penalty: 2356.225830 Iteration 12Q: 3 clusters Score -132498.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -132515.468750 Penalty: 2356.225830 Iteration 13Q: 3 clusters Score -132515.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -132532.453125 Penalty: 2356.225830 Iteration 14Q: 3 clusters Score -132532.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -132557.031250 Penalty: 2356.225830 Iteration 15Q: 3 clusters Score -132557 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -132593.671875 Penalty: 2356.225830 Iteration 16Q: 3 clusters Score -132593.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -132641.640625 Penalty: 2356.225830 Iteration 17Q: 3 clusters Score -132641.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -132700.375000 Penalty: 2356.225830 Iteration 18Q: 3 clusters Score -132700.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -132738.593750 Penalty: 2356.225830 Iteration 19Q: 3 clusters Score -132738.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -132761.265625 Penalty: 2356.225830 Iteration 20F: 3 clusters Score -132761.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -132779.875000 Penalty: 2356.225830 Iteration 21Q: 3 clusters Score -132779.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -132799.765625 Penalty: 2356.225830 Iteration 22Q: 3 clusters Score -132799.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -132811.625000 Penalty: 2356.225830 Iteration 23Q: 3 clusters Score -132811.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -132817.703125 Penalty: 2356.225830 Iteration 24Q: 3 clusters Score -132817.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -132819.796875 Penalty: 2356.225830 Iteration 25Q: 3 clusters Score -132819.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -132820.609375 Penalty: 2356.225830 Iteration 26Q: 3 clusters Score -132820.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -132820.609375 Penalty: 2356.225830 Iteration 27F: 3 clusters Score -132820.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (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: -158417.343750 Penalty: 1205.844116 Iteration 0F: 2 clusters Score -158417.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -156543.656250 Penalty: 2411.688232 Iteration 0F: 3 clusters Score -156543.7 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -156984.828125 Penalty: 2411.688232 Iteration 1F: 3 clusters Score -156984.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -157138.140625 Penalty: 2411.688232 Iteration 2F: 3 clusters Score -157138.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -157223.343750 Penalty: 2411.688232 Iteration 3F: 3 clusters Score -157223.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -157264.781250 Penalty: 2411.688232 Iteration 4Q: 3 clusters Score -157264.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -157304.093750 Penalty: 2411.688232 Iteration 5Q: 3 clusters Score -157304.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -157335.890625 Penalty: 2411.688232 Iteration 6Q: 3 clusters Score -157335.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -157364.937500 Penalty: 2411.688232 Iteration 7Q: 3 clusters Score -157364.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -157394.015625 Penalty: 2411.688232 Iteration 8Q: 3 clusters Score -157394 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -157415.375000 Penalty: 2411.688232 Iteration 9Q: 3 clusters Score -157415.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -157437.750000 Penalty: 2411.688232 Iteration 10Q: 3 clusters Score -157437.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -157455.453125 Penalty: 2411.688232 Iteration 11Q: 3 clusters Score -157455.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -157474.406250 Penalty: 2411.688232 Iteration 12Q: 3 clusters Score -157474.4 nChanged 22 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: -157492.937500 Penalty: 2411.688232 Iteration 13Q: 3 clusters Score -157492.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -157503.921875 Penalty: 2411.688232 Iteration 14Q: 3 clusters Score -157503.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -157511.187500 Penalty: 2411.688232 Iteration 15Q: 3 clusters Score -157511.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -157519.078125 Penalty: 2411.688232 Iteration 16Q: 3 clusters Score -157519.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -157527.812500 Penalty: 2411.688232 Iteration 17Q: 3 clusters Score -157527.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -157537.578125 Penalty: 2411.688232 Iteration 18Q: 3 clusters Score -157537.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -157549.359375 Penalty: 2411.688232 Iteration 19Q: 3 clusters Score -157549.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -157565.156250 Penalty: 2411.688232 Iteration 20F: 3 clusters Score -157565.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -157579.406250 Penalty: 2411.688232 Iteration 21Q: 3 clusters Score -157579.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -157588.437500 Penalty: 2411.688232 Iteration 22Q: 3 clusters Score -157588.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -157594.046875 Penalty: 2411.688232 Iteration 23Q: 3 clusters Score -157594 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -157602.546875 Penalty: 2411.688232 Iteration 24Q: 3 clusters Score -157602.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -157613.062500 Penalty: 2411.688232 Iteration 25Q: 3 clusters Score -157613.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -157619.890625 Penalty: 2411.688232 Iteration 26Q: 3 clusters Score -157619.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -157623.656250 Penalty: 2411.688232 Iteration 27Q: 3 clusters Score -157623.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -157629.671875 Penalty: 2411.688232 Iteration 28Q: 3 clusters Score -157629.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -157635.890625 Penalty: 2411.688232 Iteration 29Q: 3 clusters Score -157635.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -157640.640625 Penalty: 2411.688232 Iteration 30Q: 3 clusters Score -157640.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -157643.843750 Penalty: 2411.688232 Iteration 31Q: 3 clusters Score -157643.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -157649.437500 Penalty: 2411.688232 Iteration 32Q: 3 clusters Score -157649.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -157656.281250 Penalty: 2411.688232 Iteration 33Q: 3 clusters Score -157656.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -157660.812500 Penalty: 2411.688232 Iteration 34Q: 3 clusters Score -157660.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -157665.265625 Penalty: 2411.688232 Iteration 35Q: 3 clusters Score -157665.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -157665.734375 Penalty: 2411.688232 Iteration 36Q: 3 clusters Score -157665.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -157665.734375 Penalty: 2411.688232 Iteration 37F: 3 clusters Score -157665.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1627 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Entering Unmasked Estep Score: -155560.312500 Penalty: 1201.605103 Iteration 0F: 2 clusters Score -155560.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -153707.765625 Penalty: 2403.210205 Iteration 0F: 3 clusters Score -153707.8 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -154085.718750 Penalty: 2403.210205 Iteration 1F: 3 clusters Score -154085.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -154180.953125 Penalty: 2403.210205 Iteration 2F: 3 clusters Score -154181 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -154223.890625 Penalty: 2403.210205 Iteration 3Q: 3 clusters Score -154223.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -154242.593750 Penalty: 2403.210205 Iteration 4Q: 3 clusters Score -154242.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -154255.062500 Penalty: 2403.210205 Iteration 5Q: 3 clusters Score -154255.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -154261.281250 Penalty: 2403.210205 Iteration 6Q: 3 clusters Score -154261.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -154266.312500 Penalty: 2403.210205 Iteration 7Q: 3 clusters Score -154266.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -154270.953125 Penalty: 2403.210205 Iteration 8Q: 3 clusters Score -154271 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -154273.437500 Penalty: 2403.210205 Iteration 9Q: 3 clusters Score -154273.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -154277.312500 Penalty: 2403.210205 Iteration 10Q: 3 clusters Score -154277.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -154280.484375 Penalty: 2403.210205 Iteration 11Q: 3 clusters Score -154280.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -154281.796875 Penalty: 2403.210205 Iteration 12Q: 3 clusters Score -154281.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -154285.375000 Penalty: 2403.210205 Iteration 13Q: 3 clusters Score -154285.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -154287.796875 Penalty: 2403.210205 Iteration 14Q: 3 clusters Score -154287.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -154291.000000 Penalty: 2403.210205 Iteration 15Q: 3 clusters Score -154291 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -154296.546875 Penalty: 2403.210205 Iteration 16Q: 3 clusters Score -154296.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -154297.718750 Penalty: 2403.210205 Iteration 17Q: 3 clusters Score -154297.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -154298.437500 Penalty: 2403.210205 Iteration 18Q: 3 clusters Score -154298.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -154299.828125 Penalty: 2403.210205 Iteration 19Q: 3 clusters Score -154299.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -154302.109375 Penalty: 2403.210205 Iteration 20F: 3 clusters Score -154302.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -154304.250000 Penalty: 2403.210205 Iteration 21Q: 3 clusters Score -154304.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -154306.812500 Penalty: 2403.210205 Iteration 22Q: 3 clusters Score -154306.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -154309.593750 Penalty: 2403.210205 Iteration 23Q: 3 clusters Score -154309.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -154309.921875 Penalty: 2403.210205 Iteration 24Q: 3 clusters Score -154309.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -154309.921875 Penalty: 2403.210205 Iteration 25F: 3 clusters Score -154309.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -254185.734375 Penalty: 1286.481201 Iteration 0F: 2 clusters Score -254185.7 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 1361 members Entering Unmasked Estep Score: -251682.796875 Penalty: 2572.962402 Iteration 0F: 3 clusters Score -251682.8 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -252412.500000 Penalty: 2572.962402 Iteration 1F: 3 clusters Score -252412.5 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -252619.812500 Penalty: 2572.962402 Iteration 2F: 3 clusters Score -252619.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -252796.000000 Penalty: 2572.962402 Iteration 3F: 3 clusters Score -252796 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -252980.109375 Penalty: 2572.962402 Iteration 4F: 3 clusters Score -252980.1 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -253147.078125 Penalty: 2572.962402 Iteration 5F: 3 clusters Score -253147.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -253321.625000 Penalty: 2572.962402 Iteration 6F: 3 clusters Score -253321.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -253548.765625 Penalty: 2572.962402 Iteration 7F: 3 clusters Score -253548.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -253768.062500 Penalty: 2572.962402 Iteration 8Q: 3 clusters Score -253768.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -253952.031250 Penalty: 2572.962402 Iteration 9Q: 3 clusters Score -253952 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -254107.781250 Penalty: 2572.962402 Iteration 10Q: 3 clusters Score -254107.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -254204.484375 Penalty: 2572.962402 Iteration 11Q: 3 clusters Score -254204.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -254282.546875 Penalty: 2572.962402 Iteration 12Q: 3 clusters Score -254282.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -254341.468750 Penalty: 2572.962402 Iteration 13Q: 3 clusters Score -254341.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -254364.484375 Penalty: 2572.962402 Iteration 14Q: 3 clusters Score -254364.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -254370.031250 Penalty: 2572.962402 Iteration 15Q: 3 clusters Score -254370 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -254371.031250 Penalty: 2572.962402 Iteration 16Q: 3 clusters Score -254371 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -254371.031250 Penalty: 2572.962402 Iteration 17F: 3 clusters Score -254371 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1930 members Mstep: Class 3 contains 1707 members Mstep: Class 4 contains 2549 members Mstep: Class 5 contains 2767 members Mstep: Class 6 contains 4539 members Mstep: Class 7 contains 9614 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 14096 members Mstep: Class 10 contains 8607 members Mstep: Class 11 contains 337 members Mstep: Class 12 contains 711 members Mstep: Class 13 contains 1408 members Mstep: Class 14 contains 1670 members Mstep: Class 15 contains 1627 members Mstep: Class 16 contains 1610 members Mstep: Class 17 contains 910 members Mstep: Class 18 contains 668 members Mstep: Class 19 contains 1613 members Mstep: Class 20 contains 11774 members Mstep: Class 21 contains 2167 members Mstep: Class 22 contains 4814 members Mstep: Class 23 contains 1133 members Entering Unmasked Estep Score: -7240376.000000 Penalty: 42163.562500 Splitting cluster 16 changes total score from -7240742.000000 to -7240376.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (910 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Entering Unmasked Estep Score: -76266.187500 Penalty: 1107.184692 Iteration 0F: 2 clusters Score -76266.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -74876.171875 Penalty: 2214.369385 Iteration 0F: 3 clusters Score -74876.17 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -75161.218750 Penalty: 2214.369385 Iteration 1F: 3 clusters Score -75161.22 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -75279.539062 Penalty: 2214.369385 Iteration 2F: 3 clusters Score -75279.54 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -75360.164062 Penalty: 2214.369385 Iteration 3F: 3 clusters Score -75360.16 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -75444.265625 Penalty: 2214.369385 Iteration 4Q: 3 clusters Score -75444.27 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -75547.226562 Penalty: 2214.369385 Iteration 5Q: 3 clusters Score -75547.23 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -75626.109375 Penalty: 2214.369385 Iteration 6Q: 3 clusters Score -75626.11 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -75670.789062 Penalty: 2214.369385 Iteration 7Q: 3 clusters Score -75670.79 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -75690.445312 Penalty: 2214.369385 Iteration 8Q: 3 clusters Score -75690.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -75701.679688 Penalty: 2214.369385 Iteration 9Q: 3 clusters Score -75701.68 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -75714.132812 Penalty: 2214.369385 Iteration 10Q: 3 clusters Score -75714.13 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -75725.382812 Penalty: 2214.369385 Iteration 11Q: 3 clusters Score -75725.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -75732.593750 Penalty: 2214.369385 Iteration 12Q: 3 clusters Score -75732.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -75735.539062 Penalty: 2214.369385 Iteration 13Q: 3 clusters Score -75735.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -75738.210938 Penalty: 2214.369385 Iteration 14Q: 3 clusters Score -75738.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -75741.507812 Penalty: 2214.369385 Iteration 15Q: 3 clusters Score -75741.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -75745.765625 Penalty: 2214.369385 Iteration 16Q: 3 clusters Score -75745.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -75750.992188 Penalty: 2214.369385 Iteration 17Q: 3 clusters Score -75750.99 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -75759.437500 Penalty: 2214.369385 Iteration 18Q: 3 clusters Score -75759.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -75767.046875 Penalty: 2214.369385 Iteration 19Q: 3 clusters Score -75767.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -75771.867188 Penalty: 2214.369385 Iteration 20F: 3 clusters Score -75771.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -75775.640625 Penalty: 2214.369385 Iteration 21Q: 3 clusters Score -75775.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -75777.609375 Penalty: 2214.369385 Iteration 22Q: 3 clusters Score -75777.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -75778.664062 Penalty: 2214.369385 Iteration 23Q: 3 clusters Score -75778.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -75778.664062 Penalty: 2214.369385 Iteration 24F: 3 clusters Score -75778.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (668 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Entering Unmasked Estep Score: -59429.351562 Penalty: 1056.946777 Iteration 0F: 2 clusters Score -59429.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -58245.292969 Penalty: 2113.893555 Iteration 0F: 3 clusters Score -58245.29 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -58406.187500 Penalty: 2113.893555 Iteration 1F: 3 clusters Score -58406.19 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -58443.562500 Penalty: 2113.893555 Iteration 2F: 3 clusters Score -58443.56 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -58463.460938 Penalty: 2113.893555 Iteration 3Q: 3 clusters Score -58463.46 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -58476.785156 Penalty: 2113.893555 Iteration 4Q: 3 clusters Score -58476.79 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -58492.945312 Penalty: 2113.893555 Iteration 5Q: 3 clusters Score -58492.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -58505.738281 Penalty: 2113.893555 Iteration 6Q: 3 clusters Score -58505.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -58517.109375 Penalty: 2113.893555 Iteration 7Q: 3 clusters Score -58517.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -58524.546875 Penalty: 2113.893555 Iteration 8Q: 3 clusters Score -58524.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -58530.246094 Penalty: 2113.893555 Iteration 9Q: 3 clusters Score -58530.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -58531.359375 Penalty: 2113.893555 Iteration 10Q: 3 clusters Score -58531.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -58531.359375 Penalty: 2113.893555 Iteration 11F: 3 clusters Score -58531.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1613 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Entering Unmasked Estep Score: -148603.312500 Penalty: 1200.200806 Iteration 0F: 2 clusters Score -148603.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -146779.078125 Penalty: 2400.401611 Iteration 0F: 3 clusters Score -146779.1 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -147194.890625 Penalty: 2400.401611 Iteration 1F: 3 clusters Score -147194.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -147362.187500 Penalty: 2400.401611 Iteration 2F: 3 clusters Score -147362.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -147512.828125 Penalty: 2400.401611 Iteration 3F: 3 clusters Score -147512.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -147655.828125 Penalty: 2400.401611 Iteration 4F: 3 clusters Score -147655.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -147757.234375 Penalty: 2400.401611 Iteration 5F: 3 clusters Score -147757.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -147811.812500 Penalty: 2400.401611 Iteration 6Q: 3 clusters Score -147811.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -147852.296875 Penalty: 2400.401611 Iteration 7Q: 3 clusters Score -147852.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -147883.453125 Penalty: 2400.401611 Iteration 8Q: 3 clusters Score -147883.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -147912.171875 Penalty: 2400.401611 Iteration 9Q: 3 clusters Score -147912.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -147930.031250 Penalty: 2400.401611 Iteration 10Q: 3 clusters Score -147930 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -147940.281250 Penalty: 2400.401611 Iteration 11Q: 3 clusters Score -147940.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -147950.031250 Penalty: 2400.401611 Iteration 12Q: 3 clusters Score -147950 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -147952.843750 Penalty: 2400.401611 Iteration 13Q: 3 clusters Score -147952.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -147955.890625 Penalty: 2400.401611 Iteration 14Q: 3 clusters Score -147955.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -147959.718750 Penalty: 2400.401611 Iteration 15Q: 3 clusters Score -147959.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -147961.828125 Penalty: 2400.401611 Iteration 16Q: 3 clusters Score -147961.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -147964.250000 Penalty: 2400.401611 Iteration 17Q: 3 clusters Score -147964.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -147965.203125 Penalty: 2400.401611 Iteration 18Q: 3 clusters Score -147965.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -147965.718750 Penalty: 2400.401611 Iteration 19Q: 3 clusters Score -147965.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -147965.718750 Penalty: 2400.401611 Iteration 20F: 3 clusters Score -147965.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (11774 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11774 members Entering Unmasked Estep Score: -1136700.875000 Penalty: 1523.217896 Iteration 0F: 2 clusters Score -1136701 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5827 members Mstep: Class 2 contains 5947 members Entering Unmasked Estep Score: -1128341.250000 Penalty: 3046.435791 Iteration 0F: 3 clusters Score -1128341 nChanged 5180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5443 members Mstep: Class 2 contains 6331 members Entering Unmasked Estep Score: -1131122.875000 Penalty: 3046.435791 Iteration 1F: 3 clusters Score -1131123 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5210 members Mstep: Class 2 contains 6564 members Entering Unmasked Estep Score: -1131404.875000 Penalty: 3046.435791 Iteration 2F: 3 clusters Score -1131405 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 6832 members Entering Unmasked Estep Score: -1131622.125000 Penalty: 3046.435791 Iteration 3Q: 3 clusters Score -1131622 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 7170 members Entering Unmasked Estep Score: -1131826.125000 Penalty: 3046.435791 Iteration 4Q: 3 clusters Score -1131826 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 7601 members Entering Unmasked Estep Score: -1132089.875000 Penalty: 3046.435791 Iteration 5Q: 3 clusters Score -1132090 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 8170 members Entering Unmasked Estep Score: -1132444.875000 Penalty: 3046.435791 Iteration 6F: 3 clusters Score -1132445 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 8778 members Entering Unmasked Estep Score: -1132878.500000 Penalty: 3046.435791 Iteration 7F: 3 clusters Score -1132878 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 9450 members Entering Unmasked Estep Score: -1133419.250000 Penalty: 3046.435791 Iteration 8F: 3 clusters Score -1133419 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 10125 members Entering Unmasked Estep Score: -1134008.250000 Penalty: 3046.435791 Iteration 9F: 3 clusters Score -1134008 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 10669 members Entering Unmasked Estep Score: -1134509.000000 Penalty: 3046.435791 Iteration 10Q: 3 clusters Score -1134509 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 11053 members Entering Unmasked Estep Score: -1134880.125000 Penalty: 3046.435791 Iteration 11Q: 3 clusters Score -1134880 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 11291 members Entering Unmasked Estep Score: -1135108.125000 Penalty: 3046.435791 Iteration 12Q: 3 clusters Score -1135108 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 11420 members Entering Unmasked Estep Score: -1135238.375000 Penalty: 3046.435791 Iteration 13Q: 3 clusters Score -1135238 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 11491 members Entering Unmasked Estep Score: -1135317.250000 Penalty: 3046.435791 Iteration 14Q: 3 clusters Score -1135317 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 11533 members Entering Unmasked Estep Score: -1135362.625000 Penalty: 3046.435791 Iteration 15Q: 3 clusters Score -1135363 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 11550 members Entering Unmasked Estep Score: -1135377.000000 Penalty: 3046.435791 Iteration 16Q: 3 clusters Score -1135377 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 11559 members Entering Unmasked Estep Score: -1135390.375000 Penalty: 3046.435791 Iteration 17Q: 3 clusters Score -1135390 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 11567 members Entering Unmasked Estep Score: -1135398.125000 Penalty: 3046.435791 Iteration 18Q: 3 clusters Score -1135398 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 11574 members Entering Unmasked Estep Score: -1135407.000000 Penalty: 3046.435791 Iteration 19Q: 3 clusters Score -1135407 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 11579 members Entering Unmasked Estep Score: -1135412.375000 Penalty: 3046.435791 Iteration 20F: 3 clusters Score -1135412 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 11581 members Entering Unmasked Estep Score: -1135413.875000 Penalty: 3046.435791 Iteration 21Q: 3 clusters Score -1135414 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 11583 members Entering Unmasked Estep Score: -1135416.500000 Penalty: 3046.435791 Iteration 22Q: 3 clusters Score -1135416 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 11585 members Entering Unmasked Estep Score: -1135420.000000 Penalty: 3046.435791 Iteration 23Q: 3 clusters Score -1135420 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 11586 members Entering Unmasked Estep Score: -1135419.375000 Penalty: 3046.435791 Iteration 24Q: 3 clusters Score -1135419 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 11586 members Entering Unmasked Estep Score: -1135419.375000 Penalty: 3046.435791 Iteration 25F: 3 clusters Score -1135419 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2167 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Entering Unmasked Estep Score: -205665.828125 Penalty: 1248.178589 Iteration 0F: 2 clusters Score -205665.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -203463.140625 Penalty: 2496.357178 Iteration 0F: 3 clusters Score -203463.1 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -203921.921875 Penalty: 2496.357178 Iteration 1F: 3 clusters Score -203921.9 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -204025.593750 Penalty: 2496.357178 Iteration 2F: 3 clusters Score -204025.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -204074.953125 Penalty: 2496.357178 Iteration 3Q: 3 clusters Score -204075 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -204109.093750 Penalty: 2496.357178 Iteration 4Q: 3 clusters Score -204109.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -204141.234375 Penalty: 2496.357178 Iteration 5Q: 3 clusters Score -204141.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -204172.281250 Penalty: 2496.357178 Iteration 6Q: 3 clusters Score -204172.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -204201.625000 Penalty: 2496.357178 Iteration 7Q: 3 clusters Score -204201.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -204228.000000 Penalty: 2496.357178 Iteration 8Q: 3 clusters Score -204228 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -204252.859375 Penalty: 2496.357178 Iteration 9Q: 3 clusters Score -204252.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -204283.187500 Penalty: 2496.357178 Iteration 10Q: 3 clusters Score -204283.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -204317.968750 Penalty: 2496.357178 Iteration 11Q: 3 clusters Score -204318 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -204346.859375 Penalty: 2496.357178 Iteration 12Q: 3 clusters Score -204346.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -204378.265625 Penalty: 2496.357178 Iteration 13Q: 3 clusters Score -204378.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -204399.515625 Penalty: 2496.357178 Iteration 14Q: 3 clusters Score -204399.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -204416.812500 Penalty: 2496.357178 Iteration 15Q: 3 clusters Score -204416.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -204431.890625 Penalty: 2496.357178 Iteration 16Q: 3 clusters Score -204431.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -204450.265625 Penalty: 2496.357178 Iteration 17Q: 3 clusters Score -204450.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -204467.046875 Penalty: 2496.357178 Iteration 18Q: 3 clusters Score -204467 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -204483.718750 Penalty: 2496.357178 Iteration 19Q: 3 clusters Score -204483.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -204498.953125 Penalty: 2496.357178 Iteration 20F: 3 clusters Score -204499 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -204514.375000 Penalty: 2496.357178 Iteration 21Q: 3 clusters Score -204514.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -204524.937500 Penalty: 2496.357178 Iteration 22Q: 3 clusters Score -204524.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -204534.703125 Penalty: 2496.357178 Iteration 23Q: 3 clusters Score -204534.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -204543.828125 Penalty: 2496.357178 Iteration 24Q: 3 clusters Score -204543.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -204555.687500 Penalty: 2496.357178 Iteration 25Q: 3 clusters Score -204555.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -204570.484375 Penalty: 2496.357178 Iteration 26Q: 3 clusters Score -204570.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -204584.093750 Penalty: 2496.357178 Iteration 27Q: 3 clusters Score -204584.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -204599.625000 Penalty: 2496.357178 Iteration 28Q: 3 clusters Score -204599.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -204613.218750 Penalty: 2496.357178 Iteration 29Q: 3 clusters Score -204613.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -204617.578125 Penalty: 2496.357178 Iteration 30Q: 3 clusters Score -204617.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -204623.812500 Penalty: 2496.357178 Iteration 31Q: 3 clusters Score -204623.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -204629.875000 Penalty: 2496.357178 Iteration 32Q: 3 clusters Score -204629.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -204636.765625 Penalty: 2496.357178 Iteration 33Q: 3 clusters Score -204636.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -204641.812500 Penalty: 2496.357178 Iteration 34Q: 3 clusters Score -204641.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -204644.984375 Penalty: 2496.357178 Iteration 35Q: 3 clusters Score -204645 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -204647.078125 Penalty: 2496.357178 Iteration 36Q: 3 clusters Score -204647.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -204648.531250 Penalty: 2496.357178 Iteration 37Q: 3 clusters Score -204648.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -204653.000000 Penalty: 2496.357178 Iteration 38Q: 3 clusters Score -204653 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -204656.812500 Penalty: 2496.357178 Iteration 39Q: 3 clusters Score -204656.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -204661.859375 Penalty: 2496.357178 Iteration 40F: 3 clusters Score -204661.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -204665.968750 Penalty: 2496.357178 Iteration 41Q: 3 clusters Score -204666 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -204669.250000 Penalty: 2496.357178 Iteration 42Q: 3 clusters Score -204669.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -204675.078125 Penalty: 2496.357178 Iteration 43Q: 3 clusters Score -204675.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -204681.109375 Penalty: 2496.357178 Iteration 44Q: 3 clusters Score -204681.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -204683.234375 Penalty: 2496.357178 Iteration 45Q: 3 clusters Score -204683.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -204685.218750 Penalty: 2496.357178 Iteration 46Q: 3 clusters Score -204685.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -204685.328125 Penalty: 2496.357178 Iteration 47Q: 3 clusters Score -204685.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -204685.328125 Penalty: 2496.357178 Iteration 48F: 3 clusters Score -204685.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (4814 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Entering Unmasked Estep Score: -449731.593750 Penalty: 1377.883545 Iteration 0F: 2 clusters Score -449731.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -445869.937500 Penalty: 2755.767090 Iteration 0F: 3 clusters Score -445869.9 nChanged 1917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -446860.843750 Penalty: 2755.767090 Iteration 1F: 3 clusters Score -446860.8 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -447023.781250 Penalty: 2755.767090 Iteration 2F: 3 clusters Score -447023.8 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -447150.718750 Penalty: 2755.767090 Iteration 3F: 3 clusters Score -447150.7 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -447243.250000 Penalty: 2755.767090 Iteration 4Q: 3 clusters Score -447243.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -447333.156250 Penalty: 2755.767090 Iteration 5Q: 3 clusters Score -447333.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -447408.437500 Penalty: 2755.767090 Iteration 6Q: 3 clusters Score -447408.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -447469.250000 Penalty: 2755.767090 Iteration 7Q: 3 clusters Score -447469.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -447527.500000 Penalty: 2755.767090 Iteration 8Q: 3 clusters Score -447527.5 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -447578.843750 Penalty: 2755.767090 Iteration 9Q: 3 clusters Score -447578.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -447630.500000 Penalty: 2755.767090 Iteration 10Q: 3 clusters Score -447630.5 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -447688.968750 Penalty: 2755.767090 Iteration 11Q: 3 clusters Score -447689 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -447734.656250 Penalty: 2755.767090 Iteration 12Q: 3 clusters Score -447734.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -447771.312500 Penalty: 2755.767090 Iteration 13Q: 3 clusters Score -447771.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -447803.750000 Penalty: 2755.767090 Iteration 14Q: 3 clusters Score -447803.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -447835.843750 Penalty: 2755.767090 Iteration 15Q: 3 clusters Score -447835.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -447870.718750 Penalty: 2755.767090 Iteration 16Q: 3 clusters Score -447870.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -447899.906250 Penalty: 2755.767090 Iteration 17Q: 3 clusters Score -447899.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -447925.031250 Penalty: 2755.767090 Iteration 18Q: 3 clusters Score -447925 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -447949.968750 Penalty: 2755.767090 Iteration 19Q: 3 clusters Score -447950 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -447977.250000 Penalty: 2755.767090 Iteration 20F: 3 clusters Score -447977.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -447999.218750 Penalty: 2755.767090 Iteration 21Q: 3 clusters Score -447999.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -448019.593750 Penalty: 2755.767090 Iteration 22Q: 3 clusters Score -448019.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -448036.500000 Penalty: 2755.767090 Iteration 23Q: 3 clusters Score -448036.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -448050.562500 Penalty: 2755.767090 Iteration 24Q: 3 clusters Score -448050.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -448063.625000 Penalty: 2755.767090 Iteration 25Q: 3 clusters Score -448063.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -448074.906250 Penalty: 2755.767090 Iteration 26Q: 3 clusters Score -448074.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -448084.125000 Penalty: 2755.767090 Iteration 27Q: 3 clusters Score -448084.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -448097.062500 Penalty: 2755.767090 Iteration 28Q: 3 clusters Score -448097.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -448107.843750 Penalty: 2755.767090 Iteration 29Q: 3 clusters Score -448107.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -448124.312500 Penalty: 2755.767090 Iteration 30Q: 3 clusters Score -448124.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -448135.500000 Penalty: 2755.767090 Iteration 31Q: 3 clusters Score -448135.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -448145.500000 Penalty: 2755.767090 Iteration 32Q: 3 clusters Score -448145.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -448151.750000 Penalty: 2755.767090 Iteration 33Q: 3 clusters Score -448151.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -448158.531250 Penalty: 2755.767090 Iteration 34Q: 3 clusters Score -448158.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -448164.343750 Penalty: 2755.767090 Iteration 35Q: 3 clusters Score -448164.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -448168.218750 Penalty: 2755.767090 Iteration 36Q: 3 clusters Score -448168.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -448174.968750 Penalty: 2755.767090 Iteration 37Q: 3 clusters Score -448175 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -448179.093750 Penalty: 2755.767090 Iteration 38Q: 3 clusters Score -448179.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -448186.812500 Penalty: 2755.767090 Iteration 39Q: 3 clusters Score -448186.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -448191.687500 Penalty: 2755.767090 Iteration 40F: 3 clusters Score -448191.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -448198.343750 Penalty: 2755.767090 Iteration 41Q: 3 clusters Score -448198.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -448205.062500 Penalty: 2755.767090 Iteration 42Q: 3 clusters Score -448205.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -448211.687500 Penalty: 2755.767090 Iteration 43Q: 3 clusters Score -448211.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -448220.375000 Penalty: 2755.767090 Iteration 44Q: 3 clusters Score -448220.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -448228.718750 Penalty: 2755.767090 Iteration 45Q: 3 clusters Score -448228.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -448233.250000 Penalty: 2755.767090 Iteration 46Q: 3 clusters Score -448233.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -448236.937500 Penalty: 2755.767090 Iteration 47Q: 3 clusters Score -448236.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -448242.031250 Penalty: 2755.767090 Iteration 48Q: 3 clusters Score -448242 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -448250.687500 Penalty: 2755.767090 Iteration 49Q: 3 clusters Score -448250.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -448260.937500 Penalty: 2755.767090 Iteration 50Q: 3 clusters Score -448260.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -448269.500000 Penalty: 2755.767090 Iteration 51Q: 3 clusters Score -448269.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -448276.031250 Penalty: 2755.767090 Iteration 52Q: 3 clusters Score -448276 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -448282.406250 Penalty: 2755.767090 Iteration 53Q: 3 clusters Score -448282.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -448291.031250 Penalty: 2755.767090 Iteration 54Q: 3 clusters Score -448291 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -448297.156250 Penalty: 2755.767090 Iteration 55Q: 3 clusters Score -448297.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -448304.968750 Penalty: 2755.767090 Iteration 56Q: 3 clusters Score -448305 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -448313.343750 Penalty: 2755.767090 Iteration 57Q: 3 clusters Score -448313.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -448323.906250 Penalty: 2755.767090 Iteration 58Q: 3 clusters Score -448323.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -448328.437500 Penalty: 2755.767090 Iteration 59Q: 3 clusters Score -448328.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -448334.718750 Penalty: 2755.767090 Iteration 60F: 3 clusters Score -448334.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -448342.343750 Penalty: 2755.767090 Iteration 61Q: 3 clusters Score -448342.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -448348.062500 Penalty: 2755.767090 Iteration 62Q: 3 clusters Score -448348.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -448350.250000 Penalty: 2755.767090 Iteration 63Q: 3 clusters Score -448350.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -448351.562500 Penalty: 2755.767090 Iteration 64Q: 3 clusters Score -448351.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -448353.750000 Penalty: 2755.767090 Iteration 65Q: 3 clusters Score -448353.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -448358.437500 Penalty: 2755.767090 Iteration 66Q: 3 clusters Score -448358.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -448361.125000 Penalty: 2755.767090 Iteration 67Q: 3 clusters Score -448361.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -448362.562500 Penalty: 2755.767090 Iteration 68Q: 3 clusters Score -448362.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -448363.187500 Penalty: 2755.767090 Iteration 69Q: 3 clusters Score -448363.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3817 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -448366.875000 Penalty: 2755.767090 Iteration 70Q: 3 clusters Score -448366.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -448367.937500 Penalty: 2755.767090 Iteration 71Q: 3 clusters Score -448367.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -448369.406250 Penalty: 2755.767090 Iteration 72Q: 3 clusters Score -448369.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -448372.312500 Penalty: 2755.767090 Iteration 73Q: 3 clusters Score -448372.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -448373.031250 Penalty: 2755.767090 Iteration 74Q: 3 clusters Score -448373 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -448373.562500 Penalty: 2755.767090 Iteration 75Q: 3 clusters Score -448373.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -448374.875000 Penalty: 2755.767090 Iteration 76Q: 3 clusters Score -448374.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -448375.437500 Penalty: 2755.767090 Iteration 77Q: 3 clusters Score -448375.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -448375.093750 Penalty: 2755.767090 Iteration 78Q: 3 clusters Score -448375.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -448374.750000 Penalty: 2755.767090 Iteration 79Q: 3 clusters Score -448374.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -448374.750000 Penalty: 2755.767090 Iteration 80F: 3 clusters Score -448374.8 nChanged 0 --- Evaluating fit on full set of 237954 points --- Entering Unmasked Estep Score: -21785028.000000 Penalty: 44257.898438 20->23 Clusters: Score -21785028.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 79318 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3969 members Mstep: Class 2 contains 3908 members Mstep: Class 3 contains 3847 members Mstep: Class 4 contains 3917 members Mstep: Class 5 contains 3972 members Mstep: Class 6 contains 3959 members Mstep: Class 7 contains 4030 members Mstep: Class 8 contains 3854 members Mstep: Class 9 contains 3922 members Mstep: Class 10 contains 4072 members Mstep: Class 11 contains 3873 members Mstep: Class 12 contains 3992 members Mstep: Class 13 contains 3977 members Mstep: Class 14 contains 4027 members Mstep: Class 15 contains 4041 members Mstep: Class 16 contains 4041 members Mstep: Class 17 contains 3864 members Mstep: Class 18 contains 3976 members Mstep: Class 19 contains 4017 members Mstep: Class 20 contains 4060 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 255.690155 but Gain 1833.195312 Score: -6619563.500000 Penalty: 34830.769531 Iteration 0F: 20 clusters Score -6619564 nChanged 73946 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 4037 members Mstep: Class 3 contains 3452 members Mstep: Class 4 contains 2377 members Mstep: Class 6 contains 5515 members Mstep: Class 7 contains 4371 members Mstep: Class 8 contains 4396 members Mstep: Class 9 contains 5322 members Mstep: Class 10 contains 4722 members Mstep: Class 11 contains 3211 members Mstep: Class 12 contains 5390 members Mstep: Class 13 contains 2522 members Mstep: Class 14 contains 4695 members Mstep: Class 15 contains 6818 members Mstep: Class 16 contains 3327 members Mstep: Class 17 contains 2782 members Mstep: Class 18 contains 3535 members Mstep: Class 19 contains 4092 members Mstep: Class 20 contains 5373 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 1164.351562 but Gain 1833.199219 Score: -6908800.500000 Penalty: 32997.570312 Iteration 1F: 19 clusters Score -6908800 nChanged 37199 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 5626 members Mstep: Class 3 contains 3711 members Mstep: Class 4 contains 2100 members Mstep: Class 6 contains 9071 members Mstep: Class 7 contains 3154 members Mstep: Class 8 contains 4925 members Mstep: Class 9 contains 3302 members Mstep: Class 10 contains 2563 members Mstep: Class 11 contains 2580 members Mstep: Class 12 contains 10171 members Mstep: Class 14 contains 3012 members Mstep: Class 15 contains 5958 members Mstep: Class 16 contains 1447 members Mstep: Class 17 contains 1718 members Mstep: Class 18 contains 4076 members Mstep: Class 19 contains 5311 members Mstep: Class 20 contains 8801 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 887.363892 but Gain 1833.199219 Score: -7060816.000000 Penalty: 31164.371094 Iteration 2F: 18 clusters Score -7060816 nChanged 25640 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 6781 members Mstep: Class 3 contains 3497 members Mstep: Class 4 contains 1396 members Mstep: Class 6 contains 9955 members Mstep: Class 7 contains 2026 members Mstep: Class 8 contains 4247 members Mstep: Class 9 contains 2092 members Mstep: Class 10 contains 1084 members Mstep: Class 11 contains 2057 members Mstep: Class 12 contains 12551 members Mstep: Class 14 contains 1125 members Mstep: Class 15 contains 5895 members Mstep: Class 17 contains 1004 members Mstep: Class 18 contains 3417 members Mstep: Class 19 contains 5333 members Mstep: Class 20 contains 15463 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 637.719177 but Gain 1833.197266 Score: -7129367.000000 Penalty: 29331.173828 Iteration 3F: 17 clusters Score -7129367 nChanged 14237 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 8134 members Mstep: Class 3 contains 3044 members Mstep: Class 4 contains 971 members Mstep: Class 6 contains 9456 members Mstep: Class 7 contains 1728 members Mstep: Class 8 contains 3512 members Mstep: Class 9 contains 1589 members Mstep: Class 10 contains 829 members Mstep: Class 11 contains 1923 members Mstep: Class 12 contains 13055 members Mstep: Class 15 contains 5409 members Mstep: Class 17 contains 837 members Mstep: Class 18 contains 3212 members Mstep: Class 19 contains 5109 members Mstep: Class 20 contains 19150 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 1125.122314 but Gain 1833.199219 Score: -7158902.000000 Penalty: 27497.974609 Iteration 4F: 16 clusters Score -7158902 nChanged 9797 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 10245 members Mstep: Class 3 contains 2613 members Mstep: Class 4 contains 800 members Mstep: Class 6 contains 7370 members Mstep: Class 7 contains 1776 members Mstep: Class 8 contains 3299 members Mstep: Class 9 contains 1322 members Mstep: Class 10 contains 900 members Mstep: Class 11 contains 1919 members Mstep: Class 12 contains 12686 members Mstep: Class 15 contains 4909 members Mstep: Class 18 contains 3257 members Mstep: Class 19 contains 5782 members Mstep: Class 20 contains 21157 members Entering Unmasked Estep ConsiderDeletion Score: -7182851.500000 Penalty: 27497.974609 Iteration 5F: 16 clusters Score -7182852 nChanged 6959 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 12313 members Mstep: Class 3 contains 2386 members Mstep: Class 4 contains 759 members Mstep: Class 6 contains 4418 members Mstep: Class 7 contains 1825 members Mstep: Class 8 contains 3194 members Mstep: Class 9 contains 1201 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 12649 members Mstep: Class 15 contains 4400 members Mstep: Class 18 contains 3270 members Mstep: Class 19 contains 7165 members Mstep: Class 20 contains 21574 members Entering Unmasked Estep ConsiderDeletion Score: -7198125.500000 Penalty: 27497.974609 Iteration 6F: 16 clusters Score -7198126 nChanged 4368 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 13259 members Mstep: Class 3 contains 2309 members Mstep: Class 4 contains 815 members Mstep: Class 6 contains 2477 members Mstep: Class 7 contains 1846 members Mstep: Class 8 contains 3147 members Mstep: Class 9 contains 1103 members Mstep: Class 10 contains 1299 members Mstep: Class 11 contains 1806 members Mstep: Class 12 contains 12630 members Mstep: Class 15 contains 4120 members Mstep: Class 18 contains 3330 members Mstep: Class 19 contains 8364 members Mstep: Class 20 contains 21630 members Entering Unmasked Estep ConsiderDeletion Score: -7204677.500000 Penalty: 27497.974609 Iteration 7F: 16 clusters Score -7204678 nChanged 2649 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 13530 members Mstep: Class 3 contains 2271 members Mstep: Class 4 contains 901 members Mstep: Class 6 contains 1544 members Mstep: Class 7 contains 1856 members Mstep: Class 8 contains 3123 members Mstep: Class 9 contains 1042 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 12506 members Mstep: Class 15 contains 3968 members Mstep: Class 18 contains 3470 members Mstep: Class 19 contains 9067 members Mstep: Class 20 contains 21630 members Entering Unmasked Estep ConsiderDeletion Score: -7208279.500000 Penalty: 27497.974609 Iteration 8Q: 16 clusters Score -7208280 nChanged 1674 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 13586 members Mstep: Class 3 contains 2263 members Mstep: Class 4 contains 995 members Mstep: Class 6 contains 1223 members Mstep: Class 7 contains 1888 members Mstep: Class 8 contains 3106 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1592 members Mstep: Class 11 contains 1765 members Mstep: Class 12 contains 12385 members Mstep: Class 15 contains 3832 members Mstep: Class 18 contains 3580 members Mstep: Class 19 contains 9350 members Mstep: Class 20 contains 21619 members Entering Unmasked Estep ConsiderDeletion Score: -7210666.000000 Penalty: 27497.974609 Iteration 9Q: 16 clusters Score -7210666 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 13541 members Mstep: Class 3 contains 2280 members Mstep: Class 4 contains 1094 members Mstep: Class 6 contains 1150 members Mstep: Class 7 contains 1930 members Mstep: Class 8 contains 3105 members Mstep: Class 9 contains 914 members Mstep: Class 10 contains 1713 members Mstep: Class 11 contains 1764 members Mstep: Class 12 contains 12233 members Mstep: Class 15 contains 3733 members Mstep: Class 18 contains 3686 members Mstep: Class 19 contains 9421 members Mstep: Class 20 contains 21604 members Entering Unmasked Estep ConsiderDeletion Score: -7212468.500000 Penalty: 27497.974609 Iteration 10Q: 16 clusters Score -7212468 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 13420 members Mstep: Class 3 contains 2302 members Mstep: Class 4 contains 1175 members Mstep: Class 6 contains 1225 members Mstep: Class 7 contains 1968 members Mstep: Class 8 contains 3105 members Mstep: Class 9 contains 857 members Mstep: Class 10 contains 1860 members Mstep: Class 11 contains 1758 members Mstep: Class 12 contains 12072 members Mstep: Class 15 contains 3658 members Mstep: Class 18 contains 3774 members Mstep: Class 19 contains 9408 members Mstep: Class 20 contains 21600 members Entering Unmasked Estep ConsiderDeletion Score: -7213499.000000 Penalty: 27497.974609 Iteration 11Q: 16 clusters Score -7213499 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 13301 members Mstep: Class 3 contains 2329 members Mstep: Class 4 contains 1248 members Mstep: Class 6 contains 1292 members Mstep: Class 7 contains 1991 members Mstep: Class 8 contains 3099 members Mstep: Class 9 contains 822 members Mstep: Class 10 contains 2010 members Mstep: Class 11 contains 1755 members Mstep: Class 12 contains 11915 members Mstep: Class 15 contains 3612 members Mstep: Class 18 contains 3839 members Mstep: Class 19 contains 9391 members Mstep: Class 20 contains 21589 members Entering Unmasked Estep ConsiderDeletion Score: -7214316.000000 Penalty: 27497.974609 Iteration 12Q: 16 clusters Score -7214316 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 13191 members Mstep: Class 3 contains 2364 members Mstep: Class 4 contains 1330 members Mstep: Class 6 contains 1355 members Mstep: Class 7 contains 2008 members Mstep: Class 8 contains 3093 members Mstep: Class 9 contains 802 members Mstep: Class 10 contains 2133 members Mstep: Class 11 contains 1752 members Mstep: Class 12 contains 11709 members Mstep: Class 15 contains 3580 members Mstep: Class 18 contains 3924 members Mstep: Class 19 contains 9385 members Mstep: Class 20 contains 21579 members Entering Unmasked Estep ConsiderDeletion Score: -7215168.000000 Penalty: 27497.974609 Iteration 13Q: 16 clusters Score -7215168 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 13115 members Mstep: Class 3 contains 2403 members Mstep: Class 4 contains 1376 members Mstep: Class 6 contains 1396 members Mstep: Class 7 contains 2009 members Mstep: Class 8 contains 3080 members Mstep: Class 9 contains 787 members Mstep: Class 10 contains 2252 members Mstep: Class 11 contains 1754 members Mstep: Class 12 contains 11459 members Mstep: Class 15 contains 3555 members Mstep: Class 18 contains 4062 members Mstep: Class 19 contains 9379 members Mstep: Class 20 contains 21577 members Entering Unmasked Estep ConsiderDeletion Score: -7216082.500000 Penalty: 27497.974609 Iteration 14Q: 16 clusters Score -7216082 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 13042 members Mstep: Class 3 contains 2431 members Mstep: Class 4 contains 1399 members Mstep: Class 6 contains 1443 members Mstep: Class 7 contains 2005 members Mstep: Class 8 contains 3074 members Mstep: Class 9 contains 775 members Mstep: Class 10 contains 2353 members Mstep: Class 11 contains 1752 members Mstep: Class 12 contains 11163 members Mstep: Class 15 contains 3535 members Mstep: Class 18 contains 4275 members Mstep: Class 19 contains 9377 members Mstep: Class 20 contains 21578 members Entering Unmasked Estep ConsiderDeletion Score: -7216954.000000 Penalty: 27497.974609 Iteration 15Q: 16 clusters Score -7216954 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 12989 members Mstep: Class 3 contains 2464 members Mstep: Class 4 contains 1415 members Mstep: Class 6 contains 1481 members Mstep: Class 7 contains 2000 members Mstep: Class 8 contains 3075 members Mstep: Class 9 contains 767 members Mstep: Class 10 contains 2430 members Mstep: Class 11 contains 1752 members Mstep: Class 12 contains 10893 members Mstep: Class 15 contains 3528 members Mstep: Class 18 contains 4458 members Mstep: Class 19 contains 9375 members Mstep: Class 20 contains 21575 members Entering Unmasked Estep ConsiderDeletion Score: -7217754.500000 Penalty: 27497.974609 Iteration 16Q: 16 clusters Score -7217754 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 12946 members Mstep: Class 3 contains 2486 members Mstep: Class 4 contains 1411 members Mstep: Class 6 contains 1511 members Mstep: Class 7 contains 1996 members Mstep: Class 8 contains 3079 members Mstep: Class 9 contains 762 members Mstep: Class 10 contains 2515 members Mstep: Class 11 contains 1752 members Mstep: Class 12 contains 10691 members Mstep: Class 15 contains 3523 members Mstep: Class 18 contains 4580 members Mstep: Class 19 contains 9374 members Mstep: Class 20 contains 21572 members Entering Unmasked Estep ConsiderDeletion Score: -7218365.500000 Penalty: 27497.974609 Iteration 17Q: 16 clusters Score -7218366 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 12893 members Mstep: Class 3 contains 2501 members Mstep: Class 4 contains 1396 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 1997 members Mstep: Class 8 contains 3078 members Mstep: Class 9 contains 761 members Mstep: Class 10 contains 2603 members Mstep: Class 11 contains 1752 members Mstep: Class 12 contains 10534 members Mstep: Class 15 contains 3525 members Mstep: Class 18 contains 4672 members Mstep: Class 19 contains 9372 members Mstep: Class 20 contains 21570 members Entering Unmasked Estep ConsiderDeletion Score: -7218881.000000 Penalty: 27497.974609 Iteration 18Q: 16 clusters Score -7218881 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 12845 members Mstep: Class 3 contains 2513 members Mstep: Class 4 contains 1384 members Mstep: Class 6 contains 1568 members Mstep: Class 7 contains 1996 members Mstep: Class 8 contains 3080 members Mstep: Class 9 contains 762 members Mstep: Class 10 contains 2705 members Mstep: Class 11 contains 1752 members Mstep: Class 12 contains 10393 members Mstep: Class 15 contains 3524 members Mstep: Class 18 contains 4749 members Mstep: Class 19 contains 9370 members Mstep: Class 20 contains 21556 members Entering Unmasked Estep ConsiderDeletion Score: -7219223.500000 Penalty: 27497.974609 Iteration 19Q: 16 clusters Score -7219224 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 12795 members Mstep: Class 3 contains 2525 members Mstep: Class 4 contains 1372 members Mstep: Class 6 contains 1595 members Mstep: Class 7 contains 1999 members Mstep: Class 8 contains 3079 members Mstep: Class 9 contains 761 members Mstep: Class 10 contains 2799 members Mstep: Class 11 contains 1752 members Mstep: Class 12 contains 10266 members Mstep: Class 15 contains 3519 members Mstep: Class 18 contains 4824 members Mstep: Class 19 contains 9369 members Mstep: Class 20 contains 21543 members Entering Unmasked Estep ConsiderDeletion Score: -7219540.500000 Penalty: 27497.974609 Iteration 20F: 16 clusters Score -7219540 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 12758 members Mstep: Class 3 contains 2549 members Mstep: Class 4 contains 1394 members Mstep: Class 6 contains 1628 members Mstep: Class 7 contains 2009 members Mstep: Class 8 contains 3074 members Mstep: Class 9 contains 751 members Mstep: Class 10 contains 2871 members Mstep: Class 11 contains 1745 members Mstep: Class 12 contains 10147 members Mstep: Class 15 contains 3498 members Mstep: Class 18 contains 4886 members Mstep: Class 19 contains 9368 members Mstep: Class 20 contains 21537 members Entering Unmasked Estep ConsiderDeletion Score: -7219825.000000 Penalty: 27497.974609 Iteration 21Q: 16 clusters Score -7219825 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 12729 members Mstep: Class 3 contains 2566 members Mstep: Class 4 contains 1407 members Mstep: Class 6 contains 1652 members Mstep: Class 7 contains 2020 members Mstep: Class 8 contains 3070 members Mstep: Class 9 contains 742 members Mstep: Class 10 contains 2924 members Mstep: Class 11 contains 1742 members Mstep: Class 12 contains 10025 members Mstep: Class 15 contains 3474 members Mstep: Class 18 contains 4980 members Mstep: Class 19 contains 9360 members Mstep: Class 20 contains 21537 members Entering Unmasked Estep ConsiderDeletion Score: -7220074.000000 Penalty: 27497.974609 Iteration 22Q: 16 clusters Score -7220074 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 12709 members Mstep: Class 3 contains 2576 members Mstep: Class 4 contains 1414 members Mstep: Class 6 contains 1673 members Mstep: Class 7 contains 2018 members Mstep: Class 8 contains 3069 members Mstep: Class 9 contains 733 members Mstep: Class 10 contains 2978 members Mstep: Class 11 contains 1740 members Mstep: Class 12 contains 9908 members Mstep: Class 15 contains 3458 members Mstep: Class 18 contains 5064 members Mstep: Class 19 contains 9358 members Mstep: Class 20 contains 21543 members Entering Unmasked Estep ConsiderDeletion Score: -7220229.500000 Penalty: 27497.974609 Iteration 23Q: 16 clusters Score -7220230 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 12687 members Mstep: Class 3 contains 2579 members Mstep: Class 4 contains 1413 members Mstep: Class 6 contains 1701 members Mstep: Class 7 contains 2009 members Mstep: Class 8 contains 3064 members Mstep: Class 9 contains 730 members Mstep: Class 10 contains 3028 members Mstep: Class 11 contains 1741 members Mstep: Class 12 contains 9816 members Mstep: Class 15 contains 3444 members Mstep: Class 18 contains 5139 members Mstep: Class 19 contains 9356 members Mstep: Class 20 contains 21543 members Entering Unmasked Estep ConsiderDeletion Score: -7220323.500000 Penalty: 27497.974609 Iteration 24Q: 16 clusters Score -7220324 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 12671 members Mstep: Class 3 contains 2583 members Mstep: Class 4 contains 1412 members Mstep: Class 6 contains 1717 members Mstep: Class 7 contains 2004 members Mstep: Class 8 contains 3069 members Mstep: Class 9 contains 722 members Mstep: Class 10 contains 3067 members Mstep: Class 11 contains 1740 members Mstep: Class 12 contains 9741 members Mstep: Class 15 contains 3431 members Mstep: Class 18 contains 5201 members Mstep: Class 19 contains 9355 members Mstep: Class 20 contains 21545 members Entering Unmasked Estep ConsiderDeletion Score: -7220429.000000 Penalty: 27497.974609 Iteration 25Q: 16 clusters Score -7220429 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 12653 members Mstep: Class 3 contains 2587 members Mstep: Class 4 contains 1422 members Mstep: Class 6 contains 1728 members Mstep: Class 7 contains 2002 members Mstep: Class 8 contains 3070 members Mstep: Class 9 contains 722 members Mstep: Class 10 contains 3090 members Mstep: Class 11 contains 1741 members Mstep: Class 12 contains 9689 members Mstep: Class 15 contains 3416 members Mstep: Class 18 contains 5247 members Mstep: Class 19 contains 9353 members Mstep: Class 20 contains 21547 members Entering Unmasked Estep ConsiderDeletion Score: -7220469.000000 Penalty: 27497.974609 Iteration 26Q: 16 clusters Score -7220469 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 12646 members Mstep: Class 3 contains 2586 members Mstep: Class 4 contains 1425 members Mstep: Class 6 contains 1737 members Mstep: Class 7 contains 2000 members Mstep: Class 8 contains 3072 members Mstep: Class 9 contains 720 members Mstep: Class 10 contains 3106 members Mstep: Class 11 contains 1741 members Mstep: Class 12 contains 9649 members Mstep: Class 15 contains 3409 members Mstep: Class 18 contains 5287 members Mstep: Class 19 contains 9351 members Mstep: Class 20 contains 21548 members Entering Unmasked Estep ConsiderDeletion Score: -7220518.000000 Penalty: 27497.974609 Iteration 27Q: 16 clusters Score -7220518 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 12638 members Mstep: Class 3 contains 2588 members Mstep: Class 4 contains 1424 members Mstep: Class 6 contains 1745 members Mstep: Class 7 contains 2001 members Mstep: Class 8 contains 3074 members Mstep: Class 9 contains 718 members Mstep: Class 10 contains 3124 members Mstep: Class 11 contains 1739 members Mstep: Class 12 contains 9627 members Mstep: Class 15 contains 3402 members Mstep: Class 18 contains 5310 members Mstep: Class 19 contains 9350 members Mstep: Class 20 contains 21552 members Entering Unmasked Estep ConsiderDeletion Score: -7220554.000000 Penalty: 27497.974609 Iteration 28Q: 16 clusters Score -7220554 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 12634 members Mstep: Class 3 contains 2589 members Mstep: Class 4 contains 1423 members Mstep: Class 6 contains 1750 members Mstep: Class 7 contains 2002 members Mstep: Class 8 contains 3074 members Mstep: Class 9 contains 717 members Mstep: Class 10 contains 3144 members Mstep: Class 11 contains 1740 members Mstep: Class 12 contains 9617 members Mstep: Class 15 contains 3395 members Mstep: Class 18 contains 5319 members Mstep: Class 19 contains 9348 members Mstep: Class 20 contains 21553 members Entering Unmasked Estep ConsiderDeletion Score: -7220562.500000 Penalty: 27497.974609 Iteration 29Q: 16 clusters Score -7220562 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 12627 members Mstep: Class 3 contains 2591 members Mstep: Class 4 contains 1419 members Mstep: Class 6 contains 1754 members Mstep: Class 7 contains 2003 members Mstep: Class 8 contains 3074 members Mstep: Class 9 contains 717 members Mstep: Class 10 contains 3170 members Mstep: Class 11 contains 1742 members Mstep: Class 12 contains 9607 members Mstep: Class 15 contains 3388 members Mstep: Class 18 contains 5321 members Mstep: Class 19 contains 9346 members Mstep: Class 20 contains 21553 members Entering Unmasked Estep ConsiderDeletion Score: -7220594.500000 Penalty: 27497.974609 Iteration 30Q: 16 clusters Score -7220594 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 12621 members Mstep: Class 3 contains 2591 members Mstep: Class 4 contains 1420 members Mstep: Class 6 contains 1758 members Mstep: Class 7 contains 2003 members Mstep: Class 8 contains 3073 members Mstep: Class 9 contains 718 members Mstep: Class 10 contains 3183 members Mstep: Class 11 contains 1742 members Mstep: Class 12 contains 9604 members Mstep: Class 15 contains 3378 members Mstep: Class 18 contains 5323 members Mstep: Class 19 contains 9346 members Mstep: Class 20 contains 21556 members Entering Unmasked Estep ConsiderDeletion Score: -7220579.000000 Penalty: 27497.974609 Iteration 31Q: 16 clusters Score -7220579 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 12612 members Mstep: Class 3 contains 2591 members Mstep: Class 4 contains 1409 members Mstep: Class 6 contains 1764 members Mstep: Class 7 contains 2003 members Mstep: Class 8 contains 3074 members Mstep: Class 9 contains 721 members Mstep: Class 10 contains 3198 members Mstep: Class 11 contains 1742 members Mstep: Class 12 contains 9604 members Mstep: Class 15 contains 3377 members Mstep: Class 18 contains 5319 members Mstep: Class 19 contains 9346 members Mstep: Class 20 contains 21558 members Entering Unmasked Estep ConsiderDeletion Score: -7220590.000000 Penalty: 27497.974609 Iteration 32Q: 16 clusters Score -7220590 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 12604 members Mstep: Class 3 contains 2592 members Mstep: Class 4 contains 1400 members Mstep: Class 6 contains 1770 members Mstep: Class 7 contains 2005 members Mstep: Class 8 contains 3074 members Mstep: Class 9 contains 724 members Mstep: Class 10 contains 3212 members Mstep: Class 11 contains 1742 members Mstep: Class 12 contains 9603 members Mstep: Class 15 contains 3376 members Mstep: Class 18 contains 5316 members Mstep: Class 19 contains 9346 members Mstep: Class 20 contains 21558 members Entering Unmasked Estep ConsiderDeletion Score: -7220608.000000 Penalty: 27497.974609 Iteration 33Q: 16 clusters Score -7220608 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 12595 members Mstep: Class 3 contains 2591 members Mstep: Class 4 contains 1395 members Mstep: Class 6 contains 1775 members Mstep: Class 7 contains 2005 members Mstep: Class 8 contains 3074 members Mstep: Class 9 contains 728 members Mstep: Class 10 contains 3225 members Mstep: Class 11 contains 1742 members Mstep: Class 12 contains 9603 members Mstep: Class 15 contains 3374 members Mstep: Class 18 contains 5315 members Mstep: Class 19 contains 9346 members Mstep: Class 20 contains 21558 members Entering Unmasked Estep ConsiderDeletion Score: -7220614.000000 Penalty: 27497.974609 Iteration 34Q: 16 clusters Score -7220614 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 12588 members Mstep: Class 3 contains 2591 members Mstep: Class 4 contains 1394 members Mstep: Class 6 contains 1778 members Mstep: Class 7 contains 2006 members Mstep: Class 8 contains 3074 members Mstep: Class 9 contains 730 members Mstep: Class 10 contains 3236 members Mstep: Class 11 contains 1742 members Mstep: Class 12 contains 9602 members Mstep: Class 15 contains 3371 members Mstep: Class 18 contains 5312 members Mstep: Class 19 contains 9346 members Mstep: Class 20 contains 21558 members Entering Unmasked Estep ConsiderDeletion Score: -7220635.000000 Penalty: 27497.974609 Iteration 35Q: 16 clusters Score -7220635 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 12583 members Mstep: Class 3 contains 2592 members Mstep: Class 4 contains 1393 members Mstep: Class 6 contains 1781 members Mstep: Class 7 contains 2005 members Mstep: Class 8 contains 3074 members Mstep: Class 9 contains 730 members Mstep: Class 10 contains 3244 members Mstep: Class 11 contains 1742 members Mstep: Class 12 contains 9602 members Mstep: Class 15 contains 3368 members Mstep: Class 18 contains 5312 members Mstep: Class 19 contains 9346 members Mstep: Class 20 contains 21559 members Entering Unmasked Estep ConsiderDeletion Score: -7220639.000000 Penalty: 27497.974609 Iteration 36Q: 16 clusters Score -7220639 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 12581 members Mstep: Class 3 contains 2593 members Mstep: Class 4 contains 1396 members Mstep: Class 6 contains 1783 members Mstep: Class 7 contains 2006 members Mstep: Class 8 contains 3074 members Mstep: Class 9 contains 730 members Mstep: Class 10 contains 3246 members Mstep: Class 11 contains 1742 members Mstep: Class 12 contains 9602 members Mstep: Class 15 contains 3364 members Mstep: Class 18 contains 5311 members Mstep: Class 19 contains 9346 members Mstep: Class 20 contains 21560 members Entering Unmasked Estep ConsiderDeletion Score: -7220648.000000 Penalty: 27497.974609 Iteration 37Q: 16 clusters Score -7220648 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 12579 members Mstep: Class 3 contains 2593 members Mstep: Class 4 contains 1400 members Mstep: Class 6 contains 1784 members Mstep: Class 7 contains 2006 members Mstep: Class 8 contains 3074 members Mstep: Class 9 contains 730 members Mstep: Class 10 contains 3254 members Mstep: Class 11 contains 1742 members Mstep: Class 12 contains 9600 members Mstep: Class 15 contains 3360 members Mstep: Class 18 contains 5309 members Mstep: Class 19 contains 9346 members Mstep: Class 20 contains 21561 members Entering Unmasked Estep ConsiderDeletion Score: -7220654.500000 Penalty: 27497.974609 Iteration 38Q: 16 clusters Score -7220654 nChanged 22 Entering ConstructFrom: Score: -7220654.500000 Penalty: 27497.974609 Entering ConstructFrom: Trying to split cluster 1 (966 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Entering Unmasked Estep Score: -86397.070312 Penalty: 1116.889160 Iteration 0F: 2 clusters Score -86397.07 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 480 members Entering Unmasked Estep Score: -84971.687500 Penalty: 2233.778320 Iteration 0F: 3 clusters Score -84971.69 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -85285.265625 Penalty: 2233.778320 Iteration 1F: 3 clusters Score -85285.27 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -85478.726562 Penalty: 2233.778320 Iteration 2F: 3 clusters Score -85478.73 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -85719.789062 Penalty: 2233.778320 Iteration 3F: 3 clusters Score -85719.79 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -86248.132812 Penalty: 2233.778320 Iteration 4F: 3 clusters Score -86248.13 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -87042.523438 Penalty: 2233.778320 Iteration 5F: 3 clusters Score -87042.52 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -87803.398438 Penalty: 2233.778320 Iteration 6F: 3 clusters Score -87803.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -88371.054688 Penalty: 2233.778320 Iteration 7Q: 3 clusters Score -88371.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -88431.179688 Penalty: 2233.778320 Iteration 8Q: 3 clusters Score -88431.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -88431.179688 Penalty: 2233.778320 Iteration 9F: 3 clusters Score -88431.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 12578 members Mstep: Class 3 contains 2594 members Mstep: Class 4 contains 1396 members Mstep: Class 5 contains 528 members Mstep: Class 6 contains 1785 members Mstep: Class 7 contains 2008 members Mstep: Class 8 contains 3075 members Mstep: Class 9 contains 730 members Mstep: Class 10 contains 3261 members Mstep: Class 11 contains 1742 members Mstep: Class 12 contains 9599 members Mstep: Class 15 contains 3356 members Mstep: Class 18 contains 5309 members Mstep: Class 19 contains 9346 members Mstep: Class 20 contains 21563 members Entering Unmasked Estep Score: -7221985.000000 Penalty: 29331.173828 Splitting cluster 1 changes total score from -7220654.500000 to -7221985.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 2 (12578 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12578 members Entering Unmasked Estep Score: -1211441.625000 Penalty: 1533.952026 Iteration 0F: 2 clusters Score -1211442 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6323 members Mstep: Class 2 contains 6255 members Entering Unmasked Estep Score: -1202632.625000 Penalty: 3067.904053 Iteration 0F: 3 clusters Score -1202633 nChanged 5550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6565 members Mstep: Class 2 contains 6013 members Entering Unmasked Estep Score: -1205683.375000 Penalty: 3067.904053 Iteration 1F: 3 clusters Score -1205683 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6781 members Mstep: Class 2 contains 5797 members Entering Unmasked Estep Score: -1206025.250000 Penalty: 3067.904053 Iteration 2F: 3 clusters Score -1206025 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7068 members Mstep: Class 2 contains 5510 members Entering Unmasked Estep Score: -1206364.375000 Penalty: 3067.904053 Iteration 3F: 3 clusters Score -1206364 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7446 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -1206737.750000 Penalty: 3067.904053 Iteration 4F: 3 clusters Score -1206738 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7864 members Mstep: Class 2 contains 4714 members Entering Unmasked Estep Score: -1207147.375000 Penalty: 3067.904053 Iteration 5F: 3 clusters Score -1207147 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8318 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -1207603.250000 Penalty: 3067.904053 Iteration 6F: 3 clusters Score -1207603 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8770 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -1208076.000000 Penalty: 3067.904053 Iteration 7F: 3 clusters Score -1208076 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9174 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -1208509.125000 Penalty: 3067.904053 Iteration 8F: 3 clusters Score -1208509 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9540 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -1208897.500000 Penalty: 3067.904053 Iteration 9Q: 3 clusters Score -1208898 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9811 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -1209204.625000 Penalty: 3067.904053 Iteration 10Q: 3 clusters Score -1209205 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10010 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -1209421.250000 Penalty: 3067.904053 Iteration 11Q: 3 clusters Score -1209421 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10173 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -1209562.250000 Penalty: 3067.904053 Iteration 12Q: 3 clusters Score -1209562 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10312 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -1209660.750000 Penalty: 3067.904053 Iteration 13Q: 3 clusters Score -1209661 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10426 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -1209720.500000 Penalty: 3067.904053 Iteration 14Q: 3 clusters Score -1209720 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10519 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -1209764.500000 Penalty: 3067.904053 Iteration 15Q: 3 clusters Score -1209764 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10602 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -1209804.000000 Penalty: 3067.904053 Iteration 16Q: 3 clusters Score -1209804 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10673 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -1209838.000000 Penalty: 3067.904053 Iteration 17Q: 3 clusters Score -1209838 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10732 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -1209853.250000 Penalty: 3067.904053 Iteration 18Q: 3 clusters Score -1209853 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10781 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -1209868.375000 Penalty: 3067.904053 Iteration 19Q: 3 clusters Score -1209868 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10829 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -1209883.250000 Penalty: 3067.904053 Iteration 20F: 3 clusters Score -1209883 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10868 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -1209893.500000 Penalty: 3067.904053 Iteration 21Q: 3 clusters Score -1209894 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10904 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -1209907.500000 Penalty: 3067.904053 Iteration 22Q: 3 clusters Score -1209908 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10938 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -1209915.000000 Penalty: 3067.904053 Iteration 23Q: 3 clusters Score -1209915 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10971 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -1209923.625000 Penalty: 3067.904053 Iteration 24Q: 3 clusters Score -1209924 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11001 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -1209931.250000 Penalty: 3067.904053 Iteration 25Q: 3 clusters Score -1209931 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11035 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -1209942.500000 Penalty: 3067.904053 Iteration 26Q: 3 clusters Score -1209942 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11068 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -1209949.125000 Penalty: 3067.904053 Iteration 27Q: 3 clusters Score -1209949 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11092 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -1209957.875000 Penalty: 3067.904053 Iteration 28Q: 3 clusters Score -1209958 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11114 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -1209962.000000 Penalty: 3067.904053 Iteration 29Q: 3 clusters Score -1209962 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11132 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -1209971.000000 Penalty: 3067.904053 Iteration 30Q: 3 clusters Score -1209971 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11152 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -1209976.375000 Penalty: 3067.904053 Iteration 31Q: 3 clusters Score -1209976 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11175 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -1209980.625000 Penalty: 3067.904053 Iteration 32Q: 3 clusters Score -1209981 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11194 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -1209988.875000 Penalty: 3067.904053 Iteration 33Q: 3 clusters Score -1209989 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11207 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -1209990.000000 Penalty: 3067.904053 Iteration 34Q: 3 clusters Score -1209990 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11217 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -1209994.375000 Penalty: 3067.904053 Iteration 35Q: 3 clusters Score -1209994 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11229 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -1210000.000000 Penalty: 3067.904053 Iteration 36Q: 3 clusters Score -1210000 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11247 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -1210006.875000 Penalty: 3067.904053 Iteration 37Q: 3 clusters Score -1210007 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11264 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -1210007.750000 Penalty: 3067.904053 Iteration 38Q: 3 clusters Score -1210008 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11274 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -1210009.250000 Penalty: 3067.904053 Iteration 39Q: 3 clusters Score -1210009 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11284 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -1210014.750000 Penalty: 3067.904053 Iteration 40F: 3 clusters Score -1210015 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11296 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -1210017.625000 Penalty: 3067.904053 Iteration 41Q: 3 clusters Score -1210018 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11308 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -1210022.625000 Penalty: 3067.904053 Iteration 42Q: 3 clusters Score -1210023 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11318 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -1210026.250000 Penalty: 3067.904053 Iteration 43Q: 3 clusters Score -1210026 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11323 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -1210028.750000 Penalty: 3067.904053 Iteration 44Q: 3 clusters Score -1210029 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11330 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -1210030.500000 Penalty: 3067.904053 Iteration 45Q: 3 clusters Score -1210030 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11336 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -1210030.250000 Penalty: 3067.904053 Iteration 46Q: 3 clusters Score -1210030 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11346 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -1210032.500000 Penalty: 3067.904053 Iteration 47Q: 3 clusters Score -1210032 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11355 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -1210034.250000 Penalty: 3067.904053 Iteration 48Q: 3 clusters Score -1210034 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11360 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -1210032.750000 Penalty: 3067.904053 Iteration 49Q: 3 clusters Score -1210033 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11363 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -1210035.125000 Penalty: 3067.904053 Iteration 50Q: 3 clusters Score -1210035 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11367 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -1210037.000000 Penalty: 3067.904053 Iteration 51Q: 3 clusters Score -1210037 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11369 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -1210036.125000 Penalty: 3067.904053 Iteration 52Q: 3 clusters Score -1210036 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11372 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -1210036.000000 Penalty: 3067.904053 Iteration 53Q: 3 clusters Score -1210036 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11374 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -1210037.500000 Penalty: 3067.904053 Iteration 54Q: 3 clusters Score -1210038 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11379 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -1210037.375000 Penalty: 3067.904053 Iteration 55Q: 3 clusters Score -1210037 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11383 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -1210040.875000 Penalty: 3067.904053 Iteration 56Q: 3 clusters Score -1210041 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11384 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -1210042.000000 Penalty: 3067.904053 Iteration 57Q: 3 clusters Score -1210042 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11384 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -1210042.000000 Penalty: 3067.904053 Iteration 58F: 3 clusters Score -1210042 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Entering Unmasked Estep Score: -244882.750000 Penalty: 1277.405396 Iteration 0F: 2 clusters Score -244882.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -242398.734375 Penalty: 2554.810791 Iteration 0F: 3 clusters Score -242398.7 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -242971.328125 Penalty: 2554.810791 Iteration 1F: 3 clusters Score -242971.3 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -243165.328125 Penalty: 2554.810791 Iteration 2F: 3 clusters Score -243165.3 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -243323.578125 Penalty: 2554.810791 Iteration 3F: 3 clusters Score -243323.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -243461.046875 Penalty: 2554.810791 Iteration 4F: 3 clusters Score -243461 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -243605.765625 Penalty: 2554.810791 Iteration 5F: 3 clusters Score -243605.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -243731.078125 Penalty: 2554.810791 Iteration 6F: 3 clusters Score -243731.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -243857.359375 Penalty: 2554.810791 Iteration 7Q: 3 clusters Score -243857.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -243991.359375 Penalty: 2554.810791 Iteration 8Q: 3 clusters Score -243991.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -244097.140625 Penalty: 2554.810791 Iteration 9Q: 3 clusters Score -244097.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -244184.562500 Penalty: 2554.810791 Iteration 10Q: 3 clusters Score -244184.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -244239.718750 Penalty: 2554.810791 Iteration 11Q: 3 clusters Score -244239.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -244270.609375 Penalty: 2554.810791 Iteration 12Q: 3 clusters Score -244270.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -244287.906250 Penalty: 2554.810791 Iteration 13Q: 3 clusters Score -244287.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -244297.765625 Penalty: 2554.810791 Iteration 14Q: 3 clusters Score -244297.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -244305.968750 Penalty: 2554.810791 Iteration 15Q: 3 clusters Score -244306 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -244313.625000 Penalty: 2554.810791 Iteration 16Q: 3 clusters Score -244313.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -244319.578125 Penalty: 2554.810791 Iteration 17Q: 3 clusters Score -244319.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -244323.406250 Penalty: 2554.810791 Iteration 18Q: 3 clusters Score -244323.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -244325.640625 Penalty: 2554.810791 Iteration 19Q: 3 clusters Score -244325.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -244329.437500 Penalty: 2554.810791 Iteration 20F: 3 clusters Score -244329.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -244334.640625 Penalty: 2554.810791 Iteration 21Q: 3 clusters Score -244334.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -244341.328125 Penalty: 2554.810791 Iteration 22Q: 3 clusters Score -244341.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -244352.234375 Penalty: 2554.810791 Iteration 23Q: 3 clusters Score -244352.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -244365.437500 Penalty: 2554.810791 Iteration 24Q: 3 clusters Score -244365.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -244375.750000 Penalty: 2554.810791 Iteration 25Q: 3 clusters Score -244375.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -244383.187500 Penalty: 2554.810791 Iteration 26Q: 3 clusters Score -244383.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -244390.000000 Penalty: 2554.810791 Iteration 27Q: 3 clusters Score -244390 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -244395.609375 Penalty: 2554.810791 Iteration 28Q: 3 clusters Score -244395.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -244398.593750 Penalty: 2554.810791 Iteration 29Q: 3 clusters Score -244398.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -244399.687500 Penalty: 2554.810791 Iteration 30Q: 3 clusters Score -244399.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -244401.765625 Penalty: 2554.810791 Iteration 31Q: 3 clusters Score -244401.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -244404.937500 Penalty: 2554.810791 Iteration 32Q: 3 clusters Score -244404.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -244407.046875 Penalty: 2554.810791 Iteration 33Q: 3 clusters Score -244407 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -244408.562500 Penalty: 2554.810791 Iteration 34Q: 3 clusters Score -244408.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -244411.062500 Penalty: 2554.810791 Iteration 35Q: 3 clusters Score -244411.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -244412.984375 Penalty: 2554.810791 Iteration 36Q: 3 clusters Score -244413 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -244413.515625 Penalty: 2554.810791 Iteration 37Q: 3 clusters Score -244413.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -244414.093750 Penalty: 2554.810791 Iteration 38Q: 3 clusters Score -244414.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -244414.296875 Penalty: 2554.810791 Iteration 39Q: 3 clusters Score -244414.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -244415.640625 Penalty: 2554.810791 Iteration 40F: 3 clusters Score -244415.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -244417.656250 Penalty: 2554.810791 Iteration 41Q: 3 clusters Score -244417.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -244418.968750 Penalty: 2554.810791 Iteration 42Q: 3 clusters Score -244419 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -244420.421875 Penalty: 2554.810791 Iteration 43Q: 3 clusters Score -244420.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -244420.484375 Penalty: 2554.810791 Iteration 44Q: 3 clusters Score -244420.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -244420.484375 Penalty: 2554.810791 Iteration 45F: 3 clusters Score -244420.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1396 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Entering Unmasked Estep Score: -121493.570312 Penalty: 1176.722046 Iteration 0F: 2 clusters Score -121493.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -119868.960938 Penalty: 2353.444092 Iteration 0F: 3 clusters Score -119869 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -120495.031250 Penalty: 2353.444092 Iteration 1F: 3 clusters Score -120495 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -120688.765625 Penalty: 2353.444092 Iteration 2F: 3 clusters Score -120688.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -120794.164062 Penalty: 2353.444092 Iteration 3Q: 3 clusters Score -120794.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -120857.492188 Penalty: 2353.444092 Iteration 4Q: 3 clusters Score -120857.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -120904.820312 Penalty: 2353.444092 Iteration 5Q: 3 clusters Score -120904.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -120928.414062 Penalty: 2353.444092 Iteration 6Q: 3 clusters Score -120928.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -120966.195312 Penalty: 2353.444092 Iteration 7Q: 3 clusters Score -120966.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -120996.882812 Penalty: 2353.444092 Iteration 8Q: 3 clusters Score -120996.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -121007.687500 Penalty: 2353.444092 Iteration 9Q: 3 clusters Score -121007.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -121013.500000 Penalty: 2353.444092 Iteration 10Q: 3 clusters Score -121013.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -121018.320312 Penalty: 2353.444092 Iteration 11Q: 3 clusters Score -121018.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -121027.546875 Penalty: 2353.444092 Iteration 12Q: 3 clusters Score -121027.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -121033.054688 Penalty: 2353.444092 Iteration 13Q: 3 clusters Score -121033.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -121035.179688 Penalty: 2353.444092 Iteration 14Q: 3 clusters Score -121035.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -121036.937500 Penalty: 2353.444092 Iteration 15Q: 3 clusters Score -121036.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -121037.210938 Penalty: 2353.444092 Iteration 16Q: 3 clusters Score -121037.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -121038.023438 Penalty: 2353.444092 Iteration 17Q: 3 clusters Score -121038 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -121038.023438 Penalty: 2353.444092 Iteration 18F: 3 clusters Score -121038 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1785 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Entering Unmasked Estep Score: -168319.843750 Penalty: 1216.665649 Iteration 0F: 2 clusters Score -168319.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -166356.812500 Penalty: 2433.331299 Iteration 0F: 3 clusters Score -166356.8 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -166777.359375 Penalty: 2433.331299 Iteration 1F: 3 clusters Score -166777.4 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -166915.640625 Penalty: 2433.331299 Iteration 2F: 3 clusters Score -166915.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -166986.140625 Penalty: 2433.331299 Iteration 3F: 3 clusters Score -166986.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -167027.078125 Penalty: 2433.331299 Iteration 4Q: 3 clusters Score -167027.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -167050.265625 Penalty: 2433.331299 Iteration 5Q: 3 clusters Score -167050.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -167068.203125 Penalty: 2433.331299 Iteration 6Q: 3 clusters Score -167068.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -167092.234375 Penalty: 2433.331299 Iteration 7Q: 3 clusters Score -167092.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -167108.531250 Penalty: 2433.331299 Iteration 8Q: 3 clusters Score -167108.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -167123.046875 Penalty: 2433.331299 Iteration 9Q: 3 clusters Score -167123 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -167131.921875 Penalty: 2433.331299 Iteration 10Q: 3 clusters Score -167131.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -167136.984375 Penalty: 2433.331299 Iteration 11Q: 3 clusters Score -167137 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -167140.343750 Penalty: 2433.331299 Iteration 12Q: 3 clusters Score -167140.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -167144.046875 Penalty: 2433.331299 Iteration 13Q: 3 clusters Score -167144 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -167146.375000 Penalty: 2433.331299 Iteration 14Q: 3 clusters Score -167146.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -167148.171875 Penalty: 2433.331299 Iteration 15Q: 3 clusters Score -167148.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -167149.250000 Penalty: 2433.331299 Iteration 16Q: 3 clusters Score -167149.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -167149.250000 Penalty: 2433.331299 Iteration 17F: 3 clusters Score -167149.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2008 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Entering Unmasked Estep Score: -175410.109375 Penalty: 1235.795410 Iteration 0F: 2 clusters Score -175410.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -173393.109375 Penalty: 2471.590820 Iteration 0F: 3 clusters Score -173393.1 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -174034.421875 Penalty: 2471.590820 Iteration 1F: 3 clusters Score -174034.4 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -174278.937500 Penalty: 2471.590820 Iteration 2F: 3 clusters Score -174278.9 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -174555.562500 Penalty: 2471.590820 Iteration 3F: 3 clusters Score -174555.6 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -174943.093750 Penalty: 2471.590820 Iteration 4F: 3 clusters Score -174943.1 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -175329.953125 Penalty: 2471.590820 Iteration 5F: 3 clusters Score -175330 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -175708.140625 Penalty: 2471.590820 Iteration 6F: 3 clusters Score -175708.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -175985.531250 Penalty: 2471.590820 Iteration 7Q: 3 clusters Score -175985.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -176131.156250 Penalty: 2471.590820 Iteration 8Q: 3 clusters Score -176131.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -176176.390625 Penalty: 2471.590820 Iteration 9Q: 3 clusters Score -176176.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -176189.578125 Penalty: 2471.590820 Iteration 10Q: 3 clusters Score -176189.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -176192.640625 Penalty: 2471.590820 Iteration 11Q: 3 clusters Score -176192.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -176194.421875 Penalty: 2471.590820 Iteration 12Q: 3 clusters Score -176194.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -176195.578125 Penalty: 2471.590820 Iteration 13Q: 3 clusters Score -176195.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -176195.906250 Penalty: 2471.590820 Iteration 14Q: 3 clusters Score -176195.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -176195.906250 Penalty: 2471.590820 Iteration 15F: 3 clusters Score -176195.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 12578 members Mstep: Class 3 contains 2594 members Mstep: Class 4 contains 1396 members Mstep: Class 5 contains 528 members Mstep: Class 6 contains 1785 members Mstep: Class 7 contains 1332 members Mstep: Class 8 contains 3075 members Mstep: Class 9 contains 730 members Mstep: Class 10 contains 3261 members Mstep: Class 11 contains 1742 members Mstep: Class 12 contains 9599 members Mstep: Class 13 contains 676 members Mstep: Class 15 contains 3356 members Mstep: Class 18 contains 5309 members Mstep: Class 19 contains 9346 members Mstep: Class 20 contains 21563 members Entering Unmasked Estep Score: -7222175.500000 Penalty: 31164.371094 Splitting cluster 7 changes total score from -7220654.500000 to -7222175.500000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 8 (3075 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Entering Unmasked Estep Score: -288663.593750 Penalty: 1305.047241 Iteration 0F: 2 clusters Score -288663.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -285926.593750 Penalty: 2610.094482 Iteration 0F: 3 clusters Score -285926.6 nChanged 1183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -286593.562500 Penalty: 2610.094482 Iteration 1F: 3 clusters Score -286593.6 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -286789.750000 Penalty: 2610.094482 Iteration 2F: 3 clusters Score -286789.8 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -286985.031250 Penalty: 2610.094482 Iteration 3F: 3 clusters Score -286985 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -287235.781250 Penalty: 2610.094482 Iteration 4F: 3 clusters Score -287235.8 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -287614.812500 Penalty: 2610.094482 Iteration 5F: 3 clusters Score -287614.8 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -288024.187500 Penalty: 2610.094482 Iteration 6F: 3 clusters Score -288024.2 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -288285.343750 Penalty: 2610.094482 Iteration 7F: 3 clusters Score -288285.3 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -288498.781250 Penalty: 2610.094482 Iteration 8F: 3 clusters Score -288498.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -288627.656250 Penalty: 2610.094482 Iteration 9Q: 3 clusters Score -288627.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -288738.437500 Penalty: 2610.094482 Iteration 10Q: 3 clusters Score -288738.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -288864.000000 Penalty: 2610.094482 Iteration 11Q: 3 clusters Score -288864 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -289025.156250 Penalty: 2610.094482 Iteration 12Q: 3 clusters Score -289025.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -289226.593750 Penalty: 2610.094482 Iteration 13Q: 3 clusters Score -289226.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -289381.062500 Penalty: 2610.094482 Iteration 14Q: 3 clusters Score -289381.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -289446.156250 Penalty: 2610.094482 Iteration 15Q: 3 clusters Score -289446.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -289463.312500 Penalty: 2610.094482 Iteration 16Q: 3 clusters Score -289463.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -289468.562500 Penalty: 2610.094482 Iteration 17Q: 3 clusters Score -289468.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -289472.312500 Penalty: 2610.094482 Iteration 18Q: 3 clusters Score -289472.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -289473.718750 Penalty: 2610.094482 Iteration 19Q: 3 clusters Score -289473.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -289474.312500 Penalty: 2610.094482 Iteration 20F: 3 clusters Score -289474.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 12578 members Mstep: Class 3 contains 2594 members Mstep: Class 4 contains 1396 members Mstep: Class 5 contains 528 members Mstep: Class 6 contains 1785 members Mstep: Class 7 contains 1332 members Mstep: Class 8 contains 1509 members Mstep: Class 9 contains 730 members Mstep: Class 10 contains 3261 members Mstep: Class 11 contains 1742 members Mstep: Class 12 contains 9599 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 1566 members Mstep: Class 15 contains 3356 members Mstep: Class 18 contains 5309 members Mstep: Class 19 contains 9346 members Mstep: Class 20 contains 21563 members Entering Unmasked Estep Score: -7222464.500000 Penalty: 32997.570312 Splitting cluster 8 changes total score from -7220654.500000 to -7222464.500000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 9 (730 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Entering Unmasked Estep Score: -59586.441406 Penalty: 1071.369751 Iteration 0F: 2 clusters Score -59586.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -58410.976562 Penalty: 2142.739502 Iteration 0F: 3 clusters Score -58410.98 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -58729.042969 Penalty: 2142.739502 Iteration 1F: 3 clusters Score -58729.04 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -58994.484375 Penalty: 2142.739502 Iteration 2F: 3 clusters Score -58994.48 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -59446.750000 Penalty: 2142.739502 Iteration 3F: 3 clusters Score -59446.75 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -59956.562500 Penalty: 2142.739502 Iteration 4F: 3 clusters Score -59956.56 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -60236.839844 Penalty: 2142.739502 Iteration 5F: 3 clusters Score -60236.84 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -60398.625000 Penalty: 2142.739502 Iteration 6Q: 3 clusters Score -60398.62 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -60546.000000 Penalty: 2142.739502 Iteration 7Q: 3 clusters Score -60546 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -60654.281250 Penalty: 2142.739502 Iteration 8Q: 3 clusters Score -60654.28 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -60686.054688 Penalty: 2142.739502 Iteration 9Q: 3 clusters Score -60686.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -60701.695312 Penalty: 2142.739502 Iteration 10Q: 3 clusters Score -60701.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -60705.097656 Penalty: 2142.739502 Iteration 11Q: 3 clusters Score -60705.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -60721.039062 Penalty: 2142.739502 Iteration 12Q: 3 clusters Score -60721.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -60750.714844 Penalty: 2142.739502 Iteration 13Q: 3 clusters Score -60750.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -60769.925781 Penalty: 2142.739502 Iteration 14Q: 3 clusters Score -60769.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -60775.546875 Penalty: 2142.739502 Iteration 15Q: 3 clusters Score -60775.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -60775.546875 Penalty: 2142.739502 Iteration 16F: 3 clusters Score -60775.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 12578 members Mstep: Class 3 contains 2594 members Mstep: Class 4 contains 1396 members Mstep: Class 5 contains 528 members Mstep: Class 6 contains 1785 members Mstep: Class 7 contains 1332 members Mstep: Class 8 contains 1509 members Mstep: Class 9 contains 405 members Mstep: Class 10 contains 3261 members Mstep: Class 11 contains 1742 members Mstep: Class 12 contains 9599 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 1566 members Mstep: Class 15 contains 3356 members Mstep: Class 16 contains 325 members Mstep: Class 18 contains 5309 members Mstep: Class 19 contains 9346 members Mstep: Class 20 contains 21563 members Entering Unmasked Estep Score: -7222885.000000 Penalty: 34830.769531 Splitting cluster 9 changes total score from -7220654.500000 to -7222885.000000 So it's getting split into cluster 16. Entering ConstructFrom: Trying to split cluster 10 (3261 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Entering Unmasked Estep Score: -290461.781250 Penalty: 1314.590820 Iteration 0F: 2 clusters Score -290461.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -287599.687500 Penalty: 2629.181641 Iteration 0F: 3 clusters Score -287599.7 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -288483.281250 Penalty: 2629.181641 Iteration 1F: 3 clusters Score -288483.3 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -288782.375000 Penalty: 2629.181641 Iteration 2F: 3 clusters Score -288782.4 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -289005.218750 Penalty: 2629.181641 Iteration 3F: 3 clusters Score -289005.2 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -289207.093750 Penalty: 2629.181641 Iteration 4F: 3 clusters Score -289207.1 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -289360.843750 Penalty: 2629.181641 Iteration 5F: 3 clusters Score -289360.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -289469.437500 Penalty: 2629.181641 Iteration 6Q: 3 clusters Score -289469.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -289551.156250 Penalty: 2629.181641 Iteration 7Q: 3 clusters Score -289551.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -289614.906250 Penalty: 2629.181641 Iteration 8Q: 3 clusters Score -289614.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -289657.656250 Penalty: 2629.181641 Iteration 9Q: 3 clusters Score -289657.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -289690.375000 Penalty: 2629.181641 Iteration 10Q: 3 clusters Score -289690.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -289711.437500 Penalty: 2629.181641 Iteration 11Q: 3 clusters Score -289711.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -289729.843750 Penalty: 2629.181641 Iteration 12Q: 3 clusters Score -289729.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -289749.750000 Penalty: 2629.181641 Iteration 13Q: 3 clusters Score -289749.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -289767.937500 Penalty: 2629.181641 Iteration 14Q: 3 clusters Score -289767.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -289790.093750 Penalty: 2629.181641 Iteration 15Q: 3 clusters Score -289790.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -289811.781250 Penalty: 2629.181641 Iteration 16Q: 3 clusters Score -289811.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -289831.812500 Penalty: 2629.181641 Iteration 17Q: 3 clusters Score -289831.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -289848.562500 Penalty: 2629.181641 Iteration 18Q: 3 clusters Score -289848.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -289868.718750 Penalty: 2629.181641 Iteration 19Q: 3 clusters Score -289868.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -289894.656250 Penalty: 2629.181641 Iteration 20F: 3 clusters Score -289894.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -289928.750000 Penalty: 2629.181641 Iteration 21Q: 3 clusters Score -289928.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -289954.406250 Penalty: 2629.181641 Iteration 22Q: 3 clusters Score -289954.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -289977.468750 Penalty: 2629.181641 Iteration 23Q: 3 clusters Score -289977.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -289993.843750 Penalty: 2629.181641 Iteration 24Q: 3 clusters Score -289993.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -290006.625000 Penalty: 2629.181641 Iteration 25Q: 3 clusters Score -290006.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -290014.343750 Penalty: 2629.181641 Iteration 26Q: 3 clusters Score -290014.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -290019.937500 Penalty: 2629.181641 Iteration 27Q: 3 clusters Score -290019.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -290023.562500 Penalty: 2629.181641 Iteration 28Q: 3 clusters Score -290023.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -290026.375000 Penalty: 2629.181641 Iteration 29Q: 3 clusters Score -290026.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -290030.500000 Penalty: 2629.181641 Iteration 30Q: 3 clusters Score -290030.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -290032.187500 Penalty: 2629.181641 Iteration 31Q: 3 clusters Score -290032.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -290033.156250 Penalty: 2629.181641 Iteration 32Q: 3 clusters Score -290033.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -290034.062500 Penalty: 2629.181641 Iteration 33Q: 3 clusters Score -290034.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -290034.062500 Penalty: 2629.181641 Iteration 34F: 3 clusters Score -290034.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1742 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Entering Unmasked Estep Score: -167119.765625 Penalty: 1212.703247 Iteration 0F: 2 clusters Score -167119.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -165205.546875 Penalty: 2425.406494 Iteration 0F: 3 clusters Score -165205.5 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -165599.328125 Penalty: 2425.406494 Iteration 1F: 3 clusters Score -165599.3 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -165697.781250 Penalty: 2425.406494 Iteration 2F: 3 clusters Score -165697.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -165770.437500 Penalty: 2425.406494 Iteration 3Q: 3 clusters Score -165770.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -165824.609375 Penalty: 2425.406494 Iteration 4Q: 3 clusters Score -165824.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -165866.781250 Penalty: 2425.406494 Iteration 5Q: 3 clusters Score -165866.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -165898.484375 Penalty: 2425.406494 Iteration 6Q: 3 clusters Score -165898.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -165919.343750 Penalty: 2425.406494 Iteration 7Q: 3 clusters Score -165919.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -165938.484375 Penalty: 2425.406494 Iteration 8Q: 3 clusters Score -165938.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -165957.109375 Penalty: 2425.406494 Iteration 9Q: 3 clusters Score -165957.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -165969.265625 Penalty: 2425.406494 Iteration 10Q: 3 clusters Score -165969.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -165977.312500 Penalty: 2425.406494 Iteration 11Q: 3 clusters Score -165977.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -165987.375000 Penalty: 2425.406494 Iteration 12Q: 3 clusters Score -165987.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -165996.281250 Penalty: 2425.406494 Iteration 13Q: 3 clusters Score -165996.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -166000.390625 Penalty: 2425.406494 Iteration 14Q: 3 clusters Score -166000.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -166006.578125 Penalty: 2425.406494 Iteration 15Q: 3 clusters Score -166006.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -166011.671875 Penalty: 2425.406494 Iteration 16Q: 3 clusters Score -166011.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -166018.296875 Penalty: 2425.406494 Iteration 17Q: 3 clusters Score -166018.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -166022.687500 Penalty: 2425.406494 Iteration 18Q: 3 clusters Score -166022.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -166026.218750 Penalty: 2425.406494 Iteration 19Q: 3 clusters Score -166026.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -166031.656250 Penalty: 2425.406494 Iteration 20F: 3 clusters Score -166031.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -166035.937500 Penalty: 2425.406494 Iteration 21Q: 3 clusters Score -166035.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -166038.593750 Penalty: 2425.406494 Iteration 22Q: 3 clusters Score -166038.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -166040.359375 Penalty: 2425.406494 Iteration 23Q: 3 clusters Score -166040.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -166043.687500 Penalty: 2425.406494 Iteration 24Q: 3 clusters Score -166043.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -166045.765625 Penalty: 2425.406494 Iteration 25Q: 3 clusters Score -166045.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -166047.625000 Penalty: 2425.406494 Iteration 26Q: 3 clusters Score -166047.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -166048.406250 Penalty: 2425.406494 Iteration 27Q: 3 clusters Score -166048.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -166050.062500 Penalty: 2425.406494 Iteration 28Q: 3 clusters Score -166050.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -166050.640625 Penalty: 2425.406494 Iteration 29Q: 3 clusters Score -166050.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -166051.312500 Penalty: 2425.406494 Iteration 30Q: 3 clusters Score -166051.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -166053.750000 Penalty: 2425.406494 Iteration 31Q: 3 clusters Score -166053.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -166056.609375 Penalty: 2425.406494 Iteration 32Q: 3 clusters Score -166056.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -166060.406250 Penalty: 2425.406494 Iteration 33Q: 3 clusters Score -166060.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -166066.625000 Penalty: 2425.406494 Iteration 34Q: 3 clusters Score -166066.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -166070.734375 Penalty: 2425.406494 Iteration 35Q: 3 clusters Score -166070.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -166076.937500 Penalty: 2425.406494 Iteration 36Q: 3 clusters Score -166076.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -166082.312500 Penalty: 2425.406494 Iteration 37Q: 3 clusters Score -166082.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -166083.109375 Penalty: 2425.406494 Iteration 38Q: 3 clusters Score -166083.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -166083.109375 Penalty: 2425.406494 Iteration 39F: 3 clusters Score -166083.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (9599 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9599 members Entering Unmasked Estep Score: -925929.187500 Penalty: 1490.029907 Iteration 0F: 2 clusters Score -925929.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -919019.750000 Penalty: 2980.059814 Iteration 0F: 3 clusters Score -919019.8 nChanged 4165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 5137 members Entering Unmasked Estep Score: -921399.625000 Penalty: 2980.059814 Iteration 1F: 3 clusters Score -921399.6 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 5395 members Entering Unmasked Estep Score: -921918.937500 Penalty: 2980.059814 Iteration 2F: 3 clusters Score -921918.9 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 5687 members Entering Unmasked Estep Score: -922446.875000 Penalty: 2980.059814 Iteration 3F: 3 clusters Score -922446.9 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 5918 members Entering Unmasked Estep Score: -922952.875000 Penalty: 2980.059814 Iteration 4F: 3 clusters Score -922952.9 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -923423.687500 Penalty: 2980.059814 Iteration 5F: 3 clusters Score -923423.7 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 6200 members Entering Unmasked Estep Score: -923773.125000 Penalty: 2980.059814 Iteration 6F: 3 clusters Score -923773.1 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 6184 members Entering Unmasked Estep Score: -924051.562500 Penalty: 2980.059814 Iteration 7Q: 3 clusters Score -924051.6 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 6097 members Entering Unmasked Estep Score: -924282.562500 Penalty: 2980.059814 Iteration 8Q: 3 clusters Score -924282.6 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -924523.875000 Penalty: 2980.059814 Iteration 9Q: 3 clusters Score -924523.9 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 5762 members Entering Unmasked Estep Score: -924785.312500 Penalty: 2980.059814 Iteration 10Q: 3 clusters Score -924785.3 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -924977.125000 Penalty: 2980.059814 Iteration 11Q: 3 clusters Score -924977.1 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 5448 members Entering Unmasked Estep Score: -925137.187500 Penalty: 2980.059814 Iteration 12Q: 3 clusters Score -925137.2 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 5373 members Entering Unmasked Estep Score: -925226.062500 Penalty: 2980.059814 Iteration 13Q: 3 clusters Score -925226.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 5315 members Entering Unmasked Estep Score: -925275.312500 Penalty: 2980.059814 Iteration 14Q: 3 clusters Score -925275.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -925306.812500 Penalty: 2980.059814 Iteration 15Q: 3 clusters Score -925306.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 5239 members Entering Unmasked Estep Score: -925324.375000 Penalty: 2980.059814 Iteration 16Q: 3 clusters Score -925324.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 5211 members Entering Unmasked Estep Score: -925335.125000 Penalty: 2980.059814 Iteration 17Q: 3 clusters Score -925335.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Mstep: Class 2 contains 5195 members Entering Unmasked Estep Score: -925342.500000 Penalty: 2980.059814 Iteration 18Q: 3 clusters Score -925342.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 5184 members Entering Unmasked Estep Score: -925345.312500 Penalty: 2980.059814 Iteration 19Q: 3 clusters Score -925345.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 5178 members Entering Unmasked Estep Score: -925355.312500 Penalty: 2980.059814 Iteration 20F: 3 clusters Score -925355.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 5172 members Entering Unmasked Estep Score: -925356.625000 Penalty: 2980.059814 Iteration 21Q: 3 clusters Score -925356.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4431 members Mstep: Class 2 contains 5168 members Entering Unmasked Estep Score: -925357.625000 Penalty: 2980.059814 Iteration 22Q: 3 clusters Score -925357.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4432 members Mstep: Class 2 contains 5167 members Entering Unmasked Estep Score: -925358.250000 Penalty: 2980.059814 Iteration 23Q: 3 clusters Score -925358.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4432 members Mstep: Class 2 contains 5167 members Entering Unmasked Estep Score: -925359.375000 Penalty: 2980.059814 Iteration 24Q: 3 clusters Score -925359.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4432 members Mstep: Class 2 contains 5167 members Entering Unmasked Estep Score: -925358.500000 Penalty: 2980.059814 Iteration 25Q: 3 clusters Score -925358.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 5166 members Entering Unmasked Estep Score: -925359.937500 Penalty: 2980.059814 Iteration 26Q: 3 clusters Score -925359.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 5165 members Entering Unmasked Estep Score: -925360.000000 Penalty: 2980.059814 Iteration 27Q: 3 clusters Score -925360 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 5165 members Entering Unmasked Estep Score: -925360.000000 Penalty: 2980.059814 Iteration 28F: 3 clusters Score -925360 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3356 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Entering Unmasked Estep Score: -312426.562500 Penalty: 1319.257080 Iteration 0F: 2 clusters Score -312426.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -309453.750000 Penalty: 2638.514160 Iteration 0F: 3 clusters Score -309453.8 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -310321.437500 Penalty: 2638.514160 Iteration 1F: 3 clusters Score -310321.4 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -310619.218750 Penalty: 2638.514160 Iteration 2F: 3 clusters Score -310619.2 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -310961.625000 Penalty: 2638.514160 Iteration 3F: 3 clusters Score -310961.6 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -311337.531250 Penalty: 2638.514160 Iteration 4F: 3 clusters Score -311337.5 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -311630.562500 Penalty: 2638.514160 Iteration 5F: 3 clusters Score -311630.6 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -311845.718750 Penalty: 2638.514160 Iteration 6F: 3 clusters Score -311845.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -312063.312500 Penalty: 2638.514160 Iteration 7Q: 3 clusters Score -312063.3 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -312215.062500 Penalty: 2638.514160 Iteration 8Q: 3 clusters Score -312215.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -312339.656250 Penalty: 2638.514160 Iteration 9Q: 3 clusters Score -312339.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -312503.781250 Penalty: 2638.514160 Iteration 10Q: 3 clusters Score -312503.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -312628.093750 Penalty: 2638.514160 Iteration 11Q: 3 clusters Score -312628.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -312705.406250 Penalty: 2638.514160 Iteration 12Q: 3 clusters Score -312705.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -312745.562500 Penalty: 2638.514160 Iteration 13Q: 3 clusters Score -312745.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -312772.156250 Penalty: 2638.514160 Iteration 14Q: 3 clusters Score -312772.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -312800.656250 Penalty: 2638.514160 Iteration 15Q: 3 clusters Score -312800.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -312827.312500 Penalty: 2638.514160 Iteration 16Q: 3 clusters Score -312827.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -312853.062500 Penalty: 2638.514160 Iteration 17Q: 3 clusters Score -312853.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -312886.531250 Penalty: 2638.514160 Iteration 18Q: 3 clusters Score -312886.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -312910.968750 Penalty: 2638.514160 Iteration 19Q: 3 clusters Score -312911 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -312949.187500 Penalty: 2638.514160 Iteration 20F: 3 clusters Score -312949.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -313012.468750 Penalty: 2638.514160 Iteration 21Q: 3 clusters Score -313012.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -313043.125000 Penalty: 2638.514160 Iteration 22Q: 3 clusters Score -313043.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -313057.281250 Penalty: 2638.514160 Iteration 23Q: 3 clusters Score -313057.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -313061.093750 Penalty: 2638.514160 Iteration 24Q: 3 clusters Score -313061.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -313061.968750 Penalty: 2638.514160 Iteration 25Q: 3 clusters Score -313062 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -313062.343750 Penalty: 2638.514160 Iteration 26Q: 3 clusters Score -313062.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -313062.312500 Penalty: 2638.514160 Iteration 27Q: 3 clusters Score -313062.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -313062.312500 Penalty: 2638.514160 Iteration 28F: 3 clusters Score -313062.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 12578 members Mstep: Class 3 contains 2594 members Mstep: Class 4 contains 1396 members Mstep: Class 5 contains 528 members Mstep: Class 6 contains 1785 members Mstep: Class 7 contains 1332 members Mstep: Class 8 contains 1509 members Mstep: Class 9 contains 405 members Mstep: Class 10 contains 3261 members Mstep: Class 11 contains 1742 members Mstep: Class 12 contains 9599 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 1566 members Mstep: Class 15 contains 2616 members Mstep: Class 16 contains 325 members Mstep: Class 17 contains 740 members Mstep: Class 18 contains 5309 members Mstep: Class 19 contains 9346 members Mstep: Class 20 contains 21563 members Entering Unmasked Estep Score: -7223010.000000 Penalty: 36663.964844 Splitting cluster 15 changes total score from -7220654.500000 to -7223010.000000 So it's getting split into cluster 17. Entering ConstructFrom: Trying to split cluster 18 (5309 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Entering Unmasked Estep Score: -499516.750000 Penalty: 1393.788330 Iteration 0F: 2 clusters Score -499516.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -495377.937500 Penalty: 2787.576660 Iteration 0F: 3 clusters Score -495377.9 nChanged 2189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -496720.937500 Penalty: 2787.576660 Iteration 1F: 3 clusters Score -496720.9 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -497295.281250 Penalty: 2787.576660 Iteration 2F: 3 clusters Score -497295.3 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -498030.718750 Penalty: 2787.576660 Iteration 3F: 3 clusters Score -498030.7 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -498936.843750 Penalty: 2787.576660 Iteration 4F: 3 clusters Score -498936.8 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -499651.781250 Penalty: 2787.576660 Iteration 5F: 3 clusters Score -499651.8 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -499937.593750 Penalty: 2787.576660 Iteration 6F: 3 clusters Score -499937.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -500054.000000 Penalty: 2787.576660 Iteration 7Q: 3 clusters Score -500054 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -500121.281250 Penalty: 2787.576660 Iteration 8Q: 3 clusters Score -500121.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -500162.125000 Penalty: 2787.576660 Iteration 9Q: 3 clusters Score -500162.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -500184.750000 Penalty: 2787.576660 Iteration 10Q: 3 clusters Score -500184.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -500202.000000 Penalty: 2787.576660 Iteration 11Q: 3 clusters Score -500202 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -500215.468750 Penalty: 2787.576660 Iteration 12Q: 3 clusters Score -500215.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -500231.406250 Penalty: 2787.576660 Iteration 13Q: 3 clusters Score -500231.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -500242.218750 Penalty: 2787.576660 Iteration 14Q: 3 clusters Score -500242.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -500248.812500 Penalty: 2787.576660 Iteration 15Q: 3 clusters Score -500248.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -500256.031250 Penalty: 2787.576660 Iteration 16Q: 3 clusters Score -500256 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -500259.125000 Penalty: 2787.576660 Iteration 17Q: 3 clusters Score -500259.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -500262.718750 Penalty: 2787.576660 Iteration 18Q: 3 clusters Score -500262.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -500264.750000 Penalty: 2787.576660 Iteration 19Q: 3 clusters Score -500264.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -500265.843750 Penalty: 2787.576660 Iteration 20F: 3 clusters Score -500265.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -500267.156250 Penalty: 2787.576660 Iteration 21Q: 3 clusters Score -500267.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -500269.187500 Penalty: 2787.576660 Iteration 22Q: 3 clusters Score -500269.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -500269.000000 Penalty: 2787.576660 Iteration 23Q: 3 clusters Score -500269 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -500269.000000 Penalty: 2787.576660 Iteration 24F: 3 clusters Score -500269 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 12578 members Mstep: Class 3 contains 2594 members Mstep: Class 4 contains 1396 members Mstep: Class 5 contains 528 members Mstep: Class 6 contains 1785 members Mstep: Class 7 contains 1332 members Mstep: Class 8 contains 1509 members Mstep: Class 9 contains 405 members Mstep: Class 10 contains 3261 members Mstep: Class 11 contains 1742 members Mstep: Class 12 contains 9599 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 1566 members Mstep: Class 15 contains 2616 members Mstep: Class 16 contains 325 members Mstep: Class 17 contains 740 members Mstep: Class 18 contains 3524 members Mstep: Class 19 contains 9346 members Mstep: Class 20 contains 21563 members Mstep: Class 21 contains 1785 members Entering Unmasked Estep Score: -7223331.000000 Penalty: 38497.164062 Splitting cluster 18 changes total score from -7220654.500000 to -7223331.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 19 (9346 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9346 members Entering Unmasked Estep Score: -891595.125000 Penalty: 1485.689453 Iteration 0F: 2 clusters Score -891595.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -884830.250000 Penalty: 2971.378906 Iteration 0F: 3 clusters Score -884830.2 nChanged 4023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -887271.625000 Penalty: 2971.378906 Iteration 1F: 3 clusters Score -887271.6 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 4529 members Entering Unmasked Estep Score: -888072.750000 Penalty: 2971.378906 Iteration 2F: 3 clusters Score -888072.8 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5019 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -888882.812500 Penalty: 2971.378906 Iteration 3F: 3 clusters Score -888882.8 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -889483.687500 Penalty: 2971.378906 Iteration 4F: 3 clusters Score -889483.7 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5748 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -889985.625000 Penalty: 2971.378906 Iteration 5F: 3 clusters Score -889985.6 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6107 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -890417.000000 Penalty: 2971.378906 Iteration 6F: 3 clusters Score -890417 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -890754.500000 Penalty: 2971.378906 Iteration 7Q: 3 clusters Score -890754.5 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6720 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -891003.875000 Penalty: 2971.378906 Iteration 8Q: 3 clusters Score -891003.9 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6994 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -891227.312500 Penalty: 2971.378906 Iteration 9Q: 3 clusters Score -891227.3 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7234 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -891404.187500 Penalty: 2971.378906 Iteration 10Q: 3 clusters Score -891404.2 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7438 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -891549.000000 Penalty: 2971.378906 Iteration 11Q: 3 clusters Score -891549 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7615 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -891668.000000 Penalty: 2971.378906 Iteration 12Q: 3 clusters Score -891668 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7746 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -891759.437500 Penalty: 2971.378906 Iteration 13Q: 3 clusters Score -891759.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7853 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -891847.812500 Penalty: 2971.378906 Iteration 14Q: 3 clusters Score -891847.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7966 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -891946.187500 Penalty: 2971.378906 Iteration 15Q: 3 clusters Score -891946.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8049 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -892041.875000 Penalty: 2971.378906 Iteration 16Q: 3 clusters Score -892041.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8116 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -892151.812500 Penalty: 2971.378906 Iteration 17Q: 3 clusters Score -892151.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8169 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -892240.562500 Penalty: 2971.378906 Iteration 18Q: 3 clusters Score -892240.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8216 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -892277.375000 Penalty: 2971.378906 Iteration 19Q: 3 clusters Score -892277.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8264 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -892308.937500 Penalty: 2971.378906 Iteration 20F: 3 clusters Score -892308.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8297 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -892327.125000 Penalty: 2971.378906 Iteration 21Q: 3 clusters Score -892327.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8330 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -892346.500000 Penalty: 2971.378906 Iteration 22Q: 3 clusters Score -892346.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8357 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -892362.062500 Penalty: 2971.378906 Iteration 23Q: 3 clusters Score -892362.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8379 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -892371.437500 Penalty: 2971.378906 Iteration 24Q: 3 clusters Score -892371.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8390 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -892372.875000 Penalty: 2971.378906 Iteration 25Q: 3 clusters Score -892372.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8401 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -892375.375000 Penalty: 2971.378906 Iteration 26Q: 3 clusters Score -892375.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8407 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -892377.062500 Penalty: 2971.378906 Iteration 27Q: 3 clusters Score -892377.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8412 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -892380.062500 Penalty: 2971.378906 Iteration 28Q: 3 clusters Score -892380.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8418 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -892381.250000 Penalty: 2971.378906 Iteration 29Q: 3 clusters Score -892381.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8424 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -892385.625000 Penalty: 2971.378906 Iteration 30Q: 3 clusters Score -892385.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8431 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -892385.375000 Penalty: 2971.378906 Iteration 31Q: 3 clusters Score -892385.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8436 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -892388.937500 Penalty: 2971.378906 Iteration 32Q: 3 clusters Score -892388.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8441 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -892389.500000 Penalty: 2971.378906 Iteration 33Q: 3 clusters Score -892389.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8447 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -892394.375000 Penalty: 2971.378906 Iteration 34Q: 3 clusters Score -892394.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8452 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -892398.125000 Penalty: 2971.378906 Iteration 35Q: 3 clusters Score -892398.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8454 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -892397.562500 Penalty: 2971.378906 Iteration 36Q: 3 clusters Score -892397.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8456 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -892397.812500 Penalty: 2971.378906 Iteration 37Q: 3 clusters Score -892397.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8459 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -892399.312500 Penalty: 2971.378906 Iteration 38Q: 3 clusters Score -892399.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8463 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -892401.875000 Penalty: 2971.378906 Iteration 39Q: 3 clusters Score -892401.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8467 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -892405.187500 Penalty: 2971.378906 Iteration 40F: 3 clusters Score -892405.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8472 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -892407.125000 Penalty: 2971.378906 Iteration 41Q: 3 clusters Score -892407.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8479 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -892409.687500 Penalty: 2971.378906 Iteration 42Q: 3 clusters Score -892409.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8488 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -892416.187500 Penalty: 2971.378906 Iteration 43Q: 3 clusters Score -892416.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8494 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -892418.875000 Penalty: 2971.378906 Iteration 44Q: 3 clusters Score -892418.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8497 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -892420.437500 Penalty: 2971.378906 Iteration 45Q: 3 clusters Score -892420.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8502 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -892421.062500 Penalty: 2971.378906 Iteration 46Q: 3 clusters Score -892421.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8507 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -892422.312500 Penalty: 2971.378906 Iteration 47Q: 3 clusters Score -892422.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8511 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -892423.750000 Penalty: 2971.378906 Iteration 48Q: 3 clusters Score -892423.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8513 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -892424.625000 Penalty: 2971.378906 Iteration 49Q: 3 clusters Score -892424.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8515 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -892427.187500 Penalty: 2971.378906 Iteration 50Q: 3 clusters Score -892427.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8518 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -892429.125000 Penalty: 2971.378906 Iteration 51Q: 3 clusters Score -892429.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8522 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -892428.250000 Penalty: 2971.378906 Iteration 52Q: 3 clusters Score -892428.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8523 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -892429.375000 Penalty: 2971.378906 Iteration 53Q: 3 clusters Score -892429.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8524 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -892430.375000 Penalty: 2971.378906 Iteration 54Q: 3 clusters Score -892430.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8524 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -892430.375000 Penalty: 2971.378906 Iteration 55F: 3 clusters Score -892430.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 12578 members Mstep: Class 3 contains 2594 members Mstep: Class 4 contains 1396 members Mstep: Class 5 contains 528 members Mstep: Class 6 contains 1785 members Mstep: Class 7 contains 1332 members Mstep: Class 8 contains 1509 members Mstep: Class 9 contains 405 members Mstep: Class 10 contains 3261 members Mstep: Class 11 contains 1742 members Mstep: Class 12 contains 9599 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 1566 members Mstep: Class 15 contains 2616 members Mstep: Class 16 contains 325 members Mstep: Class 17 contains 740 members Mstep: Class 18 contains 3524 members Mstep: Class 19 contains 8524 members Mstep: Class 20 contains 21563 members Mstep: Class 21 contains 1785 members Mstep: Class 22 contains 822 members Entering Unmasked Estep Score: -7223822.500000 Penalty: 40330.363281 Splitting cluster 19 changes total score from -7220654.500000 to -7223822.500000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 20 (21563 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21563 members Entering Unmasked Estep Score: -1965120.250000 Penalty: 1621.544312 Iteration 0F: 2 clusters Score -1965120 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10735 members Mstep: Class 2 contains 10828 members Entering Unmasked Estep Score: -1950433.750000 Penalty: 3243.088623 Iteration 0F: 3 clusters Score -1950434 nChanged 9794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9693 members Mstep: Class 2 contains 11870 members Entering Unmasked Estep Score: -1956422.375000 Penalty: 3243.088623 Iteration 1F: 3 clusters Score -1956422 nChanged 1505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8890 members Mstep: Class 2 contains 12673 members Entering Unmasked Estep Score: -1957331.375000 Penalty: 3243.088623 Iteration 2F: 3 clusters Score -1957331 nChanged 1591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7881 members Mstep: Class 2 contains 13682 members Entering Unmasked Estep Score: -1958380.250000 Penalty: 3243.088623 Iteration 3F: 3 clusters Score -1958380 nChanged 1610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6737 members Mstep: Class 2 contains 14826 members Entering Unmasked Estep Score: -1959567.500000 Penalty: 3243.088623 Iteration 4F: 3 clusters Score -1959568 nChanged 1535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5516 members Mstep: Class 2 contains 16047 members Entering Unmasked Estep Score: -1960789.750000 Penalty: 3243.088623 Iteration 5F: 3 clusters Score -1960790 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 17290 members Entering Unmasked Estep Score: -1961994.000000 Penalty: 3243.088623 Iteration 6F: 3 clusters Score -1961994 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 18405 members Entering Unmasked Estep Score: -1963060.250000 Penalty: 3243.088623 Iteration 7F: 3 clusters Score -1963060 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 19318 members Entering Unmasked Estep Score: -1963912.375000 Penalty: 3243.088623 Iteration 8Q: 3 clusters Score -1963912 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 19962 members Entering Unmasked Estep Score: -1964455.125000 Penalty: 3243.088623 Iteration 9Q: 3 clusters Score -1964455 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 20372 members Entering Unmasked Estep Score: -1964771.375000 Penalty: 3243.088623 Iteration 10Q: 3 clusters Score -1964771 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 20603 members Entering Unmasked Estep Score: -1964912.875000 Penalty: 3243.088623 Iteration 11Q: 3 clusters Score -1964913 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 20734 members Entering Unmasked Estep Score: -1964983.625000 Penalty: 3243.088623 Iteration 12Q: 3 clusters Score -1964984 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 20825 members Entering Unmasked Estep Score: -1965020.375000 Penalty: 3243.088623 Iteration 13Q: 3 clusters Score -1965020 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 20882 members Entering Unmasked Estep Score: -1965040.000000 Penalty: 3243.088623 Iteration 14Q: 3 clusters Score -1965040 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 20915 members Entering Unmasked Estep Score: -1965051.500000 Penalty: 3243.088623 Iteration 15Q: 3 clusters Score -1965052 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 20938 members Entering Unmasked Estep Score: -1965065.000000 Penalty: 3243.088623 Iteration 16Q: 3 clusters Score -1965065 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 20955 members Entering Unmasked Estep Score: -1965071.500000 Penalty: 3243.088623 Iteration 17Q: 3 clusters Score -1965072 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 20962 members Entering Unmasked Estep Score: -1965074.625000 Penalty: 3243.088623 Iteration 18Q: 3 clusters Score -1965075 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 20970 members Entering Unmasked Estep Score: -1965075.375000 Penalty: 3243.088623 Iteration 19Q: 3 clusters Score -1965075 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 20976 members Entering Unmasked Estep Score: -1965078.750000 Penalty: 3243.088623 Iteration 20F: 3 clusters Score -1965079 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 20979 members Entering Unmasked Estep Score: -1965080.875000 Penalty: 3243.088623 Iteration 21Q: 3 clusters Score -1965081 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 20982 members Entering Unmasked Estep Score: -1965082.125000 Penalty: 3243.088623 Iteration 22Q: 3 clusters Score -1965082 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 20984 members Entering Unmasked Estep Score: -1965082.250000 Penalty: 3243.088623 Iteration 23Q: 3 clusters Score -1965082 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 20985 members Entering Unmasked Estep Score: -1965081.875000 Penalty: 3243.088623 Iteration 24Q: 3 clusters Score -1965082 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 20985 members Entering Unmasked Estep Score: -1965081.875000 Penalty: 3243.088623 Iteration 25F: 3 clusters Score -1965082 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 12578 members Mstep: Class 3 contains 2594 members Mstep: Class 4 contains 1396 members Mstep: Class 6 contains 1785 members Mstep: Class 7 contains 1332 members Mstep: Class 8 contains 1509 members Mstep: Class 9 contains 405 members Mstep: Class 10 contains 3261 members Mstep: Class 11 contains 1742 members Mstep: Class 12 contains 9599 members Mstep: Class 15 contains 2616 members Mstep: Class 18 contains 3524 members Mstep: Class 19 contains 8524 members Mstep: Class 20 contains 21563 members Entering Unmasked Estep ConsiderDeletion Score: -7224556.000000 Penalty: 40330.363281 Iteration 39Q: 23 clusters Score -7224556 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12580 members Mstep: Class 3 contains 2608 members Mstep: Class 4 contains 1395 members Mstep: Class 5 contains 530 members Mstep: Class 6 contains 1768 members Mstep: Class 7 contains 1481 members Mstep: Class 8 contains 1540 members Mstep: Class 9 contains 470 members Mstep: Class 10 contains 3274 members Mstep: Class 11 contains 1761 members Mstep: Class 12 contains 9576 members Mstep: Class 13 contains 633 members Mstep: Class 14 contains 1550 members Mstep: Class 15 contains 2562 members Mstep: Class 16 contains 333 members Mstep: Class 17 contains 705 members Mstep: Class 18 contains 3532 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 21503 members Mstep: Class 21 contains 1719 members Mstep: Class 22 contains 822 members Entering Unmasked Estep ConsiderDeletion Score: -7225621.500000 Penalty: 40330.363281 Iteration 40F: 23 clusters Score -7225622 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 12571 members Mstep: Class 3 contains 2607 members Mstep: Class 4 contains 1283 members Mstep: Class 5 contains 574 members Mstep: Class 6 contains 1770 members Mstep: Class 7 contains 1491 members Mstep: Class 8 contains 1532 members Mstep: Class 9 contains 506 members Mstep: Class 10 contains 3267 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9570 members Mstep: Class 13 contains 664 members Mstep: Class 14 contains 1570 members Mstep: Class 15 contains 2525 members Mstep: Class 16 contains 356 members Mstep: Class 17 contains 744 members Mstep: Class 18 contains 3527 members Mstep: Class 19 contains 8509 members Mstep: Class 20 contains 21448 members Mstep: Class 21 contains 1741 members Mstep: Class 22 contains 866 members Entering Unmasked Estep ConsiderDeletion Score: -7226093.500000 Penalty: 40330.363281 Iteration 41Q: 23 clusters Score -7226094 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 12562 members Mstep: Class 3 contains 2605 members Mstep: Class 4 contains 1230 members Mstep: Class 5 contains 603 members Mstep: Class 6 contains 1776 members Mstep: Class 7 contains 1513 members Mstep: Class 8 contains 1527 members Mstep: Class 9 contains 540 members Mstep: Class 10 contains 3275 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9566 members Mstep: Class 13 contains 668 members Mstep: Class 14 contains 1581 members Mstep: Class 15 contains 2491 members Mstep: Class 16 contains 358 members Mstep: Class 17 contains 751 members Mstep: Class 18 contains 3525 members Mstep: Class 19 contains 8508 members Mstep: Class 20 contains 21417 members Mstep: Class 21 contains 1740 members Mstep: Class 22 contains 886 members Entering Unmasked Estep ConsiderDeletion Score: -7226301.000000 Penalty: 40330.363281 Iteration 42Q: 23 clusters Score -7226301 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 12555 members Mstep: Class 3 contains 2606 members Mstep: Class 4 contains 1198 members Mstep: Class 5 contains 624 members Mstep: Class 6 contains 1781 members Mstep: Class 7 contains 1535 members Mstep: Class 8 contains 1527 members Mstep: Class 9 contains 555 members Mstep: Class 10 contains 3279 members Mstep: Class 11 contains 1754 members Mstep: Class 12 contains 9564 members Mstep: Class 13 contains 662 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 2459 members Mstep: Class 16 contains 358 members Mstep: Class 17 contains 749 members Mstep: Class 18 contains 3521 members Mstep: Class 19 contains 8513 members Mstep: Class 20 contains 21414 members Mstep: Class 21 contains 1740 members Mstep: Class 22 contains 896 members Entering Unmasked Estep ConsiderDeletion Score: -7226468.000000 Penalty: 40330.363281 Iteration 43Q: 23 clusters Score -7226468 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 12549 members Mstep: Class 3 contains 2606 members Mstep: Class 4 contains 1184 members Mstep: Class 5 contains 634 members Mstep: Class 6 contains 1784 members Mstep: Class 7 contains 1566 members Mstep: Class 8 contains 1528 members Mstep: Class 9 contains 575 members Mstep: Class 10 contains 3276 members Mstep: Class 11 contains 1754 members Mstep: Class 12 contains 9565 members Mstep: Class 13 contains 662 members Mstep: Class 14 contains 1587 members Mstep: Class 15 contains 2424 members Mstep: Class 16 contains 358 members Mstep: Class 17 contains 740 members Mstep: Class 18 contains 3520 members Mstep: Class 19 contains 8515 members Mstep: Class 20 contains 21404 members Mstep: Class 21 contains 1739 members Mstep: Class 22 contains 905 members Entering Unmasked Estep ConsiderDeletion Score: -7226560.500000 Penalty: 40330.363281 Iteration 44Q: 23 clusters Score -7226560 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 12544 members Mstep: Class 3 contains 2606 members Mstep: Class 4 contains 1186 members Mstep: Class 5 contains 634 members Mstep: Class 6 contains 1786 members Mstep: Class 7 contains 1599 members Mstep: Class 8 contains 1529 members Mstep: Class 9 contains 587 members Mstep: Class 10 contains 3281 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9561 members Mstep: Class 13 contains 664 members Mstep: Class 14 contains 1588 members Mstep: Class 15 contains 2393 members Mstep: Class 16 contains 358 members Mstep: Class 17 contains 719 members Mstep: Class 18 contains 3519 members Mstep: Class 19 contains 8517 members Mstep: Class 20 contains 21400 members Mstep: Class 21 contains 1739 members Mstep: Class 22 contains 912 members Entering Unmasked Estep ConsiderDeletion Score: -7226677.000000 Penalty: 40330.363281 Iteration 45Q: 23 clusters Score -7226677 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 12537 members Mstep: Class 3 contains 2606 members Mstep: Class 4 contains 1184 members Mstep: Class 5 contains 634 members Mstep: Class 6 contains 1788 members Mstep: Class 7 contains 1641 members Mstep: Class 8 contains 1530 members Mstep: Class 9 contains 595 members Mstep: Class 10 contains 3287 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9557 members Mstep: Class 13 contains 665 members Mstep: Class 14 contains 1588 members Mstep: Class 15 contains 2356 members Mstep: Class 16 contains 358 members Mstep: Class 17 contains 704 members Mstep: Class 18 contains 3518 members Mstep: Class 19 contains 8517 members Mstep: Class 20 contains 21392 members Mstep: Class 21 contains 1739 members Mstep: Class 22 contains 926 members Entering Unmasked Estep ConsiderDeletion Score: -7226784.500000 Penalty: 40330.363281 Iteration 46Q: 23 clusters Score -7226784 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 12529 members Mstep: Class 3 contains 2606 members Mstep: Class 4 contains 1181 members Mstep: Class 5 contains 634 members Mstep: Class 6 contains 1792 members Mstep: Class 7 contains 1692 members Mstep: Class 8 contains 1531 members Mstep: Class 9 contains 599 members Mstep: Class 10 contains 3296 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9555 members Mstep: Class 13 contains 663 members Mstep: Class 14 contains 1589 members Mstep: Class 15 contains 2317 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 686 members Mstep: Class 18 contains 3515 members Mstep: Class 19 contains 8522 members Mstep: Class 20 contains 21380 members Mstep: Class 21 contains 1738 members Mstep: Class 22 contains 940 members Entering Unmasked Estep ConsiderDeletion Score: -7226868.500000 Penalty: 40330.363281 Iteration 47Q: 23 clusters Score -7226868 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 12522 members Mstep: Class 3 contains 2606 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 635 members Mstep: Class 6 contains 1798 members Mstep: Class 7 contains 1754 members Mstep: Class 8 contains 1531 members Mstep: Class 9 contains 602 members Mstep: Class 10 contains 3307 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9547 members Mstep: Class 13 contains 664 members Mstep: Class 14 contains 1589 members Mstep: Class 15 contains 2269 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 673 members Mstep: Class 18 contains 3515 members Mstep: Class 19 contains 8523 members Mstep: Class 20 contains 21374 members Mstep: Class 21 contains 1738 members Mstep: Class 22 contains 945 members Entering Unmasked Estep ConsiderDeletion Score: -7226953.000000 Penalty: 40330.363281 Iteration 48Q: 23 clusters Score -7226953 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 12519 members Mstep: Class 3 contains 2606 members Mstep: Class 4 contains 1169 members Mstep: Class 5 contains 636 members Mstep: Class 6 contains 1802 members Mstep: Class 7 contains 1812 members Mstep: Class 8 contains 1531 members Mstep: Class 9 contains 604 members Mstep: Class 10 contains 3314 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9542 members Mstep: Class 13 contains 668 members Mstep: Class 14 contains 1589 members Mstep: Class 15 contains 2226 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 659 members Mstep: Class 18 contains 3514 members Mstep: Class 19 contains 8524 members Mstep: Class 20 contains 21365 members Mstep: Class 21 contains 1737 members Mstep: Class 22 contains 947 members Entering Unmasked Estep ConsiderDeletion Score: -7227036.000000 Penalty: 40330.363281 Iteration 49Q: 23 clusters Score -7227036 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 12516 members Mstep: Class 3 contains 2606 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 636 members Mstep: Class 6 contains 1807 members Mstep: Class 7 contains 1862 members Mstep: Class 8 contains 1531 members Mstep: Class 9 contains 604 members Mstep: Class 10 contains 3322 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9540 members Mstep: Class 13 contains 670 members Mstep: Class 14 contains 1589 members Mstep: Class 15 contains 2181 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 644 members Mstep: Class 18 contains 3513 members Mstep: Class 19 contains 8525 members Mstep: Class 20 contains 21361 members Mstep: Class 21 contains 1737 members Mstep: Class 22 contains 948 members Entering Unmasked Estep ConsiderDeletion Score: -7227125.000000 Penalty: 40330.363281 Iteration 50Q: 23 clusters Score -7227125 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 12512 members Mstep: Class 3 contains 2606 members Mstep: Class 4 contains 1175 members Mstep: Class 5 contains 636 members Mstep: Class 6 contains 1811 members Mstep: Class 7 contains 1905 members Mstep: Class 8 contains 1531 members Mstep: Class 9 contains 604 members Mstep: Class 10 contains 3326 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9538 members Mstep: Class 13 contains 673 members Mstep: Class 14 contains 1590 members Mstep: Class 15 contains 2139 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 628 members Mstep: Class 18 contains 3513 members Mstep: Class 19 contains 8529 members Mstep: Class 20 contains 21360 members Mstep: Class 21 contains 1737 members Mstep: Class 22 contains 951 members Entering Unmasked Estep ConsiderDeletion Score: -7227185.500000 Penalty: 40330.363281 Iteration 51Q: 23 clusters Score -7227186 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 12510 members Mstep: Class 3 contains 2606 members Mstep: Class 4 contains 1177 members Mstep: Class 5 contains 636 members Mstep: Class 6 contains 1815 members Mstep: Class 7 contains 1948 members Mstep: Class 8 contains 1531 members Mstep: Class 9 contains 605 members Mstep: Class 10 contains 3332 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9536 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 1590 members Mstep: Class 15 contains 2091 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 613 members Mstep: Class 18 contains 3513 members Mstep: Class 19 contains 8530 members Mstep: Class 20 contains 21361 members Mstep: Class 21 contains 1736 members Mstep: Class 22 contains 956 members Entering Unmasked Estep ConsiderDeletion Score: -7227269.000000 Penalty: 40330.363281 Iteration 52Q: 23 clusters Score -7227269 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 12510 members Mstep: Class 3 contains 2606 members Mstep: Class 4 contains 1181 members Mstep: Class 5 contains 636 members Mstep: Class 6 contains 1820 members Mstep: Class 7 contains 1975 members Mstep: Class 8 contains 1531 members Mstep: Class 9 contains 606 members Mstep: Class 10 contains 3334 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9535 members Mstep: Class 13 contains 686 members Mstep: Class 14 contains 1591 members Mstep: Class 15 contains 2045 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 599 members Mstep: Class 18 contains 3513 members Mstep: Class 19 contains 8529 members Mstep: Class 20 contains 21369 members Mstep: Class 21 contains 1735 members Mstep: Class 22 contains 963 members Entering Unmasked Estep ConsiderDeletion Score: -7227334.500000 Penalty: 40330.363281 Iteration 53Q: 23 clusters Score -7227334 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 12514 members Mstep: Class 3 contains 2606 members Mstep: Class 4 contains 1180 members Mstep: Class 5 contains 636 members Mstep: Class 6 contains 1821 members Mstep: Class 7 contains 2002 members Mstep: Class 8 contains 1531 members Mstep: Class 9 contains 609 members Mstep: Class 10 contains 3329 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9535 members Mstep: Class 13 contains 689 members Mstep: Class 14 contains 1593 members Mstep: Class 15 contains 2009 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 3512 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 21368 members Mstep: Class 21 contains 1736 members Mstep: Class 22 contains 975 members Entering Unmasked Estep ConsiderDeletion Score: -7227423.500000 Penalty: 40330.363281 Iteration 54Q: 23 clusters Score -7227424 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 12512 members Mstep: Class 3 contains 2606 members Mstep: Class 4 contains 1178 members Mstep: Class 5 contains 636 members Mstep: Class 6 contains 1828 members Mstep: Class 7 contains 2035 members Mstep: Class 8 contains 1531 members Mstep: Class 9 contains 613 members Mstep: Class 10 contains 3328 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9533 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1974 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 576 members Mstep: Class 18 contains 3512 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 21364 members Mstep: Class 21 contains 1736 members Mstep: Class 22 contains 981 members Entering Unmasked Estep ConsiderDeletion Score: -7227528.000000 Penalty: 40330.363281 Iteration 55Q: 23 clusters Score -7227528 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12515 members Mstep: Class 3 contains 2606 members Mstep: Class 4 contains 1175 members Mstep: Class 5 contains 636 members Mstep: Class 6 contains 1836 members Mstep: Class 7 contains 2047 members Mstep: Class 8 contains 1531 members Mstep: Class 9 contains 616 members Mstep: Class 10 contains 3326 members Mstep: Class 11 contains 1754 members Mstep: Class 12 contains 9533 members Mstep: Class 13 contains 705 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 1947 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 570 members Mstep: Class 18 contains 3512 members Mstep: Class 19 contains 8532 members Mstep: Class 20 contains 21360 members Mstep: Class 21 contains 1736 members Mstep: Class 22 contains 984 members Entering Unmasked Estep ConsiderDeletion Score: -7227570.500000 Penalty: 40330.363281 Iteration 56Q: 23 clusters Score -7227570 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12514 members Mstep: Class 3 contains 2606 members Mstep: Class 4 contains 1164 members Mstep: Class 5 contains 636 members Mstep: Class 6 contains 1835 members Mstep: Class 7 contains 2074 members Mstep: Class 8 contains 1531 members Mstep: Class 9 contains 622 members Mstep: Class 10 contains 3328 members Mstep: Class 11 contains 1754 members Mstep: Class 12 contains 9533 members Mstep: Class 13 contains 712 members Mstep: Class 14 contains 1596 members Mstep: Class 15 contains 1916 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 573 members Mstep: Class 18 contains 3512 members Mstep: Class 19 contains 8533 members Mstep: Class 20 contains 21354 members Mstep: Class 21 contains 1736 members Mstep: Class 22 contains 987 members Entering Unmasked Estep ConsiderDeletion Score: -7227622.000000 Penalty: 40330.363281 Iteration 57Q: 23 clusters Score -7227622 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12514 members Mstep: Class 3 contains 2607 members Mstep: Class 4 contains 1156 members Mstep: Class 5 contains 636 members Mstep: Class 6 contains 1834 members Mstep: Class 7 contains 2095 members Mstep: Class 8 contains 1531 members Mstep: Class 9 contains 628 members Mstep: Class 10 contains 3329 members Mstep: Class 11 contains 1754 members Mstep: Class 12 contains 9532 members Mstep: Class 13 contains 719 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 1890 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 576 members Mstep: Class 18 contains 3512 members Mstep: Class 19 contains 8532 members Mstep: Class 20 contains 21350 members Mstep: Class 21 contains 1736 members Mstep: Class 22 contains 990 members Entering Unmasked Estep ConsiderDeletion Score: -7227689.000000 Penalty: 40330.363281 Iteration 58Q: 23 clusters Score -7227689 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12511 members Mstep: Class 3 contains 2608 members Mstep: Class 4 contains 1147 members Mstep: Class 5 contains 636 members Mstep: Class 6 contains 1834 members Mstep: Class 7 contains 2126 members Mstep: Class 8 contains 1531 members Mstep: Class 9 contains 631 members Mstep: Class 10 contains 3332 members Mstep: Class 11 contains 1754 members Mstep: Class 12 contains 9531 members Mstep: Class 13 contains 722 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 1859 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 580 members Mstep: Class 18 contains 3513 members Mstep: Class 19 contains 8532 members Mstep: Class 20 contains 21347 members Mstep: Class 21 contains 1736 members Mstep: Class 22 contains 991 members Entering Unmasked Estep ConsiderDeletion Score: -7227730.500000 Penalty: 40330.363281 Iteration 59Q: 23 clusters Score -7227730 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12511 members Mstep: Class 3 contains 2608 members Mstep: Class 4 contains 1143 members Mstep: Class 5 contains 636 members Mstep: Class 6 contains 1835 members Mstep: Class 7 contains 2152 members Mstep: Class 8 contains 1532 members Mstep: Class 9 contains 631 members Mstep: Class 10 contains 3333 members Mstep: Class 11 contains 1754 members Mstep: Class 12 contains 9530 members Mstep: Class 13 contains 726 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 1826 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 582 members Mstep: Class 18 contains 3513 members Mstep: Class 19 contains 8533 members Mstep: Class 20 contains 21346 members Mstep: Class 21 contains 1736 members Mstep: Class 22 contains 994 members Entering Unmasked Estep ConsiderDeletion Score: -7227814.000000 Penalty: 40330.363281 Iteration 60F: 23 clusters Score -7227814 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12513 members Mstep: Class 3 contains 2608 members Mstep: Class 4 contains 1135 members Mstep: Class 5 contains 642 members Mstep: Class 6 contains 1833 members Mstep: Class 7 contains 2209 members Mstep: Class 8 contains 1532 members Mstep: Class 9 contains 635 members Mstep: Class 10 contains 3336 members Mstep: Class 11 contains 1754 members Mstep: Class 12 contains 9529 members Mstep: Class 13 contains 728 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 1763 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 583 members Mstep: Class 18 contains 3513 members Mstep: Class 19 contains 8533 members Mstep: Class 20 contains 21342 members Mstep: Class 21 contains 1736 members Mstep: Class 22 contains 997 members Entering Unmasked Estep ConsiderDeletion Score: -7227944.500000 Penalty: 40330.363281 Iteration 61Q: 23 clusters Score -7227944 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12510 members Mstep: Class 3 contains 2608 members Mstep: Class 4 contains 1127 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 1833 members Mstep: Class 7 contains 2268 members Mstep: Class 8 contains 1532 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 3335 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9529 members Mstep: Class 13 contains 733 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 1702 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 583 members Mstep: Class 18 contains 3513 members Mstep: Class 19 contains 8533 members Mstep: Class 20 contains 21339 members Mstep: Class 21 contains 1736 members Mstep: Class 22 contains 999 members Entering Unmasked Estep ConsiderDeletion Score: -7228104.000000 Penalty: 40330.363281 Iteration 62Q: 23 clusters Score -7228104 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12506 members Mstep: Class 3 contains 2608 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 652 members Mstep: Class 6 contains 1833 members Mstep: Class 7 contains 2352 members Mstep: Class 8 contains 1533 members Mstep: Class 9 contains 645 members Mstep: Class 10 contains 3333 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9529 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 1624 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 584 members Mstep: Class 18 contains 3514 members Mstep: Class 19 contains 8532 members Mstep: Class 20 contains 21338 members Mstep: Class 21 contains 1735 members Mstep: Class 22 contains 999 members Entering Unmasked Estep ConsiderDeletion Score: -7228544.000000 Penalty: 40330.363281 Iteration 63Q: 23 clusters Score -7228544 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12496 members Mstep: Class 3 contains 2608 members Mstep: Class 4 contains 1110 members Mstep: Class 5 contains 654 members Mstep: Class 6 contains 1836 members Mstep: Class 7 contains 2429 members Mstep: Class 8 contains 1534 members Mstep: Class 9 contains 649 members Mstep: Class 10 contains 3334 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9529 members Mstep: Class 13 contains 737 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 583 members Mstep: Class 18 contains 3513 members Mstep: Class 19 contains 8532 members Mstep: Class 20 contains 21338 members Mstep: Class 21 contains 1736 members Mstep: Class 22 contains 1001 members Entering Unmasked Estep ConsiderDeletion Score: -7229565.000000 Penalty: 40330.363281 Iteration 64Q: 23 clusters Score -7229565 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12492 members Mstep: Class 3 contains 2608 members Mstep: Class 4 contains 1102 members Mstep: Class 5 contains 654 members Mstep: Class 6 contains 1838 members Mstep: Class 7 contains 2421 members Mstep: Class 8 contains 1535 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 3337 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9528 members Mstep: Class 13 contains 740 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 1559 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 583 members Mstep: Class 18 contains 3512 members Mstep: Class 19 contains 8530 members Mstep: Class 20 contains 21340 members Mstep: Class 21 contains 1736 members Mstep: Class 22 contains 1001 members Entering Unmasked Estep ConsiderDeletion Score: -7229674.500000 Penalty: 40330.363281 Iteration 65Q: 23 clusters Score -7229674 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12494 members Mstep: Class 3 contains 2608 members Mstep: Class 4 contains 1097 members Mstep: Class 5 contains 655 members Mstep: Class 6 contains 1839 members Mstep: Class 7 contains 2405 members Mstep: Class 8 contains 1536 members Mstep: Class 9 contains 662 members Mstep: Class 10 contains 3337 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9528 members Mstep: Class 13 contains 742 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 1563 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 583 members Mstep: Class 18 contains 3512 members Mstep: Class 19 contains 8530 members Mstep: Class 20 contains 21341 members Mstep: Class 21 contains 1736 members Mstep: Class 22 contains 1001 members Entering Unmasked Estep ConsiderDeletion Score: -7229719.000000 Penalty: 40330.363281 Iteration 66Q: 23 clusters Score -7229719 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12493 members Mstep: Class 3 contains 2609 members Mstep: Class 4 contains 1096 members Mstep: Class 5 contains 655 members Mstep: Class 6 contains 1839 members Mstep: Class 7 contains 2398 members Mstep: Class 8 contains 1538 members Mstep: Class 9 contains 673 members Mstep: Class 10 contains 3338 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9528 members Mstep: Class 13 contains 741 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 1569 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 583 members Mstep: Class 18 contains 3512 members Mstep: Class 19 contains 8530 members Mstep: Class 20 contains 21329 members Mstep: Class 21 contains 1737 members Mstep: Class 22 contains 1001 members Entering Unmasked Estep ConsiderDeletion Score: -7229752.000000 Penalty: 40330.363281 Iteration 67Q: 23 clusters Score -7229752 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12491 members Mstep: Class 3 contains 2610 members Mstep: Class 4 contains 1097 members Mstep: Class 5 contains 655 members Mstep: Class 6 contains 1839 members Mstep: Class 7 contains 2388 members Mstep: Class 8 contains 1538 members Mstep: Class 9 contains 676 members Mstep: Class 10 contains 3335 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9529 members Mstep: Class 13 contains 741 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 1578 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 583 members Mstep: Class 18 contains 3512 members Mstep: Class 19 contains 8530 members Mstep: Class 20 contains 21328 members Mstep: Class 21 contains 1738 members Mstep: Class 22 contains 1001 members Entering Unmasked Estep ConsiderDeletion Score: -7229781.500000 Penalty: 40330.363281 Iteration 68Q: 23 clusters Score -7229782 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12491 members Mstep: Class 3 contains 2610 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 656 members Mstep: Class 6 contains 1838 members Mstep: Class 7 contains 2378 members Mstep: Class 8 contains 1538 members Mstep: Class 9 contains 682 members Mstep: Class 10 contains 3331 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9529 members Mstep: Class 13 contains 741 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 1583 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 584 members Mstep: Class 18 contains 3512 members Mstep: Class 19 contains 8530 members Mstep: Class 20 contains 21326 members Mstep: Class 21 contains 1739 members Mstep: Class 22 contains 1001 members Entering Unmasked Estep ConsiderDeletion Score: -7229795.500000 Penalty: 40330.363281 Iteration 69Q: 23 clusters Score -7229796 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12490 members Mstep: Class 3 contains 2610 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 657 members Mstep: Class 6 contains 1836 members Mstep: Class 7 contains 2371 members Mstep: Class 8 contains 1538 members Mstep: Class 9 contains 688 members Mstep: Class 10 contains 3333 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9528 members Mstep: Class 13 contains 744 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 1590 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 585 members Mstep: Class 18 contains 3510 members Mstep: Class 19 contains 8530 members Mstep: Class 20 contains 21319 members Mstep: Class 21 contains 1739 members Mstep: Class 22 contains 1001 members Entering Unmasked Estep ConsiderDeletion Score: -7229832.000000 Penalty: 40330.363281 Iteration 70Q: 23 clusters Score -7229832 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12488 members Mstep: Class 3 contains 2610 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1835 members Mstep: Class 7 contains 2364 members Mstep: Class 8 contains 1538 members Mstep: Class 9 contains 695 members Mstep: Class 10 contains 3333 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9527 members Mstep: Class 13 contains 744 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 1596 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 585 members Mstep: Class 18 contains 3509 members Mstep: Class 19 contains 8530 members Mstep: Class 20 contains 21316 members Mstep: Class 21 contains 1740 members Mstep: Class 22 contains 1001 members Entering Unmasked Estep ConsiderDeletion Score: -7229846.000000 Penalty: 40330.363281 Iteration 71Q: 23 clusters Score -7229846 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12484 members Mstep: Class 3 contains 2610 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1839 members Mstep: Class 7 contains 2360 members Mstep: Class 8 contains 1540 members Mstep: Class 9 contains 700 members Mstep: Class 10 contains 3332 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9527 members Mstep: Class 13 contains 743 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 1601 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 585 members Mstep: Class 18 contains 3508 members Mstep: Class 19 contains 8530 members Mstep: Class 20 contains 21311 members Mstep: Class 21 contains 1741 members Mstep: Class 22 contains 1000 members Entering Unmasked Estep ConsiderDeletion Score: -7229853.500000 Penalty: 40330.363281 Iteration 72Q: 23 clusters Score -7229854 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12483 members Mstep: Class 3 contains 2611 members Mstep: Class 4 contains 1098 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1839 members Mstep: Class 7 contains 2356 members Mstep: Class 8 contains 1540 members Mstep: Class 9 contains 706 members Mstep: Class 10 contains 3327 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9526 members Mstep: Class 13 contains 743 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 1604 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 585 members Mstep: Class 18 contains 3509 members Mstep: Class 19 contains 8530 members Mstep: Class 20 contains 21313 members Mstep: Class 21 contains 1741 members Mstep: Class 22 contains 1000 members Entering Unmasked Estep ConsiderDeletion Score: -7229872.500000 Penalty: 40330.363281 Iteration 73Q: 23 clusters Score -7229872 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12479 members Mstep: Class 3 contains 2611 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1838 members Mstep: Class 7 contains 2350 members Mstep: Class 8 contains 1540 members Mstep: Class 9 contains 706 members Mstep: Class 10 contains 3326 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9526 members Mstep: Class 13 contains 744 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 1609 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 585 members Mstep: Class 18 contains 3509 members Mstep: Class 19 contains 8530 members Mstep: Class 20 contains 21317 members Mstep: Class 21 contains 1741 members Mstep: Class 22 contains 1000 members Entering Unmasked Estep ConsiderDeletion Score: -7229887.000000 Penalty: 40330.363281 Iteration 74Q: 23 clusters Score -7229887 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12479 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1838 members Mstep: Class 7 contains 2347 members Mstep: Class 8 contains 1540 members Mstep: Class 9 contains 705 members Mstep: Class 10 contains 3324 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9526 members Mstep: Class 13 contains 744 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 1610 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3509 members Mstep: Class 19 contains 8530 members Mstep: Class 20 contains 21320 members Mstep: Class 21 contains 1741 members Mstep: Class 22 contains 1000 members Entering Unmasked Estep ConsiderDeletion Score: -7229889.500000 Penalty: 40330.363281 Iteration 75Q: 23 clusters Score -7229890 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12476 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 1102 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1839 members Mstep: Class 7 contains 2345 members Mstep: Class 8 contains 1540 members Mstep: Class 9 contains 705 members Mstep: Class 10 contains 3324 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9526 members Mstep: Class 13 contains 743 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 1612 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3509 members Mstep: Class 19 contains 8530 members Mstep: Class 20 contains 21321 members Mstep: Class 21 contains 1741 members Mstep: Class 22 contains 1000 members Entering Unmasked Estep ConsiderDeletion Score: -7229880.500000 Penalty: 40330.363281 Iteration 76Q: 23 clusters Score -7229880 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12475 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 1103 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1839 members Mstep: Class 7 contains 2344 members Mstep: Class 8 contains 1540 members Mstep: Class 9 contains 705 members Mstep: Class 10 contains 3324 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9526 members Mstep: Class 13 contains 743 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 1612 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3509 members Mstep: Class 19 contains 8530 members Mstep: Class 20 contains 21322 members Mstep: Class 21 contains 1741 members Mstep: Class 22 contains 1000 members Entering Unmasked Estep ConsiderDeletion Score: -7229878.500000 Penalty: 40330.363281 Iteration 77Q: 23 clusters Score -7229878 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12475 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 1104 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1838 members Mstep: Class 7 contains 2344 members Mstep: Class 8 contains 1540 members Mstep: Class 9 contains 706 members Mstep: Class 10 contains 3324 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9526 members Mstep: Class 13 contains 743 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 1612 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3509 members Mstep: Class 19 contains 8530 members Mstep: Class 20 contains 21321 members Mstep: Class 21 contains 1741 members Mstep: Class 22 contains 1000 members Entering Unmasked Estep ConsiderDeletion Score: -7229877.000000 Penalty: 40330.363281 Iteration 78Q: 23 clusters Score -7229877 nChanged 2 Entering ConstructFrom: Score: -7229877.000000 Penalty: 40330.363281 Entering ConstructFrom: Trying to split cluster 1 (435 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Entering Unmasked Estep Score: -39149.996094 Penalty: 987.243713 Iteration 0F: 2 clusters Score -39150 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -38221.167969 Penalty: 1974.487427 Iteration 0F: 3 clusters Score -38221.17 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -38356.054688 Penalty: 1974.487427 Iteration 1F: 3 clusters Score -38356.05 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -38404.847656 Penalty: 1974.487427 Iteration 2F: 3 clusters Score -38404.85 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -38437.789062 Penalty: 1974.487427 Iteration 3Q: 3 clusters Score -38437.79 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -38452.082031 Penalty: 1974.487427 Iteration 4Q: 3 clusters Score -38452.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -38462.593750 Penalty: 1974.487427 Iteration 5Q: 3 clusters Score -38462.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -38467.843750 Penalty: 1974.487427 Iteration 6Q: 3 clusters Score -38467.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -38473.113281 Penalty: 1974.487427 Iteration 7Q: 3 clusters Score -38473.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -38474.882812 Penalty: 1974.487427 Iteration 8Q: 3 clusters Score -38474.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -38477.210938 Penalty: 1974.487427 Iteration 9Q: 3 clusters Score -38477.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -38477.929688 Penalty: 1974.487427 Iteration 10Q: 3 clusters Score -38477.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -38477.929688 Penalty: 1974.487427 Iteration 11F: 3 clusters Score -38477.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (12475 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12475 members Entering Unmasked Estep Score: -1202047.125000 Penalty: 1532.615845 Iteration 0F: 2 clusters Score -1202047 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6270 members Mstep: Class 2 contains 6205 members Entering Unmasked Estep Score: -1193323.875000 Penalty: 3065.231689 Iteration 0F: 3 clusters Score -1193324 nChanged 5421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6507 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -1196245.750000 Penalty: 3065.231689 Iteration 1F: 3 clusters Score -1196246 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6615 members Mstep: Class 2 contains 5860 members Entering Unmasked Estep Score: -1196524.625000 Penalty: 3065.231689 Iteration 2F: 3 clusters Score -1196525 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6757 members Mstep: Class 2 contains 5718 members Entering Unmasked Estep Score: -1196739.000000 Penalty: 3065.231689 Iteration 3Q: 3 clusters Score -1196739 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6940 members Mstep: Class 2 contains 5535 members Entering Unmasked Estep Score: -1196953.000000 Penalty: 3065.231689 Iteration 4Q: 3 clusters Score -1196953 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7165 members Mstep: Class 2 contains 5310 members Entering Unmasked Estep Score: -1197156.000000 Penalty: 3065.231689 Iteration 5Q: 3 clusters Score -1197156 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7430 members Mstep: Class 2 contains 5045 members Entering Unmasked Estep Score: -1197381.250000 Penalty: 3065.231689 Iteration 6Q: 3 clusters Score -1197381 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7736 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -1197627.750000 Penalty: 3065.231689 Iteration 7Q: 3 clusters Score -1197628 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8078 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -1197880.750000 Penalty: 3065.231689 Iteration 8Q: 3 clusters Score -1197881 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8489 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -1198199.875000 Penalty: 3065.231689 Iteration 9Q: 3 clusters Score -1198200 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8925 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -1198527.875000 Penalty: 3065.231689 Iteration 10Q: 3 clusters Score -1198528 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9385 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -1198853.875000 Penalty: 3065.231689 Iteration 11Q: 3 clusters Score -1198854 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9805 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -1199155.000000 Penalty: 3065.231689 Iteration 12Q: 3 clusters Score -1199155 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10167 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -1199400.500000 Penalty: 3065.231689 Iteration 13Q: 3 clusters Score -1199400 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10503 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -1199637.500000 Penalty: 3065.231689 Iteration 14Q: 3 clusters Score -1199638 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10828 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -1199856.875000 Penalty: 3065.231689 Iteration 15Q: 3 clusters Score -1199857 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11088 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -1200039.125000 Penalty: 3065.231689 Iteration 16Q: 3 clusters Score -1200039 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11321 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -1200189.500000 Penalty: 3065.231689 Iteration 17Q: 3 clusters Score -1200190 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11503 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -1200304.875000 Penalty: 3065.231689 Iteration 18Q: 3 clusters Score -1200305 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11636 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -1200391.750000 Penalty: 3065.231689 Iteration 19Q: 3 clusters Score -1200392 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11748 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -1200466.375000 Penalty: 3065.231689 Iteration 20F: 3 clusters Score -1200466 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11834 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -1200533.625000 Penalty: 3065.231689 Iteration 21Q: 3 clusters Score -1200534 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11896 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -1200576.125000 Penalty: 3065.231689 Iteration 22Q: 3 clusters Score -1200576 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11942 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -1200612.375000 Penalty: 3065.231689 Iteration 23Q: 3 clusters Score -1200612 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11979 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -1200637.125000 Penalty: 3065.231689 Iteration 24Q: 3 clusters Score -1200637 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12000 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -1200658.500000 Penalty: 3065.231689 Iteration 25Q: 3 clusters Score -1200658 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12021 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -1200675.375000 Penalty: 3065.231689 Iteration 26Q: 3 clusters Score -1200675 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12034 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -1200686.000000 Penalty: 3065.231689 Iteration 27Q: 3 clusters Score -1200686 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12048 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -1200692.875000 Penalty: 3065.231689 Iteration 28Q: 3 clusters Score -1200693 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12060 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -1200702.500000 Penalty: 3065.231689 Iteration 29Q: 3 clusters Score -1200702 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12067 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -1200708.625000 Penalty: 3065.231689 Iteration 30Q: 3 clusters Score -1200709 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12070 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -1200711.500000 Penalty: 3065.231689 Iteration 31Q: 3 clusters Score -1200712 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12075 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -1200714.000000 Penalty: 3065.231689 Iteration 32Q: 3 clusters Score -1200714 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12077 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -1200718.375000 Penalty: 3065.231689 Iteration 33Q: 3 clusters Score -1200718 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12083 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -1200720.875000 Penalty: 3065.231689 Iteration 34Q: 3 clusters Score -1200721 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12085 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -1200723.625000 Penalty: 3065.231689 Iteration 35Q: 3 clusters Score -1200724 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12090 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -1200729.750000 Penalty: 3065.231689 Iteration 36Q: 3 clusters Score -1200730 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12094 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -1200733.875000 Penalty: 3065.231689 Iteration 37Q: 3 clusters Score -1200734 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12102 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -1200740.750000 Penalty: 3065.231689 Iteration 38Q: 3 clusters Score -1200741 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12105 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -1200742.500000 Penalty: 3065.231689 Iteration 39Q: 3 clusters Score -1200742 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12107 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -1200743.000000 Penalty: 3065.231689 Iteration 40F: 3 clusters Score -1200743 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12108 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -1200742.875000 Penalty: 3065.231689 Iteration 41Q: 3 clusters Score -1200743 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12110 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -1200743.125000 Penalty: 3065.231689 Iteration 42Q: 3 clusters Score -1200743 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12112 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -1200744.375000 Penalty: 3065.231689 Iteration 43Q: 3 clusters Score -1200744 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12113 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -1200744.625000 Penalty: 3065.231689 Iteration 44Q: 3 clusters Score -1200745 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12112 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -1200745.875000 Penalty: 3065.231689 Iteration 45Q: 3 clusters Score -1200746 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12112 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -1200745.875000 Penalty: 3065.231689 Iteration 46F: 3 clusters Score -1200746 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2611 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Entering Unmasked Estep Score: -246421.484375 Penalty: 1278.466919 Iteration 0F: 2 clusters Score -246421.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -243946.250000 Penalty: 2556.933838 Iteration 0F: 3 clusters Score -243946.2 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -244529.468750 Penalty: 2556.933838 Iteration 1F: 3 clusters Score -244529.5 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -244718.625000 Penalty: 2556.933838 Iteration 2F: 3 clusters Score -244718.6 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -244884.984375 Penalty: 2556.933838 Iteration 3F: 3 clusters Score -244885 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -245064.562500 Penalty: 2556.933838 Iteration 4F: 3 clusters Score -245064.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -245259.078125 Penalty: 2556.933838 Iteration 5F: 3 clusters Score -245259.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -245448.125000 Penalty: 2556.933838 Iteration 6F: 3 clusters Score -245448.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -245583.171875 Penalty: 2556.933838 Iteration 7F: 3 clusters Score -245583.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -245665.687500 Penalty: 2556.933838 Iteration 8Q: 3 clusters Score -245665.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -245726.828125 Penalty: 2556.933838 Iteration 9Q: 3 clusters Score -245726.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -245765.343750 Penalty: 2556.933838 Iteration 10Q: 3 clusters Score -245765.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -245795.031250 Penalty: 2556.933838 Iteration 11Q: 3 clusters Score -245795 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -245817.437500 Penalty: 2556.933838 Iteration 12Q: 3 clusters Score -245817.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -245836.765625 Penalty: 2556.933838 Iteration 13Q: 3 clusters Score -245836.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -245858.375000 Penalty: 2556.933838 Iteration 14Q: 3 clusters Score -245858.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -245867.625000 Penalty: 2556.933838 Iteration 15Q: 3 clusters Score -245867.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -245872.671875 Penalty: 2556.933838 Iteration 16Q: 3 clusters Score -245872.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -245877.968750 Penalty: 2556.933838 Iteration 17Q: 3 clusters Score -245878 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -245879.921875 Penalty: 2556.933838 Iteration 18Q: 3 clusters Score -245879.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -245882.875000 Penalty: 2556.933838 Iteration 19Q: 3 clusters Score -245882.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -245883.359375 Penalty: 2556.933838 Iteration 20F: 3 clusters Score -245883.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1104 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Entering Unmasked Estep Score: -95330.007812 Penalty: 1138.588013 Iteration 0F: 2 clusters Score -95330.01 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 572 members Entering Unmasked Estep Score: -93788.046875 Penalty: 2277.176025 Iteration 0F: 3 clusters Score -93788.05 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -94115.382812 Penalty: 2277.176025 Iteration 1F: 3 clusters Score -94115.38 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -94227.679688 Penalty: 2277.176025 Iteration 2F: 3 clusters Score -94227.68 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -94297.859375 Penalty: 2277.176025 Iteration 3Q: 3 clusters Score -94297.86 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -94339.218750 Penalty: 2277.176025 Iteration 4Q: 3 clusters Score -94339.22 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -94372.406250 Penalty: 2277.176025 Iteration 5Q: 3 clusters Score -94372.41 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -94394.601562 Penalty: 2277.176025 Iteration 6Q: 3 clusters Score -94394.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -94419.703125 Penalty: 2277.176025 Iteration 7Q: 3 clusters Score -94419.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -94438.796875 Penalty: 2277.176025 Iteration 8Q: 3 clusters Score -94438.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -94457.054688 Penalty: 2277.176025 Iteration 9Q: 3 clusters Score -94457.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -94474.656250 Penalty: 2277.176025 Iteration 10Q: 3 clusters Score -94474.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -94487.273438 Penalty: 2277.176025 Iteration 11Q: 3 clusters Score -94487.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -94495.703125 Penalty: 2277.176025 Iteration 12Q: 3 clusters Score -94495.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -94502.312500 Penalty: 2277.176025 Iteration 13Q: 3 clusters Score -94502.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -94508.390625 Penalty: 2277.176025 Iteration 14Q: 3 clusters Score -94508.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -94511.648438 Penalty: 2277.176025 Iteration 15Q: 3 clusters Score -94511.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -94515.554688 Penalty: 2277.176025 Iteration 16Q: 3 clusters Score -94515.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -94517.859375 Penalty: 2277.176025 Iteration 17Q: 3 clusters Score -94517.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -94522.273438 Penalty: 2277.176025 Iteration 18Q: 3 clusters Score -94522.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -94527.375000 Penalty: 2277.176025 Iteration 19Q: 3 clusters Score -94527.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -94531.039062 Penalty: 2277.176025 Iteration 20F: 3 clusters Score -94531.04 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -94538.796875 Penalty: 2277.176025 Iteration 21Q: 3 clusters Score -94538.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -94544.265625 Penalty: 2277.176025 Iteration 22Q: 3 clusters Score -94544.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -94550.187500 Penalty: 2277.176025 Iteration 23Q: 3 clusters Score -94550.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -94554.851562 Penalty: 2277.176025 Iteration 24Q: 3 clusters Score -94554.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -94563.468750 Penalty: 2277.176025 Iteration 25Q: 3 clusters Score -94563.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -94570.054688 Penalty: 2277.176025 Iteration 26Q: 3 clusters Score -94570.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -94574.007812 Penalty: 2277.176025 Iteration 27Q: 3 clusters Score -94574.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -94574.671875 Penalty: 2277.176025 Iteration 28Q: 3 clusters Score -94574.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -94576.945312 Penalty: 2277.176025 Iteration 29Q: 3 clusters Score -94576.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -94578.257812 Penalty: 2277.176025 Iteration 30Q: 3 clusters Score -94578.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -94580.070312 Penalty: 2277.176025 Iteration 31Q: 3 clusters Score -94580.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -94584.492188 Penalty: 2277.176025 Iteration 32Q: 3 clusters Score -94584.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -94591.265625 Penalty: 2277.176025 Iteration 33Q: 3 clusters Score -94591.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -94596.953125 Penalty: 2277.176025 Iteration 34Q: 3 clusters Score -94596.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -94602.476562 Penalty: 2277.176025 Iteration 35Q: 3 clusters Score -94602.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -94613.414062 Penalty: 2277.176025 Iteration 36Q: 3 clusters Score -94613.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -94623.312500 Penalty: 2277.176025 Iteration 37Q: 3 clusters Score -94623.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -94628.281250 Penalty: 2277.176025 Iteration 38Q: 3 clusters Score -94628.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -94630.664062 Penalty: 2277.176025 Iteration 39Q: 3 clusters Score -94630.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -94631.664062 Penalty: 2277.176025 Iteration 40F: 3 clusters Score -94631.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (658 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Entering Unmasked Estep Score: -62032.390625 Penalty: 1054.495850 Iteration 0F: 2 clusters Score -62032.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -60817.203125 Penalty: 2108.991699 Iteration 0F: 3 clusters Score -60817.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -60982.070312 Penalty: 2108.991699 Iteration 1F: 3 clusters Score -60982.07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -61037.632812 Penalty: 2108.991699 Iteration 2F: 3 clusters Score -61037.63 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -61063.085938 Penalty: 2108.991699 Iteration 3Q: 3 clusters Score -61063.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -61076.921875 Penalty: 2108.991699 Iteration 4Q: 3 clusters Score -61076.92 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -61088.988281 Penalty: 2108.991699 Iteration 5Q: 3 clusters Score -61088.99 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -61097.140625 Penalty: 2108.991699 Iteration 6Q: 3 clusters Score -61097.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -61102.972656 Penalty: 2108.991699 Iteration 7Q: 3 clusters Score -61102.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -61116.207031 Penalty: 2108.991699 Iteration 8Q: 3 clusters Score -61116.21 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -61132.976562 Penalty: 2108.991699 Iteration 9Q: 3 clusters Score -61132.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -61138.136719 Penalty: 2108.991699 Iteration 10Q: 3 clusters Score -61138.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -61139.843750 Penalty: 2108.991699 Iteration 11Q: 3 clusters Score -61139.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -61143.292969 Penalty: 2108.991699 Iteration 12Q: 3 clusters Score -61143.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -61145.453125 Penalty: 2108.991699 Iteration 13Q: 3 clusters Score -61145.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -61146.191406 Penalty: 2108.991699 Iteration 14Q: 3 clusters Score -61146.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -61146.191406 Penalty: 2108.991699 Iteration 15F: 3 clusters Score -61146.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1838 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Entering Unmasked Estep Score: -173220.375000 Penalty: 1221.420410 Iteration 0F: 2 clusters Score -173220.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -171213.093750 Penalty: 2442.840820 Iteration 0F: 3 clusters Score -171213.1 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -171621.343750 Penalty: 2442.840820 Iteration 1F: 3 clusters Score -171621.3 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -171757.046875 Penalty: 2442.840820 Iteration 2F: 3 clusters Score -171757 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -171830.531250 Penalty: 2442.840820 Iteration 3Q: 3 clusters Score -171830.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -171881.437500 Penalty: 2442.840820 Iteration 4Q: 3 clusters Score -171881.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -171911.531250 Penalty: 2442.840820 Iteration 5Q: 3 clusters Score -171911.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -171932.937500 Penalty: 2442.840820 Iteration 6Q: 3 clusters Score -171932.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -171952.921875 Penalty: 2442.840820 Iteration 7Q: 3 clusters Score -171952.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -171971.312500 Penalty: 2442.840820 Iteration 8Q: 3 clusters Score -171971.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -171985.546875 Penalty: 2442.840820 Iteration 9Q: 3 clusters Score -171985.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -172000.296875 Penalty: 2442.840820 Iteration 10Q: 3 clusters Score -172000.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -172012.859375 Penalty: 2442.840820 Iteration 11Q: 3 clusters Score -172012.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -172027.015625 Penalty: 2442.840820 Iteration 12Q: 3 clusters Score -172027 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -172039.953125 Penalty: 2442.840820 Iteration 13Q: 3 clusters Score -172040 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -172046.718750 Penalty: 2442.840820 Iteration 14Q: 3 clusters Score -172046.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -172052.203125 Penalty: 2442.840820 Iteration 15Q: 3 clusters Score -172052.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -172056.812500 Penalty: 2442.840820 Iteration 16Q: 3 clusters Score -172056.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -172057.234375 Penalty: 2442.840820 Iteration 17Q: 3 clusters Score -172057.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -172057.234375 Penalty: 2442.840820 Iteration 18F: 3 clusters Score -172057.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2344 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Entering Unmasked Estep Score: -218352.046875 Penalty: 1260.937256 Iteration 0F: 2 clusters Score -218352 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -216074.281250 Penalty: 2521.874512 Iteration 0F: 3 clusters Score -216074.3 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -216707.468750 Penalty: 2521.874512 Iteration 1F: 3 clusters Score -216707.5 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -216915.718750 Penalty: 2521.874512 Iteration 2F: 3 clusters Score -216915.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -217035.062500 Penalty: 2521.874512 Iteration 3F: 3 clusters Score -217035.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -217135.531250 Penalty: 2521.874512 Iteration 4Q: 3 clusters Score -217135.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -217209.531250 Penalty: 2521.874512 Iteration 5Q: 3 clusters Score -217209.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -217295.000000 Penalty: 2521.874512 Iteration 6Q: 3 clusters Score -217295 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -217363.203125 Penalty: 2521.874512 Iteration 7Q: 3 clusters Score -217363.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -217414.734375 Penalty: 2521.874512 Iteration 8Q: 3 clusters Score -217414.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -217472.453125 Penalty: 2521.874512 Iteration 9Q: 3 clusters Score -217472.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -217561.046875 Penalty: 2521.874512 Iteration 10Q: 3 clusters Score -217561 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -217668.750000 Penalty: 2521.874512 Iteration 11Q: 3 clusters Score -217668.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -217779.796875 Penalty: 2521.874512 Iteration 12Q: 3 clusters Score -217779.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -217927.640625 Penalty: 2521.874512 Iteration 13Q: 3 clusters Score -217927.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -218182.750000 Penalty: 2521.874512 Iteration 14Q: 3 clusters Score -218182.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -218429.625000 Penalty: 2521.874512 Iteration 15Q: 3 clusters Score -218429.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -218550.578125 Penalty: 2521.874512 Iteration 16Q: 3 clusters Score -218550.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -218618.562500 Penalty: 2521.874512 Iteration 17Q: 3 clusters Score -218618.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -218674.484375 Penalty: 2521.874512 Iteration 18Q: 3 clusters Score -218674.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -218727.484375 Penalty: 2521.874512 Iteration 19Q: 3 clusters Score -218727.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -218763.468750 Penalty: 2521.874512 Iteration 20F: 3 clusters Score -218763.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -218787.734375 Penalty: 2521.874512 Iteration 21Q: 3 clusters Score -218787.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -218801.328125 Penalty: 2521.874512 Iteration 22Q: 3 clusters Score -218801.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -218814.828125 Penalty: 2521.874512 Iteration 23Q: 3 clusters Score -218814.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -218826.828125 Penalty: 2521.874512 Iteration 24Q: 3 clusters Score -218826.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -218835.515625 Penalty: 2521.874512 Iteration 25Q: 3 clusters Score -218835.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -218839.703125 Penalty: 2521.874512 Iteration 26Q: 3 clusters Score -218839.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -218843.031250 Penalty: 2521.874512 Iteration 27Q: 3 clusters Score -218843 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -218844.921875 Penalty: 2521.874512 Iteration 28Q: 3 clusters Score -218844.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -218847.171875 Penalty: 2521.874512 Iteration 29Q: 3 clusters Score -218847.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -218849.671875 Penalty: 2521.874512 Iteration 30Q: 3 clusters Score -218849.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -218849.671875 Penalty: 2521.874512 Iteration 31F: 3 clusters Score -218849.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12475 members Mstep: Class 3 contains 2611 members Mstep: Class 4 contains 1104 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1838 members Mstep: Class 7 contains 1260 members Mstep: Class 8 contains 1540 members Mstep: Class 9 contains 708 members Mstep: Class 10 contains 3324 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9526 members Mstep: Class 13 contains 743 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 1612 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3509 members Mstep: Class 19 contains 8530 members Mstep: Class 20 contains 21320 members Mstep: Class 21 contains 1741 members Mstep: Class 22 contains 1000 members Mstep: Class 23 contains 1084 members Entering Unmasked Estep Score: -7229809.000000 Penalty: 42163.562500 Splitting cluster 7 changes total score from -7229877.000000 to -7229809.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (1540 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Entering Unmasked Estep Score: -144952.109375 Penalty: 1192.674805 Iteration 0F: 2 clusters Score -144952.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -143177.765625 Penalty: 2385.349609 Iteration 0F: 3 clusters Score -143177.8 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -143536.906250 Penalty: 2385.349609 Iteration 1F: 3 clusters Score -143536.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -143677.718750 Penalty: 2385.349609 Iteration 2F: 3 clusters Score -143677.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -143793.843750 Penalty: 2385.349609 Iteration 3F: 3 clusters Score -143793.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -143872.687500 Penalty: 2385.349609 Iteration 4Q: 3 clusters Score -143872.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -143962.437500 Penalty: 2385.349609 Iteration 5Q: 3 clusters Score -143962.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -144072.937500 Penalty: 2385.349609 Iteration 6Q: 3 clusters Score -144072.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -144178.187500 Penalty: 2385.349609 Iteration 7Q: 3 clusters Score -144178.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -144266.093750 Penalty: 2385.349609 Iteration 8Q: 3 clusters Score -144266.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -144328.234375 Penalty: 2385.349609 Iteration 9Q: 3 clusters Score -144328.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -144357.703125 Penalty: 2385.349609 Iteration 10Q: 3 clusters Score -144357.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -144369.984375 Penalty: 2385.349609 Iteration 11Q: 3 clusters Score -144370 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -144386.859375 Penalty: 2385.349609 Iteration 12Q: 3 clusters Score -144386.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -144401.609375 Penalty: 2385.349609 Iteration 13Q: 3 clusters Score -144401.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -144417.187500 Penalty: 2385.349609 Iteration 14Q: 3 clusters Score -144417.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -144432.625000 Penalty: 2385.349609 Iteration 15Q: 3 clusters Score -144432.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -144446.828125 Penalty: 2385.349609 Iteration 16Q: 3 clusters Score -144446.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -144451.156250 Penalty: 2385.349609 Iteration 17Q: 3 clusters Score -144451.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -144460.437500 Penalty: 2385.349609 Iteration 18Q: 3 clusters Score -144460.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -144471.265625 Penalty: 2385.349609 Iteration 19Q: 3 clusters Score -144471.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -144491.015625 Penalty: 2385.349609 Iteration 20F: 3 clusters Score -144491 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -144500.125000 Penalty: 2385.349609 Iteration 21Q: 3 clusters Score -144500.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -144510.078125 Penalty: 2385.349609 Iteration 22Q: 3 clusters Score -144510.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -144523.125000 Penalty: 2385.349609 Iteration 23Q: 3 clusters Score -144523.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -144538.718750 Penalty: 2385.349609 Iteration 24Q: 3 clusters Score -144538.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -144549.781250 Penalty: 2385.349609 Iteration 25Q: 3 clusters Score -144549.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -144575.859375 Penalty: 2385.349609 Iteration 26Q: 3 clusters Score -144575.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -144585.500000 Penalty: 2385.349609 Iteration 27Q: 3 clusters Score -144585.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -144591.093750 Penalty: 2385.349609 Iteration 28Q: 3 clusters Score -144591.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -144593.421875 Penalty: 2385.349609 Iteration 29Q: 3 clusters Score -144593.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -144594.921875 Penalty: 2385.349609 Iteration 30Q: 3 clusters Score -144594.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -144594.921875 Penalty: 2385.349609 Iteration 31F: 3 clusters Score -144594.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (708 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Entering Unmasked Estep Score: -56168.421875 Penalty: 1066.397217 Iteration 0F: 2 clusters Score -56168.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -54963.183594 Penalty: 2132.794434 Iteration 0F: 3 clusters Score -54963.18 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -55188.902344 Penalty: 2132.794434 Iteration 1F: 3 clusters Score -55188.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -55281.171875 Penalty: 2132.794434 Iteration 2F: 3 clusters Score -55281.17 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -55344.968750 Penalty: 2132.794434 Iteration 3Q: 3 clusters Score -55344.97 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -55399.312500 Penalty: 2132.794434 Iteration 4Q: 3 clusters Score -55399.31 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -55435.890625 Penalty: 2132.794434 Iteration 5Q: 3 clusters Score -55435.89 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -55461.535156 Penalty: 2132.794434 Iteration 6Q: 3 clusters Score -55461.54 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -55477.093750 Penalty: 2132.794434 Iteration 7Q: 3 clusters Score -55477.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -55488.023438 Penalty: 2132.794434 Iteration 8Q: 3 clusters Score -55488.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -55493.640625 Penalty: 2132.794434 Iteration 9Q: 3 clusters Score -55493.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -55495.027344 Penalty: 2132.794434 Iteration 10Q: 3 clusters Score -55495.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -55495.027344 Penalty: 2132.794434 Iteration 11F: 3 clusters Score -55495.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3324 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Entering Unmasked Estep Score: -297229.187500 Penalty: 1317.700195 Iteration 0F: 2 clusters Score -297229.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -294316.218750 Penalty: 2635.400391 Iteration 0F: 3 clusters Score -294316.2 nChanged 1235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -295022.687500 Penalty: 2635.400391 Iteration 1F: 3 clusters Score -295022.7 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -295197.187500 Penalty: 2635.400391 Iteration 2F: 3 clusters Score -295197.2 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -295300.875000 Penalty: 2635.400391 Iteration 3F: 3 clusters Score -295300.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -295386.500000 Penalty: 2635.400391 Iteration 4Q: 3 clusters Score -295386.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -295466.250000 Penalty: 2635.400391 Iteration 5Q: 3 clusters Score -295466.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -295558.750000 Penalty: 2635.400391 Iteration 6Q: 3 clusters Score -295558.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -295659.125000 Penalty: 2635.400391 Iteration 7Q: 3 clusters Score -295659.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -295745.062500 Penalty: 2635.400391 Iteration 8Q: 3 clusters Score -295745.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -295818.906250 Penalty: 2635.400391 Iteration 9Q: 3 clusters Score -295818.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -295865.187500 Penalty: 2635.400391 Iteration 10Q: 3 clusters Score -295865.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -295902.656250 Penalty: 2635.400391 Iteration 11Q: 3 clusters Score -295902.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -295937.187500 Penalty: 2635.400391 Iteration 12Q: 3 clusters Score -295937.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -295970.812500 Penalty: 2635.400391 Iteration 13Q: 3 clusters Score -295970.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -296004.968750 Penalty: 2635.400391 Iteration 14Q: 3 clusters Score -296005 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -296030.093750 Penalty: 2635.400391 Iteration 15Q: 3 clusters Score -296030.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -296045.281250 Penalty: 2635.400391 Iteration 16Q: 3 clusters Score -296045.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -296057.281250 Penalty: 2635.400391 Iteration 17Q: 3 clusters Score -296057.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -296069.843750 Penalty: 2635.400391 Iteration 18Q: 3 clusters Score -296069.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -296081.781250 Penalty: 2635.400391 Iteration 19Q: 3 clusters Score -296081.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -296092.750000 Penalty: 2635.400391 Iteration 20F: 3 clusters Score -296092.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -296099.843750 Penalty: 2635.400391 Iteration 21Q: 3 clusters Score -296099.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -296106.406250 Penalty: 2635.400391 Iteration 22Q: 3 clusters Score -296106.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -296111.593750 Penalty: 2635.400391 Iteration 23Q: 3 clusters Score -296111.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -296113.718750 Penalty: 2635.400391 Iteration 24Q: 3 clusters Score -296113.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -296114.750000 Penalty: 2635.400391 Iteration 25Q: 3 clusters Score -296114.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -296115.187500 Penalty: 2635.400391 Iteration 26Q: 3 clusters Score -296115.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -296115.187500 Penalty: 2635.400391 Iteration 27F: 3 clusters Score -296115.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1753 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Entering Unmasked Estep Score: -168395.796875 Penalty: 1213.726074 Iteration 0F: 2 clusters Score -168395.8 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 866 members Entering Unmasked Estep Score: -166476.156250 Penalty: 2427.452148 Iteration 0F: 3 clusters Score -166476.2 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -166841.859375 Penalty: 2427.452148 Iteration 1F: 3 clusters Score -166841.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -166954.906250 Penalty: 2427.452148 Iteration 2F: 3 clusters Score -166954.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -167010.546875 Penalty: 2427.452148 Iteration 3Q: 3 clusters Score -167010.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -167044.718750 Penalty: 2427.452148 Iteration 4Q: 3 clusters Score -167044.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -167065.562500 Penalty: 2427.452148 Iteration 5Q: 3 clusters Score -167065.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -167080.531250 Penalty: 2427.452148 Iteration 6Q: 3 clusters Score -167080.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -167095.187500 Penalty: 2427.452148 Iteration 7Q: 3 clusters Score -167095.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -167103.234375 Penalty: 2427.452148 Iteration 8Q: 3 clusters Score -167103.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -167106.828125 Penalty: 2427.452148 Iteration 9Q: 3 clusters Score -167106.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -167110.562500 Penalty: 2427.452148 Iteration 10Q: 3 clusters Score -167110.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -167112.781250 Penalty: 2427.452148 Iteration 11Q: 3 clusters Score -167112.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -167116.312500 Penalty: 2427.452148 Iteration 12Q: 3 clusters Score -167116.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -167120.515625 Penalty: 2427.452148 Iteration 13Q: 3 clusters Score -167120.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -167123.140625 Penalty: 2427.452148 Iteration 14Q: 3 clusters Score -167123.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -167128.140625 Penalty: 2427.452148 Iteration 15Q: 3 clusters Score -167128.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -167132.343750 Penalty: 2427.452148 Iteration 16Q: 3 clusters Score -167132.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -167135.125000 Penalty: 2427.452148 Iteration 17Q: 3 clusters Score -167135.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -167137.281250 Penalty: 2427.452148 Iteration 18Q: 3 clusters Score -167137.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -167138.937500 Penalty: 2427.452148 Iteration 19Q: 3 clusters Score -167138.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -167139.218750 Penalty: 2427.452148 Iteration 20F: 3 clusters Score -167139.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -167139.578125 Penalty: 2427.452148 Iteration 21Q: 3 clusters Score -167139.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -167139.578125 Penalty: 2427.452148 Iteration 22F: 3 clusters Score -167139.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (9526 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9526 members Entering Unmasked Estep Score: -919306.312500 Penalty: 1488.789307 Iteration 0F: 2 clusters Score -919306.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -912398.937500 Penalty: 2977.578613 Iteration 0F: 3 clusters Score -912398.9 nChanged 4096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -914596.375000 Penalty: 2977.578613 Iteration 1F: 3 clusters Score -914596.4 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -914817.125000 Penalty: 2977.578613 Iteration 2F: 3 clusters Score -914817.1 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 5034 members Entering Unmasked Estep Score: -915017.812500 Penalty: 2977.578613 Iteration 3Q: 3 clusters Score -915017.8 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 5099 members Entering Unmasked Estep Score: -915190.687500 Penalty: 2977.578613 Iteration 4Q: 3 clusters Score -915190.7 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 5205 members Entering Unmasked Estep Score: -915381.937500 Penalty: 2977.578613 Iteration 5Q: 3 clusters Score -915381.9 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 5318 members Entering Unmasked Estep Score: -915614.250000 Penalty: 2977.578613 Iteration 6Q: 3 clusters Score -915614.2 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 5465 members Entering Unmasked Estep Score: -915882.687500 Penalty: 2977.578613 Iteration 7Q: 3 clusters Score -915882.7 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 5635 members Entering Unmasked Estep Score: -916191.812500 Penalty: 2977.578613 Iteration 8Q: 3 clusters Score -916191.8 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -916493.125000 Penalty: 2977.578613 Iteration 9Q: 3 clusters Score -916493.1 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 5878 members Entering Unmasked Estep Score: -916811.812500 Penalty: 2977.578613 Iteration 10Q: 3 clusters Score -916811.8 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -917151.187500 Penalty: 2977.578613 Iteration 11Q: 3 clusters Score -917151.2 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 6021 members Entering Unmasked Estep Score: -917434.500000 Penalty: 2977.578613 Iteration 12Q: 3 clusters Score -917434.5 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 6034 members Entering Unmasked Estep Score: -917646.250000 Penalty: 2977.578613 Iteration 13Q: 3 clusters Score -917646.2 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 6031 members Entering Unmasked Estep Score: -917785.250000 Penalty: 2977.578613 Iteration 14Q: 3 clusters Score -917785.2 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 6002 members Entering Unmasked Estep Score: -917887.375000 Penalty: 2977.578613 Iteration 15Q: 3 clusters Score -917887.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 5964 members Entering Unmasked Estep Score: -917967.062500 Penalty: 2977.578613 Iteration 16Q: 3 clusters Score -917967.1 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 5909 members Entering Unmasked Estep Score: -918042.187500 Penalty: 2977.578613 Iteration 17Q: 3 clusters Score -918042.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 5866 members Entering Unmasked Estep Score: -918105.875000 Penalty: 2977.578613 Iteration 18Q: 3 clusters Score -918105.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 5818 members Entering Unmasked Estep Score: -918175.687500 Penalty: 2977.578613 Iteration 19Q: 3 clusters Score -918175.7 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 5769 members Entering Unmasked Estep Score: -918238.125000 Penalty: 2977.578613 Iteration 20F: 3 clusters Score -918238.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -918304.625000 Penalty: 2977.578613 Iteration 21Q: 3 clusters Score -918304.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 5657 members Entering Unmasked Estep Score: -918382.812500 Penalty: 2977.578613 Iteration 22Q: 3 clusters Score -918382.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -918445.750000 Penalty: 2977.578613 Iteration 23Q: 3 clusters Score -918445.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3987 members Mstep: Class 2 contains 5539 members Entering Unmasked Estep Score: -918496.000000 Penalty: 2977.578613 Iteration 24Q: 3 clusters Score -918496 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 5505 members Entering Unmasked Estep Score: -918524.625000 Penalty: 2977.578613 Iteration 25Q: 3 clusters Score -918524.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 5464 members Entering Unmasked Estep Score: -918554.812500 Penalty: 2977.578613 Iteration 26Q: 3 clusters Score -918554.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 5432 members Entering Unmasked Estep Score: -918576.562500 Penalty: 2977.578613 Iteration 27Q: 3 clusters Score -918576.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 5409 members Entering Unmasked Estep Score: -918592.125000 Penalty: 2977.578613 Iteration 28Q: 3 clusters Score -918592.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 5375 members Entering Unmasked Estep Score: -918599.687500 Penalty: 2977.578613 Iteration 29Q: 3 clusters Score -918599.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 5353 members Entering Unmasked Estep Score: -918610.125000 Penalty: 2977.578613 Iteration 30Q: 3 clusters Score -918610.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 5334 members Entering Unmasked Estep Score: -918614.437500 Penalty: 2977.578613 Iteration 31Q: 3 clusters Score -918614.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 5324 members Entering Unmasked Estep Score: -918618.187500 Penalty: 2977.578613 Iteration 32Q: 3 clusters Score -918618.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 5313 members Entering Unmasked Estep Score: -918620.250000 Penalty: 2977.578613 Iteration 33Q: 3 clusters Score -918620.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 5302 members Entering Unmasked Estep Score: -918623.187500 Penalty: 2977.578613 Iteration 34Q: 3 clusters Score -918623.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 5291 members Entering Unmasked Estep Score: -918623.812500 Penalty: 2977.578613 Iteration 35Q: 3 clusters Score -918623.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -918624.250000 Penalty: 2977.578613 Iteration 36Q: 3 clusters Score -918624.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 5282 members Entering Unmasked Estep Score: -918627.812500 Penalty: 2977.578613 Iteration 37Q: 3 clusters Score -918627.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -918627.562500 Penalty: 2977.578613 Iteration 38Q: 3 clusters Score -918627.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 5280 members Entering Unmasked Estep Score: -918627.750000 Penalty: 2977.578613 Iteration 39Q: 3 clusters Score -918627.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -918628.312500 Penalty: 2977.578613 Iteration 40F: 3 clusters Score -918628.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 5280 members Entering Unmasked Estep Score: -918627.562500 Penalty: 2977.578613 Iteration 41Q: 3 clusters Score -918627.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -918629.125000 Penalty: 2977.578613 Iteration 42Q: 3 clusters Score -918629.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -918628.625000 Penalty: 2977.578613 Iteration 43Q: 3 clusters Score -918628.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 5277 members Entering Unmasked Estep Score: -918628.312500 Penalty: 2977.578613 Iteration 44Q: 3 clusters Score -918628.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 5276 members Entering Unmasked Estep Score: -918629.687500 Penalty: 2977.578613 Iteration 45Q: 3 clusters Score -918629.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -918629.312500 Penalty: 2977.578613 Iteration 46Q: 3 clusters Score -918629.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -918628.812500 Penalty: 2977.578613 Iteration 47Q: 3 clusters Score -918628.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -918628.812500 Penalty: 2977.578613 Iteration 48F: 3 clusters Score -918628.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (743 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Entering Unmasked Estep Score: -62853.359375 Penalty: 1074.238037 Iteration 0F: 2 clusters Score -62853.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -61608.414062 Penalty: 2148.476074 Iteration 0F: 3 clusters Score -61608.41 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -61854.644531 Penalty: 2148.476074 Iteration 1F: 3 clusters Score -61854.64 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -61919.023438 Penalty: 2148.476074 Iteration 2F: 3 clusters Score -61919.02 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -61954.386719 Penalty: 2148.476074 Iteration 3Q: 3 clusters Score -61954.39 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -61977.800781 Penalty: 2148.476074 Iteration 4Q: 3 clusters Score -61977.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -62003.046875 Penalty: 2148.476074 Iteration 5Q: 3 clusters Score -62003.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -62018.640625 Penalty: 2148.476074 Iteration 6Q: 3 clusters Score -62018.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -62026.453125 Penalty: 2148.476074 Iteration 7Q: 3 clusters Score -62026.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -62035.855469 Penalty: 2148.476074 Iteration 8Q: 3 clusters Score -62035.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -62041.687500 Penalty: 2148.476074 Iteration 9Q: 3 clusters Score -62041.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -62043.824219 Penalty: 2148.476074 Iteration 10Q: 3 clusters Score -62043.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -62044.921875 Penalty: 2148.476074 Iteration 11Q: 3 clusters Score -62044.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -62046.140625 Penalty: 2148.476074 Iteration 12Q: 3 clusters Score -62046.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -62046.140625 Penalty: 2148.476074 Iteration 13F: 3 clusters Score -62046.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1595 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Entering Unmasked Estep Score: -152448.406250 Penalty: 1198.377197 Iteration 0F: 2 clusters Score -152448.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -150646.984375 Penalty: 2396.754395 Iteration 0F: 3 clusters Score -150647 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -151021.296875 Penalty: 2396.754395 Iteration 1F: 3 clusters Score -151021.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -151116.937500 Penalty: 2396.754395 Iteration 2F: 3 clusters Score -151116.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -151165.546875 Penalty: 2396.754395 Iteration 3Q: 3 clusters Score -151165.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -151199.515625 Penalty: 2396.754395 Iteration 4Q: 3 clusters Score -151199.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -151215.953125 Penalty: 2396.754395 Iteration 5Q: 3 clusters Score -151216 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -151224.203125 Penalty: 2396.754395 Iteration 6Q: 3 clusters Score -151224.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -151231.265625 Penalty: 2396.754395 Iteration 7Q: 3 clusters Score -151231.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -151236.796875 Penalty: 2396.754395 Iteration 8Q: 3 clusters Score -151236.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -151239.921875 Penalty: 2396.754395 Iteration 9Q: 3 clusters Score -151239.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -151242.625000 Penalty: 2396.754395 Iteration 10Q: 3 clusters Score -151242.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -151244.843750 Penalty: 2396.754395 Iteration 11Q: 3 clusters Score -151244.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -151247.265625 Penalty: 2396.754395 Iteration 12Q: 3 clusters Score -151247.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -151252.359375 Penalty: 2396.754395 Iteration 13Q: 3 clusters Score -151252.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -151259.015625 Penalty: 2396.754395 Iteration 14Q: 3 clusters Score -151259 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -151265.500000 Penalty: 2396.754395 Iteration 15Q: 3 clusters Score -151265.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -151274.843750 Penalty: 2396.754395 Iteration 16Q: 3 clusters Score -151274.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -151285.031250 Penalty: 2396.754395 Iteration 17Q: 3 clusters Score -151285 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -151292.765625 Penalty: 2396.754395 Iteration 18Q: 3 clusters Score -151292.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -151296.953125 Penalty: 2396.754395 Iteration 19Q: 3 clusters Score -151297 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -151302.171875 Penalty: 2396.754395 Iteration 20F: 3 clusters Score -151302.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -151305.531250 Penalty: 2396.754395 Iteration 21Q: 3 clusters Score -151305.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -151307.609375 Penalty: 2396.754395 Iteration 22Q: 3 clusters Score -151307.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -151308.796875 Penalty: 2396.754395 Iteration 23Q: 3 clusters Score -151308.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -151308.796875 Penalty: 2396.754395 Iteration 24F: 3 clusters Score -151308.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (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: -153616.437500 Penalty: 1200.100098 Iteration 0F: 2 clusters Score -153616.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -151771.546875 Penalty: 2400.200195 Iteration 0F: 3 clusters Score -151771.5 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -152147.578125 Penalty: 2400.200195 Iteration 1F: 3 clusters Score -152147.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -152244.343750 Penalty: 2400.200195 Iteration 2F: 3 clusters Score -152244.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -152307.625000 Penalty: 2400.200195 Iteration 3Q: 3 clusters Score -152307.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -152350.718750 Penalty: 2400.200195 Iteration 4Q: 3 clusters Score -152350.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -152377.843750 Penalty: 2400.200195 Iteration 5Q: 3 clusters Score -152377.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -152399.734375 Penalty: 2400.200195 Iteration 6Q: 3 clusters Score -152399.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -152424.015625 Penalty: 2400.200195 Iteration 7Q: 3 clusters Score -152424 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -152446.453125 Penalty: 2400.200195 Iteration 8Q: 3 clusters Score -152446.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -152465.921875 Penalty: 2400.200195 Iteration 9Q: 3 clusters Score -152465.9 nChanged 20 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: -152478.906250 Penalty: 2400.200195 Iteration 10Q: 3 clusters Score -152478.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -152494.640625 Penalty: 2400.200195 Iteration 11Q: 3 clusters Score -152494.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -152503.968750 Penalty: 2400.200195 Iteration 12Q: 3 clusters Score -152504 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -152509.546875 Penalty: 2400.200195 Iteration 13Q: 3 clusters Score -152509.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -152511.546875 Penalty: 2400.200195 Iteration 14Q: 3 clusters Score -152511.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -152515.453125 Penalty: 2400.200195 Iteration 15Q: 3 clusters Score -152515.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -152517.453125 Penalty: 2400.200195 Iteration 16Q: 3 clusters Score -152517.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -152517.781250 Penalty: 2400.200195 Iteration 17Q: 3 clusters Score -152517.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -152517.781250 Penalty: 2400.200195 Iteration 18F: 3 clusters Score -152517.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (357 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Entering Unmasked Estep Score: -32271.994141 Penalty: 955.132019 Iteration 0F: 2 clusters Score -32271.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -31365.607422 Penalty: 1910.264038 Iteration 0F: 3 clusters Score -31365.61 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -31526.119141 Penalty: 1910.264038 Iteration 1F: 3 clusters Score -31526.12 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -31563.773438 Penalty: 1910.264038 Iteration 2F: 3 clusters Score -31563.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -31566.525391 Penalty: 1910.264038 Iteration 3Q: 3 clusters Score -31566.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -31566.525391 Penalty: 1910.264038 Iteration 4F: 3 clusters Score -31566.53 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Entering Unmasked Estep Score: -55706.976562 Penalty: 1035.664429 Iteration 0F: 2 clusters Score -55706.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -54545.613281 Penalty: 2071.328857 Iteration 0F: 3 clusters Score -54545.61 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -54707.417969 Penalty: 2071.328857 Iteration 1F: 3 clusters Score -54707.42 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -54760.058594 Penalty: 2071.328857 Iteration 2F: 3 clusters Score -54760.06 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -54794.648438 Penalty: 2071.328857 Iteration 3Q: 3 clusters Score -54794.65 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -54825.628906 Penalty: 2071.328857 Iteration 4Q: 3 clusters Score -54825.63 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -54861.472656 Penalty: 2071.328857 Iteration 5Q: 3 clusters Score -54861.47 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -54882.632812 Penalty: 2071.328857 Iteration 6Q: 3 clusters Score -54882.63 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -54901.386719 Penalty: 2071.328857 Iteration 7Q: 3 clusters Score -54901.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -54913.750000 Penalty: 2071.328857 Iteration 8Q: 3 clusters Score -54913.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -54929.089844 Penalty: 2071.328857 Iteration 9Q: 3 clusters Score -54929.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -54941.371094 Penalty: 2071.328857 Iteration 10Q: 3 clusters Score -54941.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -54951.167969 Penalty: 2071.328857 Iteration 11Q: 3 clusters Score -54951.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -54951.867188 Penalty: 2071.328857 Iteration 12Q: 3 clusters Score -54951.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -54951.867188 Penalty: 2071.328857 Iteration 13F: 3 clusters Score -54951.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3509 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Entering Unmasked Estep Score: -336143.437500 Penalty: 1326.501465 Iteration 0F: 2 clusters Score -336143.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -333158.187500 Penalty: 2653.002930 Iteration 0F: 3 clusters Score -333158.2 nChanged 1339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -334013.593750 Penalty: 2653.002930 Iteration 1F: 3 clusters Score -334013.6 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -334199.750000 Penalty: 2653.002930 Iteration 2F: 3 clusters Score -334199.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -334319.125000 Penalty: 2653.002930 Iteration 3F: 3 clusters Score -334319.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -334397.937500 Penalty: 2653.002930 Iteration 4Q: 3 clusters Score -334397.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -334461.906250 Penalty: 2653.002930 Iteration 5Q: 3 clusters Score -334461.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -334515.375000 Penalty: 2653.002930 Iteration 6Q: 3 clusters Score -334515.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -334568.625000 Penalty: 2653.002930 Iteration 7Q: 3 clusters Score -334568.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -334615.968750 Penalty: 2653.002930 Iteration 8Q: 3 clusters Score -334616 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -334668.000000 Penalty: 2653.002930 Iteration 9Q: 3 clusters Score -334668 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -334719.843750 Penalty: 2653.002930 Iteration 10Q: 3 clusters Score -334719.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -334774.000000 Penalty: 2653.002930 Iteration 11Q: 3 clusters Score -334774 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -334825.656250 Penalty: 2653.002930 Iteration 12Q: 3 clusters Score -334825.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -334858.562500 Penalty: 2653.002930 Iteration 13Q: 3 clusters Score -334858.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -334884.875000 Penalty: 2653.002930 Iteration 14Q: 3 clusters Score -334884.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -334911.625000 Penalty: 2653.002930 Iteration 15Q: 3 clusters Score -334911.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -334934.531250 Penalty: 2653.002930 Iteration 16Q: 3 clusters Score -334934.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -334954.031250 Penalty: 2653.002930 Iteration 17Q: 3 clusters Score -334954 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -334973.375000 Penalty: 2653.002930 Iteration 18Q: 3 clusters Score -334973.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -334992.468750 Penalty: 2653.002930 Iteration 19Q: 3 clusters Score -334992.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -335014.343750 Penalty: 2653.002930 Iteration 20F: 3 clusters Score -335014.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -335031.437500 Penalty: 2653.002930 Iteration 21Q: 3 clusters Score -335031.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -335043.281250 Penalty: 2653.002930 Iteration 22Q: 3 clusters Score -335043.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -335051.656250 Penalty: 2653.002930 Iteration 23Q: 3 clusters Score -335051.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -335058.437500 Penalty: 2653.002930 Iteration 24Q: 3 clusters Score -335058.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -335065.687500 Penalty: 2653.002930 Iteration 25Q: 3 clusters Score -335065.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -335073.531250 Penalty: 2653.002930 Iteration 26Q: 3 clusters Score -335073.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -335076.843750 Penalty: 2653.002930 Iteration 27Q: 3 clusters Score -335076.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -335077.625000 Penalty: 2653.002930 Iteration 28Q: 3 clusters Score -335077.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -335078.875000 Penalty: 2653.002930 Iteration 29Q: 3 clusters Score -335078.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -335080.500000 Penalty: 2653.002930 Iteration 30Q: 3 clusters Score -335080.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -335083.125000 Penalty: 2653.002930 Iteration 31Q: 3 clusters Score -335083.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -335083.500000 Penalty: 2653.002930 Iteration 32Q: 3 clusters Score -335083.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -335086.000000 Penalty: 2653.002930 Iteration 33Q: 3 clusters Score -335086 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -335086.937500 Penalty: 2653.002930 Iteration 34Q: 3 clusters Score -335086.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -335088.593750 Penalty: 2653.002930 Iteration 35Q: 3 clusters Score -335088.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -335090.093750 Penalty: 2653.002930 Iteration 36Q: 3 clusters Score -335090.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -335090.437500 Penalty: 2653.002930 Iteration 37Q: 3 clusters Score -335090.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -335090.906250 Penalty: 2653.002930 Iteration 38Q: 3 clusters Score -335090.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -335090.875000 Penalty: 2653.002930 Iteration 39Q: 3 clusters Score -335090.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -335090.875000 Penalty: 2653.002930 Iteration 40F: 3 clusters Score -335090.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (8530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8530 members Entering Unmasked Estep Score: -816404.062500 Penalty: 1470.843506 Iteration 0F: 2 clusters Score -816404.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -810189.687500 Penalty: 2941.687012 Iteration 0F: 3 clusters Score -810189.7 nChanged 3602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -812299.250000 Penalty: 2941.687012 Iteration 1F: 3 clusters Score -812299.2 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -812644.812500 Penalty: 2941.687012 Iteration 2F: 3 clusters Score -812644.8 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 4955 members Entering Unmasked Estep Score: -812955.437500 Penalty: 2941.687012 Iteration 3F: 3 clusters Score -812955.4 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 5166 members Entering Unmasked Estep Score: -813271.625000 Penalty: 2941.687012 Iteration 4F: 3 clusters Score -813271.6 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 5416 members Entering Unmasked Estep Score: -813596.625000 Penalty: 2941.687012 Iteration 5F: 3 clusters Score -813596.6 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 5698 members Entering Unmasked Estep Score: -813915.937500 Penalty: 2941.687012 Iteration 6F: 3 clusters Score -813915.9 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 5954 members Entering Unmasked Estep Score: -814184.500000 Penalty: 2941.687012 Iteration 7Q: 3 clusters Score -814184.5 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 6163 members Entering Unmasked Estep Score: -814370.000000 Penalty: 2941.687012 Iteration 8Q: 3 clusters Score -814370 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -814522.875000 Penalty: 2941.687012 Iteration 9Q: 3 clusters Score -814522.9 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 6501 members Entering Unmasked Estep Score: -814635.250000 Penalty: 2941.687012 Iteration 10Q: 3 clusters Score -814635.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 6652 members Entering Unmasked Estep Score: -814740.937500 Penalty: 2941.687012 Iteration 11Q: 3 clusters Score -814740.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 6791 members Entering Unmasked Estep Score: -814825.437500 Penalty: 2941.687012 Iteration 12Q: 3 clusters Score -814825.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 6907 members Entering Unmasked Estep Score: -814892.562500 Penalty: 2941.687012 Iteration 13Q: 3 clusters Score -814892.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 7004 members Entering Unmasked Estep Score: -814939.125000 Penalty: 2941.687012 Iteration 14Q: 3 clusters Score -814939.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 7086 members Entering Unmasked Estep Score: -814979.187500 Penalty: 2941.687012 Iteration 15Q: 3 clusters Score -814979.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -815018.437500 Penalty: 2941.687012 Iteration 16Q: 3 clusters Score -815018.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 7217 members Entering Unmasked Estep Score: -815040.500000 Penalty: 2941.687012 Iteration 17Q: 3 clusters Score -815040.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 7261 members Entering Unmasked Estep Score: -815057.000000 Penalty: 2941.687012 Iteration 18Q: 3 clusters Score -815057 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 7309 members Entering Unmasked Estep Score: -815074.312500 Penalty: 2941.687012 Iteration 19Q: 3 clusters Score -815074.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 7346 members Entering Unmasked Estep Score: -815084.625000 Penalty: 2941.687012 Iteration 20F: 3 clusters Score -815084.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 7390 members Entering Unmasked Estep Score: -815100.562500 Penalty: 2941.687012 Iteration 21Q: 3 clusters Score -815100.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 7426 members Entering Unmasked Estep Score: -815113.125000 Penalty: 2941.687012 Iteration 22Q: 3 clusters Score -815113.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 7470 members Entering Unmasked Estep Score: -815133.187500 Penalty: 2941.687012 Iteration 23Q: 3 clusters Score -815133.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 7507 members Entering Unmasked Estep Score: -815145.375000 Penalty: 2941.687012 Iteration 24Q: 3 clusters Score -815145.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 7537 members Entering Unmasked Estep Score: -815159.687500 Penalty: 2941.687012 Iteration 25Q: 3 clusters Score -815159.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 7563 members Entering Unmasked Estep Score: -815166.562500 Penalty: 2941.687012 Iteration 26Q: 3 clusters Score -815166.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 7591 members Entering Unmasked Estep Score: -815178.312500 Penalty: 2941.687012 Iteration 27Q: 3 clusters Score -815178.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 7612 members Entering Unmasked Estep Score: -815190.562500 Penalty: 2941.687012 Iteration 28Q: 3 clusters Score -815190.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 7626 members Entering Unmasked Estep Score: -815195.750000 Penalty: 2941.687012 Iteration 29Q: 3 clusters Score -815195.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 7644 members Entering Unmasked Estep Score: -815203.437500 Penalty: 2941.687012 Iteration 30Q: 3 clusters Score -815203.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 7658 members Entering Unmasked Estep Score: -815210.937500 Penalty: 2941.687012 Iteration 31Q: 3 clusters Score -815210.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 7668 members Entering Unmasked Estep Score: -815214.875000 Penalty: 2941.687012 Iteration 32Q: 3 clusters Score -815214.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 7682 members Entering Unmasked Estep Score: -815220.000000 Penalty: 2941.687012 Iteration 33Q: 3 clusters Score -815220 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 7690 members Entering Unmasked Estep Score: -815222.812500 Penalty: 2941.687012 Iteration 34Q: 3 clusters Score -815222.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 7702 members Entering Unmasked Estep Score: -815228.937500 Penalty: 2941.687012 Iteration 35Q: 3 clusters Score -815228.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 7715 members Entering Unmasked Estep Score: -815233.312500 Penalty: 2941.687012 Iteration 36Q: 3 clusters Score -815233.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 7724 members Entering Unmasked Estep Score: -815238.562500 Penalty: 2941.687012 Iteration 37Q: 3 clusters Score -815238.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 7738 members Entering Unmasked Estep Score: -815243.187500 Penalty: 2941.687012 Iteration 38Q: 3 clusters Score -815243.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 7755 members Entering Unmasked Estep Score: -815252.312500 Penalty: 2941.687012 Iteration 39Q: 3 clusters Score -815252.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 7773 members Entering Unmasked Estep Score: -815259.250000 Penalty: 2941.687012 Iteration 40F: 3 clusters Score -815259.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 7783 members Entering Unmasked Estep Score: -815263.812500 Penalty: 2941.687012 Iteration 41Q: 3 clusters Score -815263.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 7787 members Entering Unmasked Estep Score: -815266.187500 Penalty: 2941.687012 Iteration 42Q: 3 clusters Score -815266.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 7796 members Entering Unmasked Estep Score: -815269.187500 Penalty: 2941.687012 Iteration 43Q: 3 clusters Score -815269.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 7806 members Entering Unmasked Estep Score: -815275.187500 Penalty: 2941.687012 Iteration 44Q: 3 clusters Score -815275.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 7813 members Entering Unmasked Estep Score: -815276.250000 Penalty: 2941.687012 Iteration 45Q: 3 clusters Score -815276.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 7819 members Entering Unmasked Estep Score: -815279.187500 Penalty: 2941.687012 Iteration 46Q: 3 clusters Score -815279.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 7824 members Entering Unmasked Estep Score: -815282.250000 Penalty: 2941.687012 Iteration 47Q: 3 clusters Score -815282.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 7829 members Entering Unmasked Estep Score: -815283.562500 Penalty: 2941.687012 Iteration 48Q: 3 clusters Score -815283.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 7832 members Entering Unmasked Estep Score: -815285.625000 Penalty: 2941.687012 Iteration 49Q: 3 clusters Score -815285.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 7834 members Entering Unmasked Estep Score: -815285.250000 Penalty: 2941.687012 Iteration 50Q: 3 clusters Score -815285.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 7836 members Entering Unmasked Estep Score: -815284.875000 Penalty: 2941.687012 Iteration 51Q: 3 clusters Score -815284.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 7837 members Entering Unmasked Estep Score: -815286.437500 Penalty: 2941.687012 Iteration 52Q: 3 clusters Score -815286.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 7838 members Entering Unmasked Estep Score: -815286.750000 Penalty: 2941.687012 Iteration 53Q: 3 clusters Score -815286.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 7838 members Entering Unmasked Estep Score: -815286.750000 Penalty: 2941.687012 Iteration 54F: 3 clusters Score -815286.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (21320 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21320 members Entering Unmasked Estep Score: -1945955.750000 Penalty: 1619.702637 Iteration 0F: 2 clusters Score -1945956 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10755 members Mstep: Class 2 contains 10565 members Entering Unmasked Estep Score: -1931432.375000 Penalty: 3239.405273 Iteration 0F: 3 clusters Score -1931432 nChanged 9761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11648 members Mstep: Class 2 contains 9672 members Entering Unmasked Estep Score: -1936886.250000 Penalty: 3239.405273 Iteration 1F: 3 clusters Score -1936886 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12102 members Mstep: Class 2 contains 9218 members Entering Unmasked Estep Score: -1937521.000000 Penalty: 3239.405273 Iteration 2F: 3 clusters Score -1937521 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12661 members Mstep: Class 2 contains 8659 members Entering Unmasked Estep Score: -1938480.125000 Penalty: 3239.405273 Iteration 3F: 3 clusters Score -1938480 nChanged 1749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13298 members Mstep: Class 2 contains 8022 members Entering Unmasked Estep Score: -1940394.250000 Penalty: 3239.405273 Iteration 4F: 3 clusters Score -1940394 nChanged 2210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13780 members Mstep: Class 2 contains 7540 members Entering Unmasked Estep Score: -1945231.750000 Penalty: 3239.405273 Iteration 5F: 3 clusters Score -1945232 nChanged 1922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14606 members Mstep: Class 2 contains 6714 members Entering Unmasked Estep Score: -1949053.250000 Penalty: 3239.405273 Iteration 6F: 3 clusters Score -1949053 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15171 members Mstep: Class 2 contains 6149 members Entering Unmasked Estep Score: -1949892.250000 Penalty: 3239.405273 Iteration 7Q: 3 clusters Score -1949892 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15313 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -1950122.625000 Penalty: 3239.405273 Iteration 8Q: 3 clusters Score -1950123 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15294 members Mstep: Class 2 contains 6026 members Entering Unmasked Estep Score: -1950219.875000 Penalty: 3239.405273 Iteration 9Q: 3 clusters Score -1950220 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15234 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -1950271.375000 Penalty: 3239.405273 Iteration 10Q: 3 clusters Score -1950271 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15166 members Mstep: Class 2 contains 6154 members Entering Unmasked Estep Score: -1950326.750000 Penalty: 3239.405273 Iteration 11Q: 3 clusters Score -1950327 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15072 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -1950401.250000 Penalty: 3239.405273 Iteration 12Q: 3 clusters Score -1950401 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14965 members Mstep: Class 2 contains 6355 members Entering Unmasked Estep Score: -1950465.125000 Penalty: 3239.405273 Iteration 13Q: 3 clusters Score -1950465 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14876 members Mstep: Class 2 contains 6444 members Entering Unmasked Estep Score: -1950511.750000 Penalty: 3239.405273 Iteration 14Q: 3 clusters Score -1950512 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14778 members Mstep: Class 2 contains 6542 members Entering Unmasked Estep Score: -1950548.750000 Penalty: 3239.405273 Iteration 15Q: 3 clusters Score -1950549 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14698 members Mstep: Class 2 contains 6622 members Entering Unmasked Estep Score: -1950583.125000 Penalty: 3239.405273 Iteration 16Q: 3 clusters Score -1950583 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14608 members Mstep: Class 2 contains 6712 members Entering Unmasked Estep Score: -1950613.875000 Penalty: 3239.405273 Iteration 17Q: 3 clusters Score -1950614 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14513 members Mstep: Class 2 contains 6807 members Entering Unmasked Estep Score: -1950642.500000 Penalty: 3239.405273 Iteration 18Q: 3 clusters Score -1950642 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14421 members Mstep: Class 2 contains 6899 members Entering Unmasked Estep Score: -1950668.000000 Penalty: 3239.405273 Iteration 19Q: 3 clusters Score -1950668 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14342 members Mstep: Class 2 contains 6978 members Entering Unmasked Estep Score: -1950692.000000 Penalty: 3239.405273 Iteration 20F: 3 clusters Score -1950692 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14286 members Mstep: Class 2 contains 7034 members Entering Unmasked Estep Score: -1950699.000000 Penalty: 3239.405273 Iteration 21Q: 3 clusters Score -1950699 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14234 members Mstep: Class 2 contains 7086 members Entering Unmasked Estep Score: -1950712.500000 Penalty: 3239.405273 Iteration 22Q: 3 clusters Score -1950712 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14186 members Mstep: Class 2 contains 7134 members Entering Unmasked Estep Score: -1950711.000000 Penalty: 3239.405273 Iteration 23Q: 3 clusters Score -1950711 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14127 members Mstep: Class 2 contains 7193 members Entering Unmasked Estep Score: -1950727.000000 Penalty: 3239.405273 Iteration 24Q: 3 clusters Score -1950727 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14072 members Mstep: Class 2 contains 7248 members Entering Unmasked Estep Score: -1950739.750000 Penalty: 3239.405273 Iteration 25Q: 3 clusters Score -1950740 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14022 members Mstep: Class 2 contains 7298 members Entering Unmasked Estep Score: -1950748.750000 Penalty: 3239.405273 Iteration 26Q: 3 clusters Score -1950749 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13976 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -1950757.125000 Penalty: 3239.405273 Iteration 27Q: 3 clusters Score -1950757 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13928 members Mstep: Class 2 contains 7392 members Entering Unmasked Estep Score: -1950767.000000 Penalty: 3239.405273 Iteration 28Q: 3 clusters Score -1950767 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13883 members Mstep: Class 2 contains 7437 members Entering Unmasked Estep Score: -1950770.250000 Penalty: 3239.405273 Iteration 29Q: 3 clusters Score -1950770 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13844 members Mstep: Class 2 contains 7476 members Entering Unmasked Estep Score: -1950778.250000 Penalty: 3239.405273 Iteration 30Q: 3 clusters Score -1950778 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13811 members Mstep: Class 2 contains 7509 members Entering Unmasked Estep Score: -1950782.750000 Penalty: 3239.405273 Iteration 31Q: 3 clusters Score -1950783 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13784 members Mstep: Class 2 contains 7536 members Entering Unmasked Estep Score: -1950784.250000 Penalty: 3239.405273 Iteration 32Q: 3 clusters Score -1950784 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13754 members Mstep: Class 2 contains 7566 members Entering Unmasked Estep Score: -1950780.500000 Penalty: 3239.405273 Iteration 33Q: 3 clusters Score -1950780 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13736 members Mstep: Class 2 contains 7584 members Entering Unmasked Estep Score: -1950782.500000 Penalty: 3239.405273 Iteration 34Q: 3 clusters Score -1950782 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13728 members Mstep: Class 2 contains 7592 members Entering Unmasked Estep Score: -1950784.125000 Penalty: 3239.405273 Iteration 35Q: 3 clusters Score -1950784 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13721 members Mstep: Class 2 contains 7599 members Entering Unmasked Estep Score: -1950785.500000 Penalty: 3239.405273 Iteration 36Q: 3 clusters Score -1950786 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13716 members Mstep: Class 2 contains 7604 members Entering Unmasked Estep Score: -1950783.625000 Penalty: 3239.405273 Iteration 37Q: 3 clusters Score -1950784 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13713 members Mstep: Class 2 contains 7607 members Entering Unmasked Estep Score: -1950786.750000 Penalty: 3239.405273 Iteration 38Q: 3 clusters Score -1950787 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13707 members Mstep: Class 2 contains 7613 members Entering Unmasked Estep Score: -1950785.625000 Penalty: 3239.405273 Iteration 39Q: 3 clusters Score -1950786 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13707 members Mstep: Class 2 contains 7613 members Entering Unmasked Estep Score: -1950785.625000 Penalty: 3239.405273 Iteration 40F: 3 clusters Score -1950786 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12475 members Mstep: Class 3 contains 2611 members Mstep: Class 4 contains 1104 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1838 members Mstep: Class 7 contains 2344 members Mstep: Class 8 contains 1540 members Mstep: Class 9 contains 708 members Mstep: Class 10 contains 3324 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9526 members Mstep: Class 13 contains 743 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 1612 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3509 members Mstep: Class 19 contains 8530 members Mstep: Class 20 contains 13707 members Mstep: Class 21 contains 1741 members Mstep: Class 22 contains 1000 members Mstep: Class 23 contains 7613 members Entering Unmasked Estep Score: -7234499.000000 Penalty: 42163.562500 Splitting cluster 20 changes total score from -7229877.000000 to -7234499.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 21 (1741 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Entering Unmasked Estep Score: -162843.234375 Penalty: 1212.609985 Iteration 0F: 2 clusters Score -162843.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -160971.296875 Penalty: 2425.219971 Iteration 0F: 3 clusters Score -160971.3 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -161456.062500 Penalty: 2425.219971 Iteration 1F: 3 clusters Score -161456.1 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -161656.453125 Penalty: 2425.219971 Iteration 2F: 3 clusters Score -161656.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -161766.546875 Penalty: 2425.219971 Iteration 3F: 3 clusters Score -161766.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -161822.000000 Penalty: 2425.219971 Iteration 4Q: 3 clusters Score -161822 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -161848.921875 Penalty: 2425.219971 Iteration 5Q: 3 clusters Score -161848.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -161869.593750 Penalty: 2425.219971 Iteration 6Q: 3 clusters Score -161869.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -161890.765625 Penalty: 2425.219971 Iteration 7Q: 3 clusters Score -161890.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -161914.687500 Penalty: 2425.219971 Iteration 8Q: 3 clusters Score -161914.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -161933.687500 Penalty: 2425.219971 Iteration 9Q: 3 clusters Score -161933.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -161947.937500 Penalty: 2425.219971 Iteration 10Q: 3 clusters Score -161947.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -161960.546875 Penalty: 2425.219971 Iteration 11Q: 3 clusters Score -161960.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -161968.968750 Penalty: 2425.219971 Iteration 12Q: 3 clusters Score -161969 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -161978.453125 Penalty: 2425.219971 Iteration 13Q: 3 clusters Score -161978.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -161984.437500 Penalty: 2425.219971 Iteration 14Q: 3 clusters Score -161984.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -161989.265625 Penalty: 2425.219971 Iteration 15Q: 3 clusters Score -161989.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -161992.375000 Penalty: 2425.219971 Iteration 16Q: 3 clusters Score -161992.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -161993.531250 Penalty: 2425.219971 Iteration 17Q: 3 clusters Score -161993.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -161993.781250 Penalty: 2425.219971 Iteration 18Q: 3 clusters Score -161993.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -161993.781250 Penalty: 2425.219971 Iteration 19F: 3 clusters Score -161993.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1000 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Entering Unmasked Estep Score: -96360.734375 Penalty: 1122.510254 Iteration 0F: 2 clusters Score -96360.73 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 513 members Entering Unmasked Estep Score: -94889.039062 Penalty: 2245.020508 Iteration 0F: 3 clusters Score -94889.04 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -95153.750000 Penalty: 2245.020508 Iteration 1F: 3 clusters Score -95153.75 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -95228.890625 Penalty: 2245.020508 Iteration 2F: 3 clusters Score -95228.89 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -95266.109375 Penalty: 2245.020508 Iteration 3Q: 3 clusters Score -95266.11 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -95285.890625 Penalty: 2245.020508 Iteration 4Q: 3 clusters Score -95285.89 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -95299.179688 Penalty: 2245.020508 Iteration 5Q: 3 clusters Score -95299.18 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -95312.515625 Penalty: 2245.020508 Iteration 6Q: 3 clusters Score -95312.52 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -95325.882812 Penalty: 2245.020508 Iteration 7Q: 3 clusters Score -95325.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -95332.984375 Penalty: 2245.020508 Iteration 8Q: 3 clusters Score -95332.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -95335.976562 Penalty: 2245.020508 Iteration 9Q: 3 clusters Score -95335.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -95337.773438 Penalty: 2245.020508 Iteration 10Q: 3 clusters Score -95337.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -95338.539062 Penalty: 2245.020508 Iteration 11Q: 3 clusters Score -95338.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -95339.726562 Penalty: 2245.020508 Iteration 12Q: 3 clusters Score -95339.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -95339.726562 Penalty: 2245.020508 Iteration 13F: 3 clusters Score -95339.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 12475 members Mstep: Class 3 contains 2611 members Mstep: Class 4 contains 1104 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1838 members Mstep: Class 7 contains 2344 members Mstep: Class 8 contains 1540 members Mstep: Class 9 contains 708 members Mstep: Class 10 contains 3324 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9526 members Mstep: Class 13 contains 743 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 1612 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3509 members Mstep: Class 19 contains 8530 members Mstep: Class 20 contains 13707 members Mstep: Class 21 contains 1741 members Mstep: Class 22 contains 1000 members Entering Unmasked Estep ConsiderDeletion Score: -7234579.000000 Penalty: 42163.562500 Iteration 79Q: 24 clusters Score -7234579 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 12475 members Mstep: Class 3 contains 2611 members Mstep: Class 4 contains 1106 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1838 members Mstep: Class 7 contains 2337 members Mstep: Class 8 contains 1540 members Mstep: Class 9 contains 727 members Mstep: Class 10 contains 3296 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9526 members Mstep: Class 13 contains 740 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1612 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3516 members Mstep: Class 19 contains 8530 members Mstep: Class 20 contains 13744 members Mstep: Class 21 contains 1741 members Mstep: Class 22 contains 1006 members Mstep: Class 23 contains 7578 members Entering Unmasked Estep ConsiderDeletion Score: -7234654.500000 Penalty: 42163.562500 Iteration 80F: 24 clusters Score -7234654 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 12473 members Mstep: Class 3 contains 2611 members Mstep: Class 4 contains 1107 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1839 members Mstep: Class 7 contains 2331 members Mstep: Class 8 contains 1541 members Mstep: Class 9 contains 729 members Mstep: Class 10 contains 3287 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9525 members Mstep: Class 13 contains 739 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1614 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3518 members Mstep: Class 19 contains 8530 members Mstep: Class 20 contains 13741 members Mstep: Class 21 contains 1741 members Mstep: Class 22 contains 1011 members Mstep: Class 23 contains 7587 members Entering Unmasked Estep ConsiderDeletion Score: -7234681.000000 Penalty: 42163.562500 Iteration 81Q: 24 clusters Score -7234681 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 12472 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 1104 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1840 members Mstep: Class 7 contains 2330 members Mstep: Class 8 contains 1541 members Mstep: Class 9 contains 738 members Mstep: Class 10 contains 3282 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9523 members Mstep: Class 13 contains 738 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1617 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 585 members Mstep: Class 18 contains 3518 members Mstep: Class 19 contains 8530 members Mstep: Class 20 contains 13736 members Mstep: Class 21 contains 1742 members Mstep: Class 22 contains 1014 members Mstep: Class 23 contains 7589 members Entering Unmasked Estep ConsiderDeletion Score: -7234704.000000 Penalty: 42163.562500 Iteration 82Q: 24 clusters Score -7234704 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 12473 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1101 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1841 members Mstep: Class 7 contains 2328 members Mstep: Class 8 contains 1541 members Mstep: Class 9 contains 739 members Mstep: Class 10 contains 3281 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9523 members Mstep: Class 13 contains 737 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1618 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3518 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 13731 members Mstep: Class 21 contains 1743 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 7592 members Entering Unmasked Estep ConsiderDeletion Score: -7234717.000000 Penalty: 42163.562500 Iteration 83Q: 24 clusters Score -7234717 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 12473 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1841 members Mstep: Class 7 contains 2327 members Mstep: Class 8 contains 1542 members Mstep: Class 9 contains 740 members Mstep: Class 10 contains 3283 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9523 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3518 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 13726 members Mstep: Class 21 contains 1743 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 7595 members Entering Unmasked Estep ConsiderDeletion Score: -7234720.500000 Penalty: 42163.562500 Iteration 84Q: 24 clusters Score -7234720 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 12474 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1841 members Mstep: Class 7 contains 2327 members Mstep: Class 8 contains 1542 members Mstep: Class 9 contains 741 members Mstep: Class 10 contains 3283 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9522 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3518 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 13724 members Mstep: Class 21 contains 1743 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 7596 members Entering Unmasked Estep ConsiderDeletion Score: -7234726.000000 Penalty: 42163.562500 Iteration 85Q: 24 clusters Score -7234726 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 12474 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1841 members Mstep: Class 7 contains 2327 members Mstep: Class 8 contains 1542 members Mstep: Class 9 contains 741 members Mstep: Class 10 contains 3284 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9521 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3518 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 13719 members Mstep: Class 21 contains 1743 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 7601 members Entering Unmasked Estep ConsiderDeletion Score: -7234734.000000 Penalty: 42163.562500 Iteration 86Q: 24 clusters Score -7234734 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 12474 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2327 members Mstep: Class 8 contains 1542 members Mstep: Class 9 contains 741 members Mstep: Class 10 contains 3283 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9521 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3518 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 13717 members Mstep: Class 21 contains 1743 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 7603 members Entering Unmasked Estep ConsiderDeletion Score: -7234729.000000 Penalty: 42163.562500 Iteration 87Q: 24 clusters Score -7234729 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 12474 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2327 members Mstep: Class 8 contains 1542 members Mstep: Class 9 contains 741 members Mstep: Class 10 contains 3283 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9521 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3518 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 13714 members Mstep: Class 21 contains 1743 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 7606 members Entering Unmasked Estep ConsiderDeletion Score: -7234732.000000 Penalty: 42163.562500 Iteration 88Q: 24 clusters Score -7234732 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 12474 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2327 members Mstep: Class 8 contains 1542 members Mstep: Class 9 contains 741 members Mstep: Class 10 contains 3283 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9521 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3518 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 13713 members Mstep: Class 21 contains 1743 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 7607 members Entering Unmasked Estep ConsiderDeletion Score: -7234736.000000 Penalty: 42163.562500 Iteration 89Q: 24 clusters Score -7234736 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 12474 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2327 members Mstep: Class 8 contains 1542 members Mstep: Class 9 contains 741 members Mstep: Class 10 contains 3283 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9521 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3518 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 13713 members Mstep: Class 21 contains 1743 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 7607 members Entering Unmasked Estep ConsiderDeletion Score: -7234736.000000 Penalty: 42163.562500 Iteration 90F: 24 clusters Score -7234736 nChanged 0 Entering ConstructFrom: Score: -7234736.000000 Penalty: 42163.562500 Entering ConstructFrom: Trying to split cluster 1 (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: -39434.265625 Penalty: 988.360596 Iteration 0F: 2 clusters Score -39434.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -38454.488281 Penalty: 1976.721191 Iteration 0F: 3 clusters Score -38454.49 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -38629.058594 Penalty: 1976.721191 Iteration 1F: 3 clusters Score -38629.06 nChanged 26 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: -38702.281250 Penalty: 1976.721191 Iteration 2F: 3 clusters Score -38702.28 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -38773.304688 Penalty: 1976.721191 Iteration 3Q: 3 clusters Score -38773.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -38825.753906 Penalty: 1976.721191 Iteration 4Q: 3 clusters Score -38825.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -38834.660156 Penalty: 1976.721191 Iteration 5Q: 3 clusters Score -38834.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -38840.449219 Penalty: 1976.721191 Iteration 6Q: 3 clusters Score -38840.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -38844.539062 Penalty: 1976.721191 Iteration 7Q: 3 clusters Score -38844.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -38847.785156 Penalty: 1976.721191 Iteration 8Q: 3 clusters Score -38847.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -38851.800781 Penalty: 1976.721191 Iteration 9Q: 3 clusters Score -38851.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -38855.015625 Penalty: 1976.721191 Iteration 10Q: 3 clusters Score -38855.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -38857.804688 Penalty: 1976.721191 Iteration 11Q: 3 clusters Score -38857.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -38858.925781 Penalty: 1976.721191 Iteration 12Q: 3 clusters Score -38858.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -38858.925781 Penalty: 1976.721191 Iteration 13F: 3 clusters Score -38858.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (12474 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12474 members Entering Unmasked Estep Score: -1201970.000000 Penalty: 1532.602905 Iteration 0F: 2 clusters Score -1201970 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6201 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -1193278.125000 Penalty: 3065.205811 Iteration 0F: 3 clusters Score -1193278 nChanged 5464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5965 members Mstep: Class 2 contains 6509 members Entering Unmasked Estep Score: -1196117.625000 Penalty: 3065.205811 Iteration 1F: 3 clusters Score -1196118 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 6673 members Entering Unmasked Estep Score: -1196393.375000 Penalty: 3065.205811 Iteration 2F: 3 clusters Score -1196393 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 6949 members Entering Unmasked Estep Score: -1196681.750000 Penalty: 3065.205811 Iteration 3F: 3 clusters Score -1196682 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 7294 members Entering Unmasked Estep Score: -1196976.750000 Penalty: 3065.205811 Iteration 4F: 3 clusters Score -1196977 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4712 members Mstep: Class 2 contains 7762 members Entering Unmasked Estep Score: -1197325.875000 Penalty: 3065.205811 Iteration 5F: 3 clusters Score -1197326 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 8321 members Entering Unmasked Estep Score: -1197742.375000 Penalty: 3065.205811 Iteration 6F: 3 clusters Score -1197742 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 8950 members Entering Unmasked Estep Score: -1198250.125000 Penalty: 3065.205811 Iteration 7F: 3 clusters Score -1198250 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 9575 members Entering Unmasked Estep Score: -1198775.125000 Penalty: 3065.205811 Iteration 8F: 3 clusters Score -1198775 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 10124 members Entering Unmasked Estep Score: -1199238.750000 Penalty: 3065.205811 Iteration 9Q: 3 clusters Score -1199239 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 10557 members Entering Unmasked Estep Score: -1199615.500000 Penalty: 3065.205811 Iteration 10Q: 3 clusters Score -1199616 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 10873 members Entering Unmasked Estep Score: -1199908.875000 Penalty: 3065.205811 Iteration 11Q: 3 clusters Score -1199909 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 11095 members Entering Unmasked Estep Score: -1200104.750000 Penalty: 3065.205811 Iteration 12Q: 3 clusters Score -1200105 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 11237 members Entering Unmasked Estep Score: -1200260.125000 Penalty: 3065.205811 Iteration 13Q: 3 clusters Score -1200260 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 11333 members Entering Unmasked Estep Score: -1200356.375000 Penalty: 3065.205811 Iteration 14Q: 3 clusters Score -1200356 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 11409 members Entering Unmasked Estep Score: -1200414.875000 Penalty: 3065.205811 Iteration 15Q: 3 clusters Score -1200415 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 11470 members Entering Unmasked Estep Score: -1200456.500000 Penalty: 3065.205811 Iteration 16Q: 3 clusters Score -1200456 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 11520 members Entering Unmasked Estep Score: -1200482.125000 Penalty: 3065.205811 Iteration 17Q: 3 clusters Score -1200482 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 11560 members Entering Unmasked Estep Score: -1200510.375000 Penalty: 3065.205811 Iteration 18Q: 3 clusters Score -1200510 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 11596 members Entering Unmasked Estep Score: -1200530.250000 Penalty: 3065.205811 Iteration 19Q: 3 clusters Score -1200530 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 11620 members Entering Unmasked Estep Score: -1200542.375000 Penalty: 3065.205811 Iteration 20F: 3 clusters Score -1200542 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 11632 members Entering Unmasked Estep Score: -1200547.375000 Penalty: 3065.205811 Iteration 21Q: 3 clusters Score -1200547 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 11637 members Entering Unmasked Estep Score: -1200553.875000 Penalty: 3065.205811 Iteration 22Q: 3 clusters Score -1200554 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 11648 members Entering Unmasked Estep Score: -1200559.000000 Penalty: 3065.205811 Iteration 23Q: 3 clusters Score -1200559 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 11662 members Entering Unmasked Estep Score: -1200564.250000 Penalty: 3065.205811 Iteration 24Q: 3 clusters Score -1200564 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 11677 members Entering Unmasked Estep Score: -1200569.375000 Penalty: 3065.205811 Iteration 25Q: 3 clusters Score -1200569 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 11688 members Entering Unmasked Estep Score: -1200575.750000 Penalty: 3065.205811 Iteration 26Q: 3 clusters Score -1200576 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 11703 members Entering Unmasked Estep Score: -1200586.500000 Penalty: 3065.205811 Iteration 27Q: 3 clusters Score -1200586 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 11720 members Entering Unmasked Estep Score: -1200594.750000 Penalty: 3065.205811 Iteration 28Q: 3 clusters Score -1200595 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 11733 members Entering Unmasked Estep Score: -1200600.000000 Penalty: 3065.205811 Iteration 29Q: 3 clusters Score -1200600 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 11745 members Entering Unmasked Estep Score: -1200601.625000 Penalty: 3065.205811 Iteration 30Q: 3 clusters Score -1200602 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 11764 members Entering Unmasked Estep Score: -1200612.625000 Penalty: 3065.205811 Iteration 31Q: 3 clusters Score -1200613 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 11773 members Entering Unmasked Estep Score: -1200615.250000 Penalty: 3065.205811 Iteration 32Q: 3 clusters Score -1200615 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 11779 members Entering Unmasked Estep Score: -1200614.250000 Penalty: 3065.205811 Iteration 33Q: 3 clusters Score -1200614 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 11783 members Entering Unmasked Estep Score: -1200615.375000 Penalty: 3065.205811 Iteration 34Q: 3 clusters Score -1200615 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 11789 members Entering Unmasked Estep Score: -1200618.500000 Penalty: 3065.205811 Iteration 35Q: 3 clusters Score -1200618 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 11792 members Entering Unmasked Estep Score: -1200617.375000 Penalty: 3065.205811 Iteration 36Q: 3 clusters Score -1200617 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 11793 members Entering Unmasked Estep Score: -1200617.875000 Penalty: 3065.205811 Iteration 37Q: 3 clusters Score -1200618 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 11794 members Entering Unmasked Estep Score: -1200617.750000 Penalty: 3065.205811 Iteration 38Q: 3 clusters Score -1200618 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 11794 members Entering Unmasked Estep Score: -1200617.750000 Penalty: 3065.205811 Iteration 39F: 3 clusters Score -1200618 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Entering Unmasked Estep Score: -246771.828125 Penalty: 1278.715698 Iteration 0F: 2 clusters Score -246771.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -244300.625000 Penalty: 2557.431396 Iteration 0F: 3 clusters Score -244300.6 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -244848.890625 Penalty: 2557.431396 Iteration 1F: 3 clusters Score -244848.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -244978.281250 Penalty: 2557.431396 Iteration 2F: 3 clusters Score -244978.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -245064.265625 Penalty: 2557.431396 Iteration 3F: 3 clusters Score -245064.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -245124.359375 Penalty: 2557.431396 Iteration 4Q: 3 clusters Score -245124.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -245186.281250 Penalty: 2557.431396 Iteration 5Q: 3 clusters Score -245186.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -245250.906250 Penalty: 2557.431396 Iteration 6Q: 3 clusters Score -245250.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -245324.250000 Penalty: 2557.431396 Iteration 7Q: 3 clusters Score -245324.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -245395.687500 Penalty: 2557.431396 Iteration 8Q: 3 clusters Score -245395.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -245498.093750 Penalty: 2557.431396 Iteration 9Q: 3 clusters Score -245498.1 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -245621.828125 Penalty: 2557.431396 Iteration 10Q: 3 clusters Score -245621.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -245741.062500 Penalty: 2557.431396 Iteration 11Q: 3 clusters Score -245741.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -245854.125000 Penalty: 2557.431396 Iteration 12Q: 3 clusters Score -245854.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -245965.515625 Penalty: 2557.431396 Iteration 13Q: 3 clusters Score -245965.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -246057.500000 Penalty: 2557.431396 Iteration 14Q: 3 clusters Score -246057.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -246124.281250 Penalty: 2557.431396 Iteration 15Q: 3 clusters Score -246124.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -246165.453125 Penalty: 2557.431396 Iteration 16Q: 3 clusters Score -246165.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -246186.218750 Penalty: 2557.431396 Iteration 17Q: 3 clusters Score -246186.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -246204.000000 Penalty: 2557.431396 Iteration 18Q: 3 clusters Score -246204 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -246214.671875 Penalty: 2557.431396 Iteration 19Q: 3 clusters Score -246214.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -246226.343750 Penalty: 2557.431396 Iteration 20F: 3 clusters Score -246226.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -246236.031250 Penalty: 2557.431396 Iteration 21Q: 3 clusters Score -246236 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -246239.171875 Penalty: 2557.431396 Iteration 22Q: 3 clusters Score -246239.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -246243.921875 Penalty: 2557.431396 Iteration 23Q: 3 clusters Score -246243.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -246248.718750 Penalty: 2557.431396 Iteration 24Q: 3 clusters Score -246248.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -246253.187500 Penalty: 2557.431396 Iteration 25Q: 3 clusters Score -246253.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -246254.015625 Penalty: 2557.431396 Iteration 26Q: 3 clusters Score -246254 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -246257.000000 Penalty: 2557.431396 Iteration 27Q: 3 clusters Score -246257 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -246258.921875 Penalty: 2557.431396 Iteration 28Q: 3 clusters Score -246258.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -246260.390625 Penalty: 2557.431396 Iteration 29Q: 3 clusters Score -246260.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -246260.390625 Penalty: 2557.431396 Iteration 30F: 3 clusters Score -246260.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1100 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Entering Unmasked Estep Score: -94963.781250 Penalty: 1137.998169 Iteration 0F: 2 clusters Score -94963.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -93448.414062 Penalty: 2275.996338 Iteration 0F: 3 clusters Score -93448.41 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -93788.476562 Penalty: 2275.996338 Iteration 1F: 3 clusters Score -93788.48 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -93883.593750 Penalty: 2275.996338 Iteration 2F: 3 clusters Score -93883.59 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -93930.781250 Penalty: 2275.996338 Iteration 3Q: 3 clusters Score -93930.78 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -93981.968750 Penalty: 2275.996338 Iteration 4Q: 3 clusters Score -93981.97 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -94012.273438 Penalty: 2275.996338 Iteration 5Q: 3 clusters Score -94012.27 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -94025.609375 Penalty: 2275.996338 Iteration 6Q: 3 clusters Score -94025.61 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -94037.437500 Penalty: 2275.996338 Iteration 7Q: 3 clusters Score -94037.44 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -94046.578125 Penalty: 2275.996338 Iteration 8Q: 3 clusters Score -94046.58 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -94056.851562 Penalty: 2275.996338 Iteration 9Q: 3 clusters Score -94056.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -94066.218750 Penalty: 2275.996338 Iteration 10Q: 3 clusters Score -94066.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -94071.007812 Penalty: 2275.996338 Iteration 11Q: 3 clusters Score -94071.01 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -94074.382812 Penalty: 2275.996338 Iteration 12Q: 3 clusters Score -94074.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -94078.164062 Penalty: 2275.996338 Iteration 13Q: 3 clusters Score -94078.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -94082.515625 Penalty: 2275.996338 Iteration 14Q: 3 clusters Score -94082.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -94087.226562 Penalty: 2275.996338 Iteration 15Q: 3 clusters Score -94087.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -94091.617188 Penalty: 2275.996338 Iteration 16Q: 3 clusters Score -94091.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -94099.062500 Penalty: 2275.996338 Iteration 17Q: 3 clusters Score -94099.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -94105.242188 Penalty: 2275.996338 Iteration 18Q: 3 clusters Score -94105.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -94113.882812 Penalty: 2275.996338 Iteration 19Q: 3 clusters Score -94113.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -94119.625000 Penalty: 2275.996338 Iteration 20F: 3 clusters Score -94119.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -94124.953125 Penalty: 2275.996338 Iteration 21Q: 3 clusters Score -94124.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -94134.875000 Penalty: 2275.996338 Iteration 22Q: 3 clusters Score -94134.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -94144.265625 Penalty: 2275.996338 Iteration 23Q: 3 clusters Score -94144.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -94148.835938 Penalty: 2275.996338 Iteration 24Q: 3 clusters Score -94148.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -94153.390625 Penalty: 2275.996338 Iteration 25Q: 3 clusters Score -94153.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -94159.093750 Penalty: 2275.996338 Iteration 26Q: 3 clusters Score -94159.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -94161.375000 Penalty: 2275.996338 Iteration 27Q: 3 clusters Score -94161.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -94163.617188 Penalty: 2275.996338 Iteration 28Q: 3 clusters Score -94163.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -94164.984375 Penalty: 2275.996338 Iteration 29Q: 3 clusters Score -94164.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -94166.429688 Penalty: 2275.996338 Iteration 30Q: 3 clusters Score -94166.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -94167.031250 Penalty: 2275.996338 Iteration 31Q: 3 clusters Score -94167.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -94167.031250 Penalty: 2275.996338 Iteration 32F: 3 clusters Score -94167.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (658 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Entering Unmasked Estep Score: -62032.390625 Penalty: 1054.495850 Iteration 0F: 2 clusters Score -62032.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -60825.527344 Penalty: 2108.991699 Iteration 0F: 3 clusters Score -60825.53 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -61006.261719 Penalty: 2108.991699 Iteration 1F: 3 clusters Score -61006.26 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -61049.175781 Penalty: 2108.991699 Iteration 2F: 3 clusters Score -61049.18 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -61074.835938 Penalty: 2108.991699 Iteration 3Q: 3 clusters Score -61074.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -61101.730469 Penalty: 2108.991699 Iteration 4Q: 3 clusters Score -61101.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -61115.058594 Penalty: 2108.991699 Iteration 5Q: 3 clusters Score -61115.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -61124.359375 Penalty: 2108.991699 Iteration 6Q: 3 clusters Score -61124.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -61126.328125 Penalty: 2108.991699 Iteration 7Q: 3 clusters Score -61126.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -61127.546875 Penalty: 2108.991699 Iteration 8Q: 3 clusters Score -61127.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -61129.726562 Penalty: 2108.991699 Iteration 9Q: 3 clusters Score -61129.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -61137.914062 Penalty: 2108.991699 Iteration 10Q: 3 clusters Score -61137.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -61143.046875 Penalty: 2108.991699 Iteration 11Q: 3 clusters Score -61143.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -61145.957031 Penalty: 2108.991699 Iteration 12Q: 3 clusters Score -61145.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -61147.222656 Penalty: 2108.991699 Iteration 13Q: 3 clusters Score -61147.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -61147.949219 Penalty: 2108.991699 Iteration 14Q: 3 clusters Score -61147.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -61149.925781 Penalty: 2108.991699 Iteration 15Q: 3 clusters Score -61149.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -61150.921875 Penalty: 2108.991699 Iteration 16Q: 3 clusters Score -61150.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -61151.707031 Penalty: 2108.991699 Iteration 17Q: 3 clusters Score -61151.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -61151.707031 Penalty: 2108.991699 Iteration 18F: 3 clusters Score -61151.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1842 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Entering Unmasked Estep Score: -173572.093750 Penalty: 1221.773682 Iteration 0F: 2 clusters Score -173572.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -171543.843750 Penalty: 2443.547363 Iteration 0F: 3 clusters Score -171543.8 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -171952.046875 Penalty: 2443.547363 Iteration 1F: 3 clusters Score -171952 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -172060.140625 Penalty: 2443.547363 Iteration 2F: 3 clusters Score -172060.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -172129.953125 Penalty: 2443.547363 Iteration 3Q: 3 clusters Score -172130 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -172186.531250 Penalty: 2443.547363 Iteration 4Q: 3 clusters Score -172186.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -172230.437500 Penalty: 2443.547363 Iteration 5Q: 3 clusters Score -172230.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -172275.000000 Penalty: 2443.547363 Iteration 6Q: 3 clusters Score -172275 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -172307.546875 Penalty: 2443.547363 Iteration 7Q: 3 clusters Score -172307.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -172335.343750 Penalty: 2443.547363 Iteration 8Q: 3 clusters Score -172335.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -172357.281250 Penalty: 2443.547363 Iteration 9Q: 3 clusters Score -172357.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -172377.031250 Penalty: 2443.547363 Iteration 10Q: 3 clusters Score -172377 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -172399.390625 Penalty: 2443.547363 Iteration 11Q: 3 clusters Score -172399.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -172428.578125 Penalty: 2443.547363 Iteration 12Q: 3 clusters Score -172428.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -172465.625000 Penalty: 2443.547363 Iteration 13Q: 3 clusters Score -172465.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -172497.765625 Penalty: 2443.547363 Iteration 14Q: 3 clusters Score -172497.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -172521.343750 Penalty: 2443.547363 Iteration 15Q: 3 clusters Score -172521.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -172541.390625 Penalty: 2443.547363 Iteration 16Q: 3 clusters Score -172541.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -172557.156250 Penalty: 2443.547363 Iteration 17Q: 3 clusters Score -172557.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -172568.656250 Penalty: 2443.547363 Iteration 18Q: 3 clusters Score -172568.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -172576.203125 Penalty: 2443.547363 Iteration 19Q: 3 clusters Score -172576.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -172583.562500 Penalty: 2443.547363 Iteration 20F: 3 clusters Score -172583.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -172593.156250 Penalty: 2443.547363 Iteration 21Q: 3 clusters Score -172593.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -172601.921875 Penalty: 2443.547363 Iteration 22Q: 3 clusters Score -172601.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -172618.375000 Penalty: 2443.547363 Iteration 23Q: 3 clusters Score -172618.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -172636.531250 Penalty: 2443.547363 Iteration 24Q: 3 clusters Score -172636.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -172649.156250 Penalty: 2443.547363 Iteration 25Q: 3 clusters Score -172649.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -172656.859375 Penalty: 2443.547363 Iteration 26Q: 3 clusters Score -172656.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -172660.828125 Penalty: 2443.547363 Iteration 27Q: 3 clusters Score -172660.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -172670.734375 Penalty: 2443.547363 Iteration 28Q: 3 clusters Score -172670.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -172677.343750 Penalty: 2443.547363 Iteration 29Q: 3 clusters Score -172677.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -172684.906250 Penalty: 2443.547363 Iteration 30Q: 3 clusters Score -172684.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -172704.812500 Penalty: 2443.547363 Iteration 31Q: 3 clusters Score -172704.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -172711.609375 Penalty: 2443.547363 Iteration 32Q: 3 clusters Score -172711.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -172716.843750 Penalty: 2443.547363 Iteration 33Q: 3 clusters Score -172716.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -172723.718750 Penalty: 2443.547363 Iteration 34Q: 3 clusters Score -172723.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -172733.765625 Penalty: 2443.547363 Iteration 35Q: 3 clusters Score -172733.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -172743.578125 Penalty: 2443.547363 Iteration 36Q: 3 clusters Score -172743.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -172754.546875 Penalty: 2443.547363 Iteration 37Q: 3 clusters Score -172754.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -172759.593750 Penalty: 2443.547363 Iteration 38Q: 3 clusters Score -172759.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -172764.656250 Penalty: 2443.547363 Iteration 39Q: 3 clusters Score -172764.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -172767.234375 Penalty: 2443.547363 Iteration 40F: 3 clusters Score -172767.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -172768.250000 Penalty: 2443.547363 Iteration 41Q: 3 clusters Score -172768.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -172769.125000 Penalty: 2443.547363 Iteration 42Q: 3 clusters Score -172769.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -172769.125000 Penalty: 2443.547363 Iteration 43F: 3 clusters Score -172769.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2327 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Entering Unmasked Estep Score: -216801.812500 Penalty: 1259.754395 Iteration 0F: 2 clusters Score -216801.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -214502.343750 Penalty: 2519.508789 Iteration 0F: 3 clusters Score -214502.3 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -215089.078125 Penalty: 2519.508789 Iteration 1F: 3 clusters Score -215089.1 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -215296.875000 Penalty: 2519.508789 Iteration 2F: 3 clusters Score -215296.9 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -215469.343750 Penalty: 2519.508789 Iteration 3F: 3 clusters Score -215469.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -215582.578125 Penalty: 2519.508789 Iteration 4F: 3 clusters Score -215582.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -215684.453125 Penalty: 2519.508789 Iteration 5Q: 3 clusters Score -215684.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -215782.343750 Penalty: 2519.508789 Iteration 6Q: 3 clusters Score -215782.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -215881.953125 Penalty: 2519.508789 Iteration 7Q: 3 clusters Score -215882 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -215952.859375 Penalty: 2519.508789 Iteration 8Q: 3 clusters Score -215952.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -216011.468750 Penalty: 2519.508789 Iteration 9Q: 3 clusters Score -216011.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -216058.265625 Penalty: 2519.508789 Iteration 10Q: 3 clusters Score -216058.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -216103.687500 Penalty: 2519.508789 Iteration 11Q: 3 clusters Score -216103.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -216144.890625 Penalty: 2519.508789 Iteration 12Q: 3 clusters Score -216144.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -216168.687500 Penalty: 2519.508789 Iteration 13Q: 3 clusters Score -216168.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -216184.890625 Penalty: 2519.508789 Iteration 14Q: 3 clusters Score -216184.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -216205.953125 Penalty: 2519.508789 Iteration 15Q: 3 clusters Score -216206 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -216239.703125 Penalty: 2519.508789 Iteration 16Q: 3 clusters Score -216239.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -216276.093750 Penalty: 2519.508789 Iteration 17Q: 3 clusters Score -216276.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -216312.828125 Penalty: 2519.508789 Iteration 18Q: 3 clusters Score -216312.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -216339.781250 Penalty: 2519.508789 Iteration 19Q: 3 clusters Score -216339.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -216369.000000 Penalty: 2519.508789 Iteration 20F: 3 clusters Score -216369 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -216410.875000 Penalty: 2519.508789 Iteration 21Q: 3 clusters Score -216410.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -216471.843750 Penalty: 2519.508789 Iteration 22Q: 3 clusters Score -216471.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -216571.046875 Penalty: 2519.508789 Iteration 23Q: 3 clusters Score -216571 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -216704.656250 Penalty: 2519.508789 Iteration 24Q: 3 clusters Score -216704.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -216866.468750 Penalty: 2519.508789 Iteration 25Q: 3 clusters Score -216866.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -216994.640625 Penalty: 2519.508789 Iteration 26Q: 3 clusters Score -216994.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -217105.000000 Penalty: 2519.508789 Iteration 27Q: 3 clusters Score -217105 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -217138.468750 Penalty: 2519.508789 Iteration 28Q: 3 clusters Score -217138.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -217150.250000 Penalty: 2519.508789 Iteration 29Q: 3 clusters Score -217150.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -217160.671875 Penalty: 2519.508789 Iteration 30Q: 3 clusters Score -217160.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -217177.078125 Penalty: 2519.508789 Iteration 31Q: 3 clusters Score -217177.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -217186.546875 Penalty: 2519.508789 Iteration 32Q: 3 clusters Score -217186.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -217196.093750 Penalty: 2519.508789 Iteration 33Q: 3 clusters Score -217196.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -217207.687500 Penalty: 2519.508789 Iteration 34Q: 3 clusters Score -217207.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -217215.765625 Penalty: 2519.508789 Iteration 35Q: 3 clusters Score -217215.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -217224.484375 Penalty: 2519.508789 Iteration 36Q: 3 clusters Score -217224.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -217234.062500 Penalty: 2519.508789 Iteration 37Q: 3 clusters Score -217234.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -217241.187500 Penalty: 2519.508789 Iteration 38Q: 3 clusters Score -217241.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -217247.984375 Penalty: 2519.508789 Iteration 39Q: 3 clusters Score -217248 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -217256.046875 Penalty: 2519.508789 Iteration 40F: 3 clusters Score -217256 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -217262.046875 Penalty: 2519.508789 Iteration 41Q: 3 clusters Score -217262 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -217272.625000 Penalty: 2519.508789 Iteration 42Q: 3 clusters Score -217272.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -217279.843750 Penalty: 2519.508789 Iteration 43Q: 3 clusters Score -217279.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -217281.828125 Penalty: 2519.508789 Iteration 44Q: 3 clusters Score -217281.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -217284.812500 Penalty: 2519.508789 Iteration 45Q: 3 clusters Score -217284.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -217286.656250 Penalty: 2519.508789 Iteration 46Q: 3 clusters Score -217286.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -217290.953125 Penalty: 2519.508789 Iteration 47Q: 3 clusters Score -217291 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -217295.468750 Penalty: 2519.508789 Iteration 48Q: 3 clusters Score -217295.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -217297.296875 Penalty: 2519.508789 Iteration 49Q: 3 clusters Score -217297.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -217299.265625 Penalty: 2519.508789 Iteration 50Q: 3 clusters Score -217299.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -217300.859375 Penalty: 2519.508789 Iteration 51Q: 3 clusters Score -217300.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -217302.640625 Penalty: 2519.508789 Iteration 52Q: 3 clusters Score -217302.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -217302.281250 Penalty: 2519.508789 Iteration 53Q: 3 clusters Score -217302.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -217302.281250 Penalty: 2519.508789 Iteration 54F: 3 clusters Score -217302.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 12474 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 1337 members Mstep: Class 8 contains 1542 members Mstep: Class 9 contains 741 members Mstep: Class 10 contains 3283 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9521 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3518 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 13713 members Mstep: Class 21 contains 1743 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 7607 members Mstep: Class 24 contains 990 members Entering Unmasked Estep Score: -7234659.500000 Penalty: 43996.757812 Splitting cluster 7 changes total score from -7234736.000000 to -7234659.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (1542 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Entering Unmasked Estep Score: -145093.000000 Penalty: 1192.885742 Iteration 0F: 2 clusters Score -145093 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -143290.218750 Penalty: 2385.771484 Iteration 0F: 3 clusters Score -143290.2 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -143646.390625 Penalty: 2385.771484 Iteration 1F: 3 clusters Score -143646.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -143759.468750 Penalty: 2385.771484 Iteration 2F: 3 clusters Score -143759.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -143825.328125 Penalty: 2385.771484 Iteration 3F: 3 clusters Score -143825.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -143875.187500 Penalty: 2385.771484 Iteration 4Q: 3 clusters Score -143875.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -143917.187500 Penalty: 2385.771484 Iteration 5Q: 3 clusters Score -143917.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -143933.921875 Penalty: 2385.771484 Iteration 6Q: 3 clusters Score -143933.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -143942.843750 Penalty: 2385.771484 Iteration 7Q: 3 clusters Score -143942.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -143947.234375 Penalty: 2385.771484 Iteration 8Q: 3 clusters Score -143947.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -143954.250000 Penalty: 2385.771484 Iteration 9Q: 3 clusters Score -143954.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -143963.203125 Penalty: 2385.771484 Iteration 10Q: 3 clusters Score -143963.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -143972.859375 Penalty: 2385.771484 Iteration 11Q: 3 clusters Score -143972.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -143983.437500 Penalty: 2385.771484 Iteration 12Q: 3 clusters Score -143983.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -143989.359375 Penalty: 2385.771484 Iteration 13Q: 3 clusters Score -143989.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -143995.078125 Penalty: 2385.771484 Iteration 14Q: 3 clusters Score -143995.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -144000.234375 Penalty: 2385.771484 Iteration 15Q: 3 clusters Score -144000.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -144004.000000 Penalty: 2385.771484 Iteration 16Q: 3 clusters Score -144004 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -144006.953125 Penalty: 2385.771484 Iteration 17Q: 3 clusters Score -144007 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -144009.218750 Penalty: 2385.771484 Iteration 18Q: 3 clusters Score -144009.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -144012.421875 Penalty: 2385.771484 Iteration 19Q: 3 clusters Score -144012.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -144014.390625 Penalty: 2385.771484 Iteration 20F: 3 clusters Score -144014.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -144018.359375 Penalty: 2385.771484 Iteration 21Q: 3 clusters Score -144018.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -144024.625000 Penalty: 2385.771484 Iteration 22Q: 3 clusters Score -144024.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -144027.812500 Penalty: 2385.771484 Iteration 23Q: 3 clusters Score -144027.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -144030.531250 Penalty: 2385.771484 Iteration 24Q: 3 clusters Score -144030.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -144033.281250 Penalty: 2385.771484 Iteration 25Q: 3 clusters Score -144033.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -144038.890625 Penalty: 2385.771484 Iteration 26Q: 3 clusters Score -144038.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -144043.500000 Penalty: 2385.771484 Iteration 27Q: 3 clusters Score -144043.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -144046.109375 Penalty: 2385.771484 Iteration 28Q: 3 clusters Score -144046.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -144052.234375 Penalty: 2385.771484 Iteration 29Q: 3 clusters Score -144052.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -144056.437500 Penalty: 2385.771484 Iteration 30Q: 3 clusters Score -144056.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -144058.968750 Penalty: 2385.771484 Iteration 31Q: 3 clusters Score -144059 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -144061.828125 Penalty: 2385.771484 Iteration 32Q: 3 clusters Score -144061.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -144064.609375 Penalty: 2385.771484 Iteration 33Q: 3 clusters Score -144064.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -144065.343750 Penalty: 2385.771484 Iteration 34Q: 3 clusters Score -144065.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -144066.250000 Penalty: 2385.771484 Iteration 35Q: 3 clusters Score -144066.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -144067.250000 Penalty: 2385.771484 Iteration 36Q: 3 clusters Score -144067.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -144068.015625 Penalty: 2385.771484 Iteration 37Q: 3 clusters Score -144068 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -144069.031250 Penalty: 2385.771484 Iteration 38Q: 3 clusters Score -144069 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -144069.031250 Penalty: 2385.771484 Iteration 39F: 3 clusters Score -144069 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (741 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Entering Unmasked Estep Score: -58707.742188 Penalty: 1073.800171 Iteration 0F: 2 clusters Score -58707.74 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 373 members Entering Unmasked Estep Score: -57476.800781 Penalty: 2147.600342 Iteration 0F: 3 clusters Score -57476.8 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -57778.093750 Penalty: 2147.600342 Iteration 1F: 3 clusters Score -57778.09 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -57877.933594 Penalty: 2147.600342 Iteration 2F: 3 clusters Score -57877.93 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -57930.945312 Penalty: 2147.600342 Iteration 3Q: 3 clusters Score -57930.95 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -57958.578125 Penalty: 2147.600342 Iteration 4Q: 3 clusters Score -57958.58 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -57974.250000 Penalty: 2147.600342 Iteration 5Q: 3 clusters Score -57974.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -57981.066406 Penalty: 2147.600342 Iteration 6Q: 3 clusters Score -57981.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -57986.375000 Penalty: 2147.600342 Iteration 7Q: 3 clusters Score -57986.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -57987.562500 Penalty: 2147.600342 Iteration 8Q: 3 clusters Score -57987.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -57989.410156 Penalty: 2147.600342 Iteration 9Q: 3 clusters Score -57989.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -57992.964844 Penalty: 2147.600342 Iteration 10Q: 3 clusters Score -57992.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -57999.097656 Penalty: 2147.600342 Iteration 11Q: 3 clusters Score -57999.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -58006.816406 Penalty: 2147.600342 Iteration 12Q: 3 clusters Score -58006.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -58012.058594 Penalty: 2147.600342 Iteration 13Q: 3 clusters Score -58012.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -58016.835938 Penalty: 2147.600342 Iteration 14Q: 3 clusters Score -58016.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -58023.292969 Penalty: 2147.600342 Iteration 15Q: 3 clusters Score -58023.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -58029.851562 Penalty: 2147.600342 Iteration 16Q: 3 clusters Score -58029.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -58035.613281 Penalty: 2147.600342 Iteration 17Q: 3 clusters Score -58035.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -58037.445312 Penalty: 2147.600342 Iteration 18Q: 3 clusters Score -58037.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -58040.460938 Penalty: 2147.600342 Iteration 19Q: 3 clusters Score -58040.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -58041.296875 Penalty: 2147.600342 Iteration 20F: 3 clusters Score -58041.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -58044.570312 Penalty: 2147.600342 Iteration 21Q: 3 clusters Score -58044.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -58049.136719 Penalty: 2147.600342 Iteration 22Q: 3 clusters Score -58049.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -58050.539062 Penalty: 2147.600342 Iteration 23Q: 3 clusters Score -58050.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -58050.539062 Penalty: 2147.600342 Iteration 24F: 3 clusters Score -58050.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3283 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Entering Unmasked Estep Score: -293545.500000 Penalty: 1315.683350 Iteration 0F: 2 clusters Score -293545.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -290633.718750 Penalty: 2631.366699 Iteration 0F: 3 clusters Score -290633.7 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -291370.718750 Penalty: 2631.366699 Iteration 1F: 3 clusters Score -291370.7 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -291554.468750 Penalty: 2631.366699 Iteration 2F: 3 clusters Score -291554.5 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -291705.281250 Penalty: 2631.366699 Iteration 3F: 3 clusters Score -291705.3 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -291865.250000 Penalty: 2631.366699 Iteration 4F: 3 clusters Score -291865.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -292013.218750 Penalty: 2631.366699 Iteration 5Q: 3 clusters Score -292013.2 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -292166.031250 Penalty: 2631.366699 Iteration 6F: 3 clusters Score -292166 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -292292.781250 Penalty: 2631.366699 Iteration 7Q: 3 clusters Score -292292.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -292367.437500 Penalty: 2631.366699 Iteration 8Q: 3 clusters Score -292367.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -292439.937500 Penalty: 2631.366699 Iteration 9Q: 3 clusters Score -292439.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -292493.281250 Penalty: 2631.366699 Iteration 10Q: 3 clusters Score -292493.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -292546.312500 Penalty: 2631.366699 Iteration 11Q: 3 clusters Score -292546.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -292590.375000 Penalty: 2631.366699 Iteration 12Q: 3 clusters Score -292590.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -292630.562500 Penalty: 2631.366699 Iteration 13Q: 3 clusters Score -292630.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -292680.812500 Penalty: 2631.366699 Iteration 14Q: 3 clusters Score -292680.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -292737.812500 Penalty: 2631.366699 Iteration 15Q: 3 clusters Score -292737.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -292790.718750 Penalty: 2631.366699 Iteration 16Q: 3 clusters Score -292790.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -292831.000000 Penalty: 2631.366699 Iteration 17Q: 3 clusters Score -292831 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -292859.812500 Penalty: 2631.366699 Iteration 18Q: 3 clusters Score -292859.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -292881.906250 Penalty: 2631.366699 Iteration 19Q: 3 clusters Score -292881.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -292907.062500 Penalty: 2631.366699 Iteration 20F: 3 clusters Score -292907.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -292927.906250 Penalty: 2631.366699 Iteration 21Q: 3 clusters Score -292927.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -292946.031250 Penalty: 2631.366699 Iteration 22Q: 3 clusters Score -292946 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -292957.593750 Penalty: 2631.366699 Iteration 23Q: 3 clusters Score -292957.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -292963.875000 Penalty: 2631.366699 Iteration 24Q: 3 clusters Score -292963.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -292967.218750 Penalty: 2631.366699 Iteration 25Q: 3 clusters Score -292967.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -292970.468750 Penalty: 2631.366699 Iteration 26Q: 3 clusters Score -292970.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -292972.468750 Penalty: 2631.366699 Iteration 27Q: 3 clusters Score -292972.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -292973.562500 Penalty: 2631.366699 Iteration 28Q: 3 clusters Score -292973.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -292974.156250 Penalty: 2631.366699 Iteration 29Q: 3 clusters Score -292974.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -292974.437500 Penalty: 2631.366699 Iteration 30Q: 3 clusters Score -292974.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -292974.437500 Penalty: 2631.366699 Iteration 31F: 3 clusters Score -292974.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1753 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Entering Unmasked Estep Score: -168395.796875 Penalty: 1213.726074 Iteration 0F: 2 clusters Score -168395.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -166474.203125 Penalty: 2427.452148 Iteration 0F: 3 clusters Score -166474.2 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -166886.203125 Penalty: 2427.452148 Iteration 1F: 3 clusters Score -166886.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -166972.140625 Penalty: 2427.452148 Iteration 2F: 3 clusters Score -166972.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -167031.390625 Penalty: 2427.452148 Iteration 3Q: 3 clusters Score -167031.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -167079.500000 Penalty: 2427.452148 Iteration 4Q: 3 clusters Score -167079.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -167112.156250 Penalty: 2427.452148 Iteration 5Q: 3 clusters Score -167112.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -167131.734375 Penalty: 2427.452148 Iteration 6Q: 3 clusters Score -167131.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -167144.031250 Penalty: 2427.452148 Iteration 7Q: 3 clusters Score -167144 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -167149.234375 Penalty: 2427.452148 Iteration 8Q: 3 clusters Score -167149.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -167151.812500 Penalty: 2427.452148 Iteration 9Q: 3 clusters Score -167151.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -167153.703125 Penalty: 2427.452148 Iteration 10Q: 3 clusters Score -167153.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -167157.046875 Penalty: 2427.452148 Iteration 11Q: 3 clusters Score -167157 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -167161.234375 Penalty: 2427.452148 Iteration 12Q: 3 clusters Score -167161.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -167166.250000 Penalty: 2427.452148 Iteration 13Q: 3 clusters Score -167166.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -167171.062500 Penalty: 2427.452148 Iteration 14Q: 3 clusters Score -167171.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -167172.812500 Penalty: 2427.452148 Iteration 15Q: 3 clusters Score -167172.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -167174.953125 Penalty: 2427.452148 Iteration 16Q: 3 clusters Score -167175 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -167176.609375 Penalty: 2427.452148 Iteration 17Q: 3 clusters Score -167176.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -167176.609375 Penalty: 2427.452148 Iteration 18F: 3 clusters Score -167176.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (9521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9521 members Entering Unmasked Estep Score: -918859.562500 Penalty: 1488.703857 Iteration 0F: 2 clusters Score -918859.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -911977.625000 Penalty: 2977.407715 Iteration 0F: 3 clusters Score -911977.6 nChanged 4089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -914124.062500 Penalty: 2977.407715 Iteration 1F: 3 clusters Score -914124.1 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -914408.750000 Penalty: 2977.407715 Iteration 2F: 3 clusters Score -914408.8 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5028 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -914654.562500 Penalty: 2977.407715 Iteration 3F: 3 clusters Score -914654.6 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5109 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -914880.937500 Penalty: 2977.407715 Iteration 4Q: 3 clusters Score -914880.9 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -915117.750000 Penalty: 2977.407715 Iteration 5Q: 3 clusters Score -915117.8 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5328 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -915354.937500 Penalty: 2977.407715 Iteration 6Q: 3 clusters Score -915354.9 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5441 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -915571.875000 Penalty: 2977.407715 Iteration 7Q: 3 clusters Score -915571.9 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5561 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -915775.562500 Penalty: 2977.407715 Iteration 8Q: 3 clusters Score -915775.6 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5704 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -915978.187500 Penalty: 2977.407715 Iteration 9Q: 3 clusters Score -915978.2 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5864 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -916168.312500 Penalty: 2977.407715 Iteration 10Q: 3 clusters Score -916168.3 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6010 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -916348.375000 Penalty: 2977.407715 Iteration 11Q: 3 clusters Score -916348.4 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6157 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -916485.937500 Penalty: 2977.407715 Iteration 12Q: 3 clusters Score -916485.9 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -916584.750000 Penalty: 2977.407715 Iteration 13Q: 3 clusters Score -916584.8 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6440 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -916668.375000 Penalty: 2977.407715 Iteration 14Q: 3 clusters Score -916668.4 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6572 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -916730.625000 Penalty: 2977.407715 Iteration 15Q: 3 clusters Score -916730.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6693 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -916785.500000 Penalty: 2977.407715 Iteration 16Q: 3 clusters Score -916785.5 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6801 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -916829.750000 Penalty: 2977.407715 Iteration 17Q: 3 clusters Score -916829.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6888 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -916860.125000 Penalty: 2977.407715 Iteration 18Q: 3 clusters Score -916860.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6972 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -916894.062500 Penalty: 2977.407715 Iteration 19Q: 3 clusters Score -916894.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7056 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -916931.750000 Penalty: 2977.407715 Iteration 20F: 3 clusters Score -916931.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7136 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -916966.875000 Penalty: 2977.407715 Iteration 21Q: 3 clusters Score -916966.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7216 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -917001.937500 Penalty: 2977.407715 Iteration 22Q: 3 clusters Score -917001.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7297 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -917050.375000 Penalty: 2977.407715 Iteration 23Q: 3 clusters Score -917050.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7384 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -917104.312500 Penalty: 2977.407715 Iteration 24Q: 3 clusters Score -917104.3 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7464 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -917156.875000 Penalty: 2977.407715 Iteration 25Q: 3 clusters Score -917156.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7550 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -917210.437500 Penalty: 2977.407715 Iteration 26Q: 3 clusters Score -917210.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7635 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -917260.250000 Penalty: 2977.407715 Iteration 27Q: 3 clusters Score -917260.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7707 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -917310.250000 Penalty: 2977.407715 Iteration 28Q: 3 clusters Score -917310.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7784 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -917380.562500 Penalty: 2977.407715 Iteration 29Q: 3 clusters Score -917380.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7843 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -917452.875000 Penalty: 2977.407715 Iteration 30Q: 3 clusters Score -917452.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7903 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -917499.687500 Penalty: 2977.407715 Iteration 31Q: 3 clusters Score -917499.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7942 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -917530.812500 Penalty: 2977.407715 Iteration 32Q: 3 clusters Score -917530.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7974 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -917566.187500 Penalty: 2977.407715 Iteration 33Q: 3 clusters Score -917566.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8000 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -917597.687500 Penalty: 2977.407715 Iteration 34Q: 3 clusters Score -917597.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8023 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -917624.750000 Penalty: 2977.407715 Iteration 35Q: 3 clusters Score -917624.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8044 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -917654.375000 Penalty: 2977.407715 Iteration 36Q: 3 clusters Score -917654.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8054 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -917684.750000 Penalty: 2977.407715 Iteration 37Q: 3 clusters Score -917684.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8058 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -917717.375000 Penalty: 2977.407715 Iteration 38Q: 3 clusters Score -917717.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8056 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -917749.687500 Penalty: 2977.407715 Iteration 39Q: 3 clusters Score -917749.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8057 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -917769.000000 Penalty: 2977.407715 Iteration 40F: 3 clusters Score -917769 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8045 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -917791.187500 Penalty: 2977.407715 Iteration 41Q: 3 clusters Score -917791.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8025 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -917813.375000 Penalty: 2977.407715 Iteration 42Q: 3 clusters Score -917813.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8010 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -917828.625000 Penalty: 2977.407715 Iteration 43Q: 3 clusters Score -917828.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7991 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -917844.750000 Penalty: 2977.407715 Iteration 44Q: 3 clusters Score -917844.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7972 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -917857.937500 Penalty: 2977.407715 Iteration 45Q: 3 clusters Score -917857.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7961 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -917868.437500 Penalty: 2977.407715 Iteration 46Q: 3 clusters Score -917868.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7948 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -917892.000000 Penalty: 2977.407715 Iteration 47Q: 3 clusters Score -917892 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7944 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -917906.812500 Penalty: 2977.407715 Iteration 48Q: 3 clusters Score -917906.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -917925.125000 Penalty: 2977.407715 Iteration 49Q: 3 clusters Score -917925.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7938 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -917945.875000 Penalty: 2977.407715 Iteration 50Q: 3 clusters Score -917945.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7938 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -917969.250000 Penalty: 2977.407715 Iteration 51Q: 3 clusters Score -917969.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7946 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -917992.250000 Penalty: 2977.407715 Iteration 52Q: 3 clusters Score -917992.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -918010.187500 Penalty: 2977.407715 Iteration 53Q: 3 clusters Score -918010.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7926 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -918034.937500 Penalty: 2977.407715 Iteration 54Q: 3 clusters Score -918034.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7909 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -918062.187500 Penalty: 2977.407715 Iteration 55Q: 3 clusters Score -918062.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7888 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -918090.500000 Penalty: 2977.407715 Iteration 56Q: 3 clusters Score -918090.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7865 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -918119.875000 Penalty: 2977.407715 Iteration 57Q: 3 clusters Score -918119.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7852 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -918145.375000 Penalty: 2977.407715 Iteration 58Q: 3 clusters Score -918145.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7838 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -918165.437500 Penalty: 2977.407715 Iteration 59Q: 3 clusters Score -918165.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7827 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -918193.625000 Penalty: 2977.407715 Iteration 60F: 3 clusters Score -918193.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7799 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -918223.562500 Penalty: 2977.407715 Iteration 61Q: 3 clusters Score -918223.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7777 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -918258.375000 Penalty: 2977.407715 Iteration 62Q: 3 clusters Score -918258.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7745 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -918286.250000 Penalty: 2977.407715 Iteration 63Q: 3 clusters Score -918286.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7718 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -918301.500000 Penalty: 2977.407715 Iteration 64Q: 3 clusters Score -918301.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7695 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -918310.375000 Penalty: 2977.407715 Iteration 65Q: 3 clusters Score -918310.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7675 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -918315.125000 Penalty: 2977.407715 Iteration 66Q: 3 clusters Score -918315.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7656 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -918321.125000 Penalty: 2977.407715 Iteration 67Q: 3 clusters Score -918321.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7645 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -918325.187500 Penalty: 2977.407715 Iteration 68Q: 3 clusters Score -918325.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7634 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -918325.625000 Penalty: 2977.407715 Iteration 69Q: 3 clusters Score -918325.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7628 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -918327.812500 Penalty: 2977.407715 Iteration 70Q: 3 clusters Score -918327.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7619 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -918329.375000 Penalty: 2977.407715 Iteration 71Q: 3 clusters Score -918329.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7608 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -918331.375000 Penalty: 2977.407715 Iteration 72Q: 3 clusters Score -918331.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7603 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -918332.250000 Penalty: 2977.407715 Iteration 73Q: 3 clusters Score -918332.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7598 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -918332.812500 Penalty: 2977.407715 Iteration 74Q: 3 clusters Score -918332.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7595 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -918331.937500 Penalty: 2977.407715 Iteration 75Q: 3 clusters Score -918331.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7592 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -918333.062500 Penalty: 2977.407715 Iteration 76Q: 3 clusters Score -918333.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7591 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -918332.687500 Penalty: 2977.407715 Iteration 77Q: 3 clusters Score -918332.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7589 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -918333.437500 Penalty: 2977.407715 Iteration 78Q: 3 clusters Score -918333.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7586 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -918333.125000 Penalty: 2977.407715 Iteration 79Q: 3 clusters Score -918333.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7583 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -918332.437500 Penalty: 2977.407715 Iteration 80F: 3 clusters Score -918332.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7582 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -918332.812500 Penalty: 2977.407715 Iteration 81Q: 3 clusters Score -918332.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7580 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -918332.812500 Penalty: 2977.407715 Iteration 82Q: 3 clusters Score -918332.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7580 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -918332.812500 Penalty: 2977.407715 Iteration 83F: 3 clusters Score -918332.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (736 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Entering Unmasked Estep Score: -62266.906250 Penalty: 1072.699951 Iteration 0F: 2 clusters Score -62266.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -61016.429688 Penalty: 2145.399902 Iteration 0F: 3 clusters Score -61016.43 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -61276.992188 Penalty: 2145.399902 Iteration 1F: 3 clusters Score -61276.99 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -61377.480469 Penalty: 2145.399902 Iteration 2F: 3 clusters Score -61377.48 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -61446.121094 Penalty: 2145.399902 Iteration 3F: 3 clusters Score -61446.12 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -61482.507812 Penalty: 2145.399902 Iteration 4Q: 3 clusters Score -61482.51 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -61503.703125 Penalty: 2145.399902 Iteration 5Q: 3 clusters Score -61503.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -61513.093750 Penalty: 2145.399902 Iteration 6Q: 3 clusters Score -61513.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -61528.128906 Penalty: 2145.399902 Iteration 7Q: 3 clusters Score -61528.13 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -61539.886719 Penalty: 2145.399902 Iteration 8Q: 3 clusters Score -61539.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -61545.910156 Penalty: 2145.399902 Iteration 9Q: 3 clusters Score -61545.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -61550.472656 Penalty: 2145.399902 Iteration 10Q: 3 clusters Score -61550.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -61551.562500 Penalty: 2145.399902 Iteration 11Q: 3 clusters Score -61551.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -61554.742188 Penalty: 2145.399902 Iteration 12Q: 3 clusters Score -61554.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -61560.421875 Penalty: 2145.399902 Iteration 13Q: 3 clusters Score -61560.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -61561.937500 Penalty: 2145.399902 Iteration 14Q: 3 clusters Score -61561.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -61562.644531 Penalty: 2145.399902 Iteration 15Q: 3 clusters Score -61562.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -61563.082031 Penalty: 2145.399902 Iteration 16Q: 3 clusters Score -61563.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -61563.082031 Penalty: 2145.399902 Iteration 17F: 3 clusters Score -61563.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Entering Unmasked Estep Score: -152366.750000 Penalty: 1198.275269 Iteration 0F: 2 clusters Score -152366.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -150533.343750 Penalty: 2396.550537 Iteration 0F: 3 clusters Score -150533.3 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -150873.890625 Penalty: 2396.550537 Iteration 1F: 3 clusters Score -150873.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -150960.578125 Penalty: 2396.550537 Iteration 2F: 3 clusters Score -150960.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -151014.234375 Penalty: 2396.550537 Iteration 3Q: 3 clusters Score -151014.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -151065.718750 Penalty: 2396.550537 Iteration 4Q: 3 clusters Score -151065.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -151100.578125 Penalty: 2396.550537 Iteration 5Q: 3 clusters Score -151100.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -151124.015625 Penalty: 2396.550537 Iteration 6Q: 3 clusters Score -151124 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -151136.171875 Penalty: 2396.550537 Iteration 7Q: 3 clusters Score -151136.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -151145.593750 Penalty: 2396.550537 Iteration 8Q: 3 clusters Score -151145.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -151151.125000 Penalty: 2396.550537 Iteration 9Q: 3 clusters Score -151151.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -151158.593750 Penalty: 2396.550537 Iteration 10Q: 3 clusters Score -151158.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -151164.328125 Penalty: 2396.550537 Iteration 11Q: 3 clusters Score -151164.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -151167.734375 Penalty: 2396.550537 Iteration 12Q: 3 clusters Score -151167.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -151169.906250 Penalty: 2396.550537 Iteration 13Q: 3 clusters Score -151169.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -151170.859375 Penalty: 2396.550537 Iteration 14Q: 3 clusters Score -151170.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -151173.015625 Penalty: 2396.550537 Iteration 15Q: 3 clusters Score -151173 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -151174.531250 Penalty: 2396.550537 Iteration 16Q: 3 clusters Score -151174.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -151178.171875 Penalty: 2396.550537 Iteration 17Q: 3 clusters Score -151178.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -151182.968750 Penalty: 2396.550537 Iteration 18Q: 3 clusters Score -151183 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -151187.312500 Penalty: 2396.550537 Iteration 19Q: 3 clusters Score -151187.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -151190.593750 Penalty: 2396.550537 Iteration 20F: 3 clusters Score -151190.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -151192.765625 Penalty: 2396.550537 Iteration 21Q: 3 clusters Score -151192.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -151194.750000 Penalty: 2396.550537 Iteration 22Q: 3 clusters Score -151194.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -151196.140625 Penalty: 2396.550537 Iteration 23Q: 3 clusters Score -151196.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -151196.734375 Penalty: 2396.550537 Iteration 24Q: 3 clusters Score -151196.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -151198.796875 Penalty: 2396.550537 Iteration 25Q: 3 clusters Score -151198.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -151201.187500 Penalty: 2396.550537 Iteration 26Q: 3 clusters Score -151201.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -151202.953125 Penalty: 2396.550537 Iteration 27Q: 3 clusters Score -151203 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -151205.296875 Penalty: 2396.550537 Iteration 28Q: 3 clusters Score -151205.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -151207.875000 Penalty: 2396.550537 Iteration 29Q: 3 clusters Score -151207.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -151209.234375 Penalty: 2396.550537 Iteration 30Q: 3 clusters Score -151209.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -151209.984375 Penalty: 2396.550537 Iteration 31Q: 3 clusters Score -151210 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -151210.640625 Penalty: 2396.550537 Iteration 32Q: 3 clusters Score -151210.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -151210.640625 Penalty: 2396.550537 Iteration 33F: 3 clusters Score -151210.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1619 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Entering Unmasked Estep Score: -154240.578125 Penalty: 1200.804199 Iteration 0F: 2 clusters Score -154240.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -152388.062500 Penalty: 2401.608398 Iteration 0F: 3 clusters Score -152388.1 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -152762.375000 Penalty: 2401.608398 Iteration 1F: 3 clusters Score -152762.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -152867.906250 Penalty: 2401.608398 Iteration 2F: 3 clusters Score -152867.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -152926.515625 Penalty: 2401.608398 Iteration 3Q: 3 clusters Score -152926.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -152964.140625 Penalty: 2401.608398 Iteration 4Q: 3 clusters Score -152964.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -152998.687500 Penalty: 2401.608398 Iteration 5Q: 3 clusters Score -152998.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -153023.390625 Penalty: 2401.608398 Iteration 6Q: 3 clusters Score -153023.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -153039.218750 Penalty: 2401.608398 Iteration 7Q: 3 clusters Score -153039.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -153053.562500 Penalty: 2401.608398 Iteration 8Q: 3 clusters Score -153053.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -153065.562500 Penalty: 2401.608398 Iteration 9Q: 3 clusters Score -153065.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -153072.046875 Penalty: 2401.608398 Iteration 10Q: 3 clusters Score -153072 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -153077.828125 Penalty: 2401.608398 Iteration 11Q: 3 clusters Score -153077.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -153083.734375 Penalty: 2401.608398 Iteration 12Q: 3 clusters Score -153083.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -153086.578125 Penalty: 2401.608398 Iteration 13Q: 3 clusters Score -153086.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -153088.953125 Penalty: 2401.608398 Iteration 14Q: 3 clusters Score -153089 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -153090.062500 Penalty: 2401.608398 Iteration 15Q: 3 clusters Score -153090.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -153091.265625 Penalty: 2401.608398 Iteration 16Q: 3 clusters Score -153091.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -153095.375000 Penalty: 2401.608398 Iteration 17Q: 3 clusters Score -153095.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -153099.515625 Penalty: 2401.608398 Iteration 18Q: 3 clusters Score -153099.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -153103.046875 Penalty: 2401.608398 Iteration 19Q: 3 clusters Score -153103 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -153107.562500 Penalty: 2401.608398 Iteration 20F: 3 clusters Score -153107.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -153110.328125 Penalty: 2401.608398 Iteration 21Q: 3 clusters Score -153110.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -153115.312500 Penalty: 2401.608398 Iteration 22Q: 3 clusters Score -153115.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -153118.546875 Penalty: 2401.608398 Iteration 23Q: 3 clusters Score -153118.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -153120.359375 Penalty: 2401.608398 Iteration 24Q: 3 clusters Score -153120.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -153120.765625 Penalty: 2401.608398 Iteration 25Q: 3 clusters Score -153120.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -153120.765625 Penalty: 2401.608398 Iteration 26F: 3 clusters Score -153120.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (357 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Entering Unmasked Estep Score: -32271.994141 Penalty: 955.132019 Iteration 0F: 2 clusters Score -32271.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -31328.236328 Penalty: 1910.264038 Iteration 0F: 3 clusters Score -31328.24 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -31444.500000 Penalty: 1910.264038 Iteration 1F: 3 clusters Score -31444.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -31491.710938 Penalty: 1910.264038 Iteration 2F: 3 clusters Score -31491.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -31507.685547 Penalty: 1910.264038 Iteration 3Q: 3 clusters Score -31507.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -31515.363281 Penalty: 1910.264038 Iteration 4Q: 3 clusters Score -31515.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -31519.498047 Penalty: 1910.264038 Iteration 5Q: 3 clusters Score -31519.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -31519.498047 Penalty: 1910.264038 Iteration 6F: 3 clusters Score -31519.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Entering Unmasked Estep Score: -55705.250000 Penalty: 1035.664429 Iteration 0F: 2 clusters Score -55705.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -54570.019531 Penalty: 2071.328857 Iteration 0F: 3 clusters Score -54570.02 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -54707.011719 Penalty: 2071.328857 Iteration 1F: 3 clusters Score -54707.01 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -54757.953125 Penalty: 2071.328857 Iteration 2F: 3 clusters Score -54757.95 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -54795.777344 Penalty: 2071.328857 Iteration 3Q: 3 clusters Score -54795.78 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -54814.703125 Penalty: 2071.328857 Iteration 4Q: 3 clusters Score -54814.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -54824.011719 Penalty: 2071.328857 Iteration 5Q: 3 clusters Score -54824.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -54826.718750 Penalty: 2071.328857 Iteration 6Q: 3 clusters Score -54826.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -54827.656250 Penalty: 2071.328857 Iteration 7Q: 3 clusters Score -54827.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -54828.648438 Penalty: 2071.328857 Iteration 8Q: 3 clusters Score -54828.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -54828.648438 Penalty: 2071.328857 Iteration 9F: 3 clusters Score -54828.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3518 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Entering Unmasked Estep Score: -336960.625000 Penalty: 1326.917725 Iteration 0F: 2 clusters Score -336960.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -333918.000000 Penalty: 2653.835449 Iteration 0F: 3 clusters Score -333918 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -334715.281250 Penalty: 2653.835449 Iteration 1F: 3 clusters Score -334715.3 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -334870.062500 Penalty: 2653.835449 Iteration 2F: 3 clusters Score -334870.1 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -334968.312500 Penalty: 2653.835449 Iteration 3Q: 3 clusters Score -334968.3 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -335049.312500 Penalty: 2653.835449 Iteration 4Q: 3 clusters Score -335049.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -335122.093750 Penalty: 2653.835449 Iteration 5Q: 3 clusters Score -335122.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -335199.718750 Penalty: 2653.835449 Iteration 6Q: 3 clusters Score -335199.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -335260.093750 Penalty: 2653.835449 Iteration 7Q: 3 clusters Score -335260.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -335313.531250 Penalty: 2653.835449 Iteration 8Q: 3 clusters Score -335313.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -335377.031250 Penalty: 2653.835449 Iteration 9Q: 3 clusters Score -335377 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -335431.000000 Penalty: 2653.835449 Iteration 10Q: 3 clusters Score -335431 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -335495.875000 Penalty: 2653.835449 Iteration 11Q: 3 clusters Score -335495.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -335559.937500 Penalty: 2653.835449 Iteration 12Q: 3 clusters Score -335559.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -335622.718750 Penalty: 2653.835449 Iteration 13Q: 3 clusters Score -335622.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -335692.093750 Penalty: 2653.835449 Iteration 14Q: 3 clusters Score -335692.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -335751.093750 Penalty: 2653.835449 Iteration 15Q: 3 clusters Score -335751.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -335792.531250 Penalty: 2653.835449 Iteration 16Q: 3 clusters Score -335792.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -335821.562500 Penalty: 2653.835449 Iteration 17Q: 3 clusters Score -335821.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -335855.531250 Penalty: 2653.835449 Iteration 18Q: 3 clusters Score -335855.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -335891.750000 Penalty: 2653.835449 Iteration 19Q: 3 clusters Score -335891.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -335928.562500 Penalty: 2653.835449 Iteration 20F: 3 clusters Score -335928.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -335958.375000 Penalty: 2653.835449 Iteration 21Q: 3 clusters Score -335958.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -335975.875000 Penalty: 2653.835449 Iteration 22Q: 3 clusters Score -335975.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -335986.781250 Penalty: 2653.835449 Iteration 23Q: 3 clusters Score -335986.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -335998.031250 Penalty: 2653.835449 Iteration 24Q: 3 clusters Score -335998 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -336008.125000 Penalty: 2653.835449 Iteration 25Q: 3 clusters Score -336008.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -336014.062500 Penalty: 2653.835449 Iteration 26Q: 3 clusters Score -336014.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -336018.000000 Penalty: 2653.835449 Iteration 27Q: 3 clusters Score -336018 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -336020.093750 Penalty: 2653.835449 Iteration 28Q: 3 clusters Score -336020.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -336020.687500 Penalty: 2653.835449 Iteration 29Q: 3 clusters Score -336020.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -336021.156250 Penalty: 2653.835449 Iteration 30Q: 3 clusters Score -336021.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -336021.156250 Penalty: 2653.835449 Iteration 31F: 3 clusters Score -336021.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (8531 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8531 members Entering Unmasked Estep Score: -816501.812500 Penalty: 1470.862549 Iteration 0F: 2 clusters Score -816501.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -810231.500000 Penalty: 2941.725098 Iteration 0F: 3 clusters Score -810231.5 nChanged 3694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -812347.750000 Penalty: 2941.725098 Iteration 1F: 3 clusters Score -812347.8 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 4626 members Entering Unmasked Estep Score: -812637.625000 Penalty: 2941.725098 Iteration 2F: 3 clusters Score -812637.6 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -812874.437500 Penalty: 2941.725098 Iteration 3F: 3 clusters Score -812874.4 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -813066.375000 Penalty: 2941.725098 Iteration 4Q: 3 clusters Score -813066.4 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -813254.875000 Penalty: 2941.725098 Iteration 5Q: 3 clusters Score -813254.9 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 5505 members Entering Unmasked Estep Score: -813432.187500 Penalty: 2941.725098 Iteration 6Q: 3 clusters Score -813432.2 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -813626.812500 Penalty: 2941.725098 Iteration 7Q: 3 clusters Score -813626.8 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 6116 members Entering Unmasked Estep Score: -813834.937500 Penalty: 2941.725098 Iteration 8Q: 3 clusters Score -813834.9 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 6449 members Entering Unmasked Estep Score: -814079.750000 Penalty: 2941.725098 Iteration 9Q: 3 clusters Score -814079.8 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 6763 members Entering Unmasked Estep Score: -814328.187500 Penalty: 2941.725098 Iteration 10Q: 3 clusters Score -814328.2 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 7032 members Entering Unmasked Estep Score: -814544.625000 Penalty: 2941.725098 Iteration 11Q: 3 clusters Score -814544.6 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 7250 members Entering Unmasked Estep Score: -814724.062500 Penalty: 2941.725098 Iteration 12Q: 3 clusters Score -814724.1 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 7406 members Entering Unmasked Estep Score: -814871.062500 Penalty: 2941.725098 Iteration 13Q: 3 clusters Score -814871.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 7532 members Entering Unmasked Estep Score: -814980.000000 Penalty: 2941.725098 Iteration 14Q: 3 clusters Score -814980 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 7616 members Entering Unmasked Estep Score: -815065.937500 Penalty: 2941.725098 Iteration 15Q: 3 clusters Score -815065.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 7692 members Entering Unmasked Estep Score: -815141.250000 Penalty: 2941.725098 Iteration 16Q: 3 clusters Score -815141.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 7730 members Entering Unmasked Estep Score: -815187.062500 Penalty: 2941.725098 Iteration 17Q: 3 clusters Score -815187.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 7775 members Entering Unmasked Estep Score: -815237.875000 Penalty: 2941.725098 Iteration 18Q: 3 clusters Score -815237.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 7818 members Entering Unmasked Estep Score: -815270.375000 Penalty: 2941.725098 Iteration 19Q: 3 clusters Score -815270.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -815298.562500 Penalty: 2941.725098 Iteration 20F: 3 clusters Score -815298.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 7885 members Entering Unmasked Estep Score: -815314.062500 Penalty: 2941.725098 Iteration 21Q: 3 clusters Score -815314.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 7906 members Entering Unmasked Estep Score: -815326.187500 Penalty: 2941.725098 Iteration 22Q: 3 clusters Score -815326.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 7923 members Entering Unmasked Estep Score: -815334.500000 Penalty: 2941.725098 Iteration 23Q: 3 clusters Score -815334.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 7937 members Entering Unmasked Estep Score: -815347.125000 Penalty: 2941.725098 Iteration 24Q: 3 clusters Score -815347.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 7950 members Entering Unmasked Estep Score: -815354.562500 Penalty: 2941.725098 Iteration 25Q: 3 clusters Score -815354.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 7963 members Entering Unmasked Estep Score: -815360.875000 Penalty: 2941.725098 Iteration 26Q: 3 clusters Score -815360.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 7970 members Entering Unmasked Estep Score: -815364.437500 Penalty: 2941.725098 Iteration 27Q: 3 clusters Score -815364.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 7976 members Entering Unmasked Estep Score: -815366.500000 Penalty: 2941.725098 Iteration 28Q: 3 clusters Score -815366.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 7980 members Entering Unmasked Estep Score: -815370.250000 Penalty: 2941.725098 Iteration 29Q: 3 clusters Score -815370.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 7983 members Entering Unmasked Estep Score: -815370.875000 Penalty: 2941.725098 Iteration 30Q: 3 clusters Score -815370.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 7985 members Entering Unmasked Estep Score: -815374.187500 Penalty: 2941.725098 Iteration 31Q: 3 clusters Score -815374.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 7986 members Entering Unmasked Estep Score: -815374.500000 Penalty: 2941.725098 Iteration 32Q: 3 clusters Score -815374.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 7986 members Entering Unmasked Estep Score: -815374.500000 Penalty: 2941.725098 Iteration 33F: 3 clusters Score -815374.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (13713 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13713 members Entering Unmasked Estep Score: -1277426.875000 Penalty: 1547.991089 Iteration 0F: 2 clusters Score -1277427 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Mstep: Class 2 contains 6843 members Entering Unmasked Estep Score: -1267794.000000 Penalty: 3095.982178 Iteration 0F: 3 clusters Score -1267794 nChanged 6104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6670 members Mstep: Class 2 contains 7043 members Entering Unmasked Estep Score: -1271120.125000 Penalty: 3095.982178 Iteration 1F: 3 clusters Score -1271120 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 7142 members Entering Unmasked Estep Score: -1271468.250000 Penalty: 3095.982178 Iteration 2F: 3 clusters Score -1271468 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6415 members Mstep: Class 2 contains 7298 members Entering Unmasked Estep Score: -1271784.250000 Penalty: 3095.982178 Iteration 3F: 3 clusters Score -1271784 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6219 members Mstep: Class 2 contains 7494 members Entering Unmasked Estep Score: -1272109.250000 Penalty: 3095.982178 Iteration 4F: 3 clusters Score -1272109 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5978 members Mstep: Class 2 contains 7735 members Entering Unmasked Estep Score: -1272482.625000 Penalty: 3095.982178 Iteration 5Q: 3 clusters Score -1272483 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5696 members Mstep: Class 2 contains 8017 members Entering Unmasked Estep Score: -1272927.750000 Penalty: 3095.982178 Iteration 6F: 3 clusters Score -1272928 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 8343 members Entering Unmasked Estep Score: -1273440.125000 Penalty: 3095.982178 Iteration 7F: 3 clusters Score -1273440 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5050 members Mstep: Class 2 contains 8663 members Entering Unmasked Estep Score: -1273927.375000 Penalty: 3095.982178 Iteration 8F: 3 clusters Score -1273927 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 8912 members Entering Unmasked Estep Score: -1274376.750000 Penalty: 3095.982178 Iteration 9Q: 3 clusters Score -1274377 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 9104 members Entering Unmasked Estep Score: -1274704.875000 Penalty: 3095.982178 Iteration 10Q: 3 clusters Score -1274705 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 9272 members Entering Unmasked Estep Score: -1274951.750000 Penalty: 3095.982178 Iteration 11Q: 3 clusters Score -1274952 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 9423 members Entering Unmasked Estep Score: -1275150.750000 Penalty: 3095.982178 Iteration 12Q: 3 clusters Score -1275151 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 9614 members Entering Unmasked Estep Score: -1275380.000000 Penalty: 3095.982178 Iteration 13Q: 3 clusters Score -1275380 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 9795 members Entering Unmasked Estep Score: -1275572.000000 Penalty: 3095.982178 Iteration 14Q: 3 clusters Score -1275572 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -1275733.250000 Penalty: 3095.982178 Iteration 15Q: 3 clusters Score -1275733 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 10151 members Entering Unmasked Estep Score: -1275860.875000 Penalty: 3095.982178 Iteration 16Q: 3 clusters Score -1275861 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 10291 members Entering Unmasked Estep Score: -1275964.000000 Penalty: 3095.982178 Iteration 17Q: 3 clusters Score -1275964 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 10407 members Entering Unmasked Estep Score: -1276043.375000 Penalty: 3095.982178 Iteration 18Q: 3 clusters Score -1276043 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 10506 members Entering Unmasked Estep Score: -1276098.750000 Penalty: 3095.982178 Iteration 19Q: 3 clusters Score -1276099 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 10578 members Entering Unmasked Estep Score: -1276135.750000 Penalty: 3095.982178 Iteration 20F: 3 clusters Score -1276136 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 10659 members Entering Unmasked Estep Score: -1276170.125000 Penalty: 3095.982178 Iteration 21Q: 3 clusters Score -1276170 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 10729 members Entering Unmasked Estep Score: -1276197.375000 Penalty: 3095.982178 Iteration 22Q: 3 clusters Score -1276197 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 10787 members Entering Unmasked Estep Score: -1276218.250000 Penalty: 3095.982178 Iteration 23Q: 3 clusters Score -1276218 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 10844 members Entering Unmasked Estep Score: -1276230.250000 Penalty: 3095.982178 Iteration 24Q: 3 clusters Score -1276230 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 10900 members Entering Unmasked Estep Score: -1276250.750000 Penalty: 3095.982178 Iteration 25Q: 3 clusters Score -1276251 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 10948 members Entering Unmasked Estep Score: -1276261.750000 Penalty: 3095.982178 Iteration 26Q: 3 clusters Score -1276262 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 10984 members Entering Unmasked Estep Score: -1276264.000000 Penalty: 3095.982178 Iteration 27Q: 3 clusters Score -1276264 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 11015 members Entering Unmasked Estep Score: -1276271.125000 Penalty: 3095.982178 Iteration 28Q: 3 clusters Score -1276271 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 11040 members Entering Unmasked Estep Score: -1276278.250000 Penalty: 3095.982178 Iteration 29Q: 3 clusters Score -1276278 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 11062 members Entering Unmasked Estep Score: -1276279.500000 Penalty: 3095.982178 Iteration 30Q: 3 clusters Score -1276280 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 11079 members Entering Unmasked Estep Score: -1276282.750000 Penalty: 3095.982178 Iteration 31Q: 3 clusters Score -1276283 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 11090 members Entering Unmasked Estep Score: -1276285.000000 Penalty: 3095.982178 Iteration 32Q: 3 clusters Score -1276285 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 11098 members Entering Unmasked Estep Score: -1276286.625000 Penalty: 3095.982178 Iteration 33Q: 3 clusters Score -1276287 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 11100 members Entering Unmasked Estep Score: -1276286.375000 Penalty: 3095.982178 Iteration 34Q: 3 clusters Score -1276286 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 11104 members Entering Unmasked Estep Score: -1276285.750000 Penalty: 3095.982178 Iteration 35Q: 3 clusters Score -1276286 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 11110 members Entering Unmasked Estep Score: -1276286.875000 Penalty: 3095.982178 Iteration 36Q: 3 clusters Score -1276287 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 11111 members Entering Unmasked Estep Score: -1276285.500000 Penalty: 3095.982178 Iteration 37Q: 3 clusters Score -1276286 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 11113 members Entering Unmasked Estep Score: -1276285.000000 Penalty: 3095.982178 Iteration 38Q: 3 clusters Score -1276285 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 11115 members Entering Unmasked Estep Score: -1276285.125000 Penalty: 3095.982178 Iteration 39Q: 3 clusters Score -1276285 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 11117 members Entering Unmasked Estep Score: -1276287.375000 Penalty: 3095.982178 Iteration 40F: 3 clusters Score -1276287 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1743 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Entering Unmasked Estep Score: -162991.875000 Penalty: 1212.796509 Iteration 0F: 2 clusters Score -162991.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -161071.265625 Penalty: 2425.593018 Iteration 0F: 3 clusters Score -161071.3 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -161435.531250 Penalty: 2425.593018 Iteration 1F: 3 clusters Score -161435.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -161536.656250 Penalty: 2425.593018 Iteration 2F: 3 clusters Score -161536.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -161621.093750 Penalty: 2425.593018 Iteration 3F: 3 clusters Score -161621.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -161707.750000 Penalty: 2425.593018 Iteration 4Q: 3 clusters Score -161707.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -161777.015625 Penalty: 2425.593018 Iteration 5Q: 3 clusters Score -161777 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -161853.109375 Penalty: 2425.593018 Iteration 6Q: 3 clusters Score -161853.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -161908.312500 Penalty: 2425.593018 Iteration 7Q: 3 clusters Score -161908.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -161946.687500 Penalty: 2425.593018 Iteration 8Q: 3 clusters Score -161946.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -161980.359375 Penalty: 2425.593018 Iteration 9Q: 3 clusters Score -161980.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -162009.390625 Penalty: 2425.593018 Iteration 10Q: 3 clusters Score -162009.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -162031.687500 Penalty: 2425.593018 Iteration 11Q: 3 clusters Score -162031.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -162048.078125 Penalty: 2425.593018 Iteration 12Q: 3 clusters Score -162048.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -162066.031250 Penalty: 2425.593018 Iteration 13Q: 3 clusters Score -162066 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -162080.406250 Penalty: 2425.593018 Iteration 14Q: 3 clusters Score -162080.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -162095.218750 Penalty: 2425.593018 Iteration 15Q: 3 clusters Score -162095.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -162102.156250 Penalty: 2425.593018 Iteration 16Q: 3 clusters Score -162102.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -162109.937500 Penalty: 2425.593018 Iteration 17Q: 3 clusters Score -162109.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -162117.078125 Penalty: 2425.593018 Iteration 18Q: 3 clusters Score -162117.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -162125.468750 Penalty: 2425.593018 Iteration 19Q: 3 clusters Score -162125.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -162133.140625 Penalty: 2425.593018 Iteration 20F: 3 clusters Score -162133.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -162140.390625 Penalty: 2425.593018 Iteration 21Q: 3 clusters Score -162140.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -162147.328125 Penalty: 2425.593018 Iteration 22Q: 3 clusters Score -162147.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -162157.453125 Penalty: 2425.593018 Iteration 23Q: 3 clusters Score -162157.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -162165.687500 Penalty: 2425.593018 Iteration 24Q: 3 clusters Score -162165.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -162170.140625 Penalty: 2425.593018 Iteration 25Q: 3 clusters Score -162170.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -162171.718750 Penalty: 2425.593018 Iteration 26Q: 3 clusters Score -162171.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -162172.656250 Penalty: 2425.593018 Iteration 27Q: 3 clusters Score -162172.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -162172.656250 Penalty: 2425.593018 Iteration 28F: 3 clusters Score -162172.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1013 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Entering Unmasked Estep Score: -97564.062500 Penalty: 1124.609131 Iteration 0F: 2 clusters Score -97564.06 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 528 members Entering Unmasked Estep Score: -96085.195312 Penalty: 2249.218262 Iteration 0F: 3 clusters Score -96085.2 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -96356.289062 Penalty: 2249.218262 Iteration 1F: 3 clusters Score -96356.29 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -96424.078125 Penalty: 2249.218262 Iteration 2F: 3 clusters Score -96424.08 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -96461.179688 Penalty: 2249.218262 Iteration 3Q: 3 clusters Score -96461.18 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -96480.718750 Penalty: 2249.218262 Iteration 4Q: 3 clusters Score -96480.72 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -96493.898438 Penalty: 2249.218262 Iteration 5Q: 3 clusters Score -96493.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -96503.765625 Penalty: 2249.218262 Iteration 6Q: 3 clusters Score -96503.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -96510.429688 Penalty: 2249.218262 Iteration 7Q: 3 clusters Score -96510.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -96517.546875 Penalty: 2249.218262 Iteration 8Q: 3 clusters Score -96517.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -96529.140625 Penalty: 2249.218262 Iteration 9Q: 3 clusters Score -96529.14 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -96542.281250 Penalty: 2249.218262 Iteration 10Q: 3 clusters Score -96542.28 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -96555.015625 Penalty: 2249.218262 Iteration 11Q: 3 clusters Score -96555.02 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -96569.398438 Penalty: 2249.218262 Iteration 12Q: 3 clusters Score -96569.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -96583.093750 Penalty: 2249.218262 Iteration 13Q: 3 clusters Score -96583.09 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -96598.203125 Penalty: 2249.218262 Iteration 14Q: 3 clusters Score -96598.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -96606.671875 Penalty: 2249.218262 Iteration 15Q: 3 clusters Score -96606.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -96609.476562 Penalty: 2249.218262 Iteration 16Q: 3 clusters Score -96609.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -96610.515625 Penalty: 2249.218262 Iteration 17Q: 3 clusters Score -96610.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -96611.523438 Penalty: 2249.218262 Iteration 18Q: 3 clusters Score -96611.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -96612.562500 Penalty: 2249.218262 Iteration 19Q: 3 clusters Score -96612.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -96613.875000 Penalty: 2249.218262 Iteration 20F: 3 clusters Score -96613.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (7607 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7607 members Entering Unmasked Estep Score: -688008.125000 Penalty: 1452.233887 Iteration 0F: 2 clusters Score -688008.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -682385.312500 Penalty: 2904.467773 Iteration 0F: 3 clusters Score -682385.3 nChanged 3170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -684096.187500 Penalty: 2904.467773 Iteration 1F: 3 clusters Score -684096.2 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -684607.562500 Penalty: 2904.467773 Iteration 2F: 3 clusters Score -684607.6 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -685553.875000 Penalty: 2904.467773 Iteration 3F: 3 clusters Score -685553.9 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -687597.625000 Penalty: 2904.467773 Iteration 4F: 3 clusters Score -687597.6 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -691612.625000 Penalty: 2904.467773 Iteration 5F: 3 clusters Score -691612.6 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5251 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -692863.250000 Penalty: 2904.467773 Iteration 6F: 3 clusters Score -692863.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5294 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -692957.062500 Penalty: 2904.467773 Iteration 7Q: 3 clusters Score -692957.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5282 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -692975.250000 Penalty: 2904.467773 Iteration 8Q: 3 clusters Score -692975.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5273 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -692977.500000 Penalty: 2904.467773 Iteration 9Q: 3 clusters Score -692977.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -692979.437500 Penalty: 2904.467773 Iteration 10Q: 3 clusters Score -692979.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -692981.375000 Penalty: 2904.467773 Iteration 11Q: 3 clusters Score -692981.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5251 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -692985.000000 Penalty: 2904.467773 Iteration 12Q: 3 clusters Score -692985 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5241 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -692987.062500 Penalty: 2904.467773 Iteration 13Q: 3 clusters Score -692987.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -692988.875000 Penalty: 2904.467773 Iteration 14Q: 3 clusters Score -692988.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5229 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -692990.437500 Penalty: 2904.467773 Iteration 15Q: 3 clusters Score -692990.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -692992.062500 Penalty: 2904.467773 Iteration 16Q: 3 clusters Score -692992.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -692992.812500 Penalty: 2904.467773 Iteration 17Q: 3 clusters Score -692992.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -692993.625000 Penalty: 2904.467773 Iteration 18Q: 3 clusters Score -692993.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5214 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -692992.937500 Penalty: 2904.467773 Iteration 19Q: 3 clusters Score -692992.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5212 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -692994.687500 Penalty: 2904.467773 Iteration 20F: 3 clusters Score -692994.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 12474 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2327 members Mstep: Class 8 contains 1542 members Mstep: Class 9 contains 741 members Mstep: Class 10 contains 3283 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9521 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3518 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 13713 members Mstep: Class 21 contains 1743 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 5212 members Mstep: Class 24 contains 2395 members Entering Unmasked Estep Score: -7239331.000000 Penalty: 43996.757812 Splitting cluster 23 changes total score from -7234736.000000 to -7239331.000000 So it's getting split into cluster 24. Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 12474 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2327 members Mstep: Class 8 contains 1542 members Mstep: Class 9 contains 741 members Mstep: Class 10 contains 3283 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9521 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3518 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 13713 members Mstep: Class 21 contains 1743 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 5212 members Entering Unmasked Estep ConsiderDeletion Score: -7239565.500000 Penalty: 43996.757812 Iteration 91F: 25 clusters Score -7239566 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 12474 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1099 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2327 members Mstep: Class 8 contains 1543 members Mstep: Class 9 contains 707 members Mstep: Class 10 contains 3285 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9521 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3519 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 13805 members Mstep: Class 21 contains 1743 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 5210 members Mstep: Class 24 contains 2335 members Entering Unmasked Estep ConsiderDeletion Score: -7239789.000000 Penalty: 43996.757812 Iteration 92Q: 25 clusters Score -7239789 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 12474 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1099 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2327 members Mstep: Class 8 contains 1544 members Mstep: Class 9 contains 684 members Mstep: Class 10 contains 3282 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9522 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3519 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 13893 members Mstep: Class 21 contains 1742 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 5200 members Mstep: Class 24 contains 2282 members Entering Unmasked Estep ConsiderDeletion Score: -7239908.500000 Penalty: 43996.757812 Iteration 93Q: 25 clusters Score -7239908 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 12475 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1098 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2326 members Mstep: Class 8 contains 1544 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 3280 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9522 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3519 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 13987 members Mstep: Class 21 contains 1742 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 5197 members Mstep: Class 24 contains 2203 members Entering Unmasked Estep ConsiderDeletion Score: -7239964.500000 Penalty: 43996.757812 Iteration 94Q: 25 clusters Score -7239964 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 12475 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1098 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1843 members Mstep: Class 7 contains 2326 members Mstep: Class 8 contains 1544 members Mstep: Class 9 contains 674 members Mstep: Class 10 contains 3277 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9523 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3519 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 14069 members Mstep: Class 21 contains 1742 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 5195 members Mstep: Class 24 contains 2125 members Entering Unmasked Estep ConsiderDeletion Score: -7239985.500000 Penalty: 43996.757812 Iteration 95Q: 25 clusters Score -7239986 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 12475 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1099 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1843 members Mstep: Class 7 contains 2326 members Mstep: Class 8 contains 1544 members Mstep: Class 9 contains 674 members Mstep: Class 10 contains 3277 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9522 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3520 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 14153 members Mstep: Class 21 contains 1742 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 5194 members Mstep: Class 24 contains 2041 members Entering Unmasked Estep ConsiderDeletion Score: -7240002.500000 Penalty: 43996.757812 Iteration 96Q: 25 clusters Score -7240002 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 12475 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2326 members Mstep: Class 8 contains 1544 members Mstep: Class 9 contains 674 members Mstep: Class 10 contains 3276 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9522 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3520 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 14223 members Mstep: Class 21 contains 1742 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 5194 members Mstep: Class 24 contains 1972 members Entering Unmasked Estep ConsiderDeletion Score: -7240037.000000 Penalty: 43996.757812 Iteration 97Q: 25 clusters Score -7240037 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 12475 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2325 members Mstep: Class 8 contains 1544 members Mstep: Class 9 contains 674 members Mstep: Class 10 contains 3275 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9522 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3520 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 14281 members Mstep: Class 21 contains 1742 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 5193 members Mstep: Class 24 contains 1917 members Entering Unmasked Estep ConsiderDeletion Score: -7240055.500000 Penalty: 43996.757812 Iteration 98Q: 25 clusters Score -7240056 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 12475 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2325 members Mstep: Class 8 contains 1544 members Mstep: Class 9 contains 673 members Mstep: Class 10 contains 3273 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9522 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3520 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 14325 members Mstep: Class 21 contains 1742 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 5191 members Mstep: Class 24 contains 1878 members Entering Unmasked Estep ConsiderDeletion Score: -7240053.000000 Penalty: 43996.757812 Iteration 99Q: 25 clusters Score -7240053 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 12475 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2325 members Mstep: Class 8 contains 1544 members Mstep: Class 9 contains 673 members Mstep: Class 10 contains 3272 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9522 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3521 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 14350 members Mstep: Class 21 contains 1742 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 5189 members Mstep: Class 24 contains 1855 members Entering Unmasked Estep ConsiderDeletion Score: -7240100.000000 Penalty: 43996.757812 Iteration 100F: 25 clusters Score -7240100 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 12475 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2325 members Mstep: Class 8 contains 1544 members Mstep: Class 9 contains 672 members Mstep: Class 10 contains 3272 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9522 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3521 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 14375 members Mstep: Class 21 contains 1742 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 5187 members Mstep: Class 24 contains 1833 members Entering Unmasked Estep ConsiderDeletion Score: -7240111.500000 Penalty: 43996.757812 Iteration 101Q: 25 clusters Score -7240112 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 12475 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2325 members Mstep: Class 8 contains 1544 members Mstep: Class 9 contains 672 members Mstep: Class 10 contains 3270 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9522 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3521 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 14389 members Mstep: Class 21 contains 1742 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 5187 members Mstep: Class 24 contains 1820 members Entering Unmasked Estep ConsiderDeletion Score: -7240136.500000 Penalty: 43996.757812 Iteration 102Q: 25 clusters Score -7240136 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 12475 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2325 members Mstep: Class 8 contains 1544 members Mstep: Class 9 contains 671 members Mstep: Class 10 contains 3267 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9521 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3521 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 14406 members Mstep: Class 21 contains 1742 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 5187 members Mstep: Class 24 contains 1808 members Entering Unmasked Estep ConsiderDeletion Score: -7240125.000000 Penalty: 43996.757812 Iteration 103Q: 25 clusters Score -7240125 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 12474 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2325 members Mstep: Class 8 contains 1544 members Mstep: Class 9 contains 668 members Mstep: Class 10 contains 3267 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9521 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3521 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 14419 members Mstep: Class 21 contains 1742 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 5188 members Mstep: Class 24 contains 1798 members Entering Unmasked Estep ConsiderDeletion Score: -7240133.500000 Penalty: 43996.757812 Iteration 104Q: 25 clusters Score -7240134 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 12474 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2325 members Mstep: Class 8 contains 1544 members Mstep: Class 9 contains 669 members Mstep: Class 10 contains 3267 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9521 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3521 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 14427 members Mstep: Class 21 contains 1742 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 5188 members Mstep: Class 24 contains 1789 members Entering Unmasked Estep ConsiderDeletion Score: -7240142.000000 Penalty: 43996.757812 Iteration 105Q: 25 clusters Score -7240142 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 12474 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2325 members Mstep: Class 8 contains 1544 members Mstep: Class 9 contains 669 members Mstep: Class 10 contains 3267 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9521 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3521 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 14434 members Mstep: Class 21 contains 1742 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 5188 members Mstep: Class 24 contains 1782 members Entering Unmasked Estep ConsiderDeletion Score: -7240144.000000 Penalty: 43996.757812 Iteration 106Q: 25 clusters Score -7240144 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 12474 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2325 members Mstep: Class 8 contains 1544 members Mstep: Class 9 contains 669 members Mstep: Class 10 contains 3267 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9521 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3521 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 14442 members Mstep: Class 21 contains 1742 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 5188 members Mstep: Class 24 contains 1774 members Entering Unmasked Estep ConsiderDeletion Score: -7240143.500000 Penalty: 43996.757812 Iteration 107Q: 25 clusters Score -7240144 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 12474 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2325 members Mstep: Class 8 contains 1544 members Mstep: Class 9 contains 669 members Mstep: Class 10 contains 3267 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9521 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3521 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 14449 members Mstep: Class 21 contains 1742 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 5187 members Mstep: Class 24 contains 1768 members Entering Unmasked Estep ConsiderDeletion Score: -7240143.000000 Penalty: 43996.757812 Iteration 108Q: 25 clusters Score -7240143 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 12474 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2325 members Mstep: Class 8 contains 1544 members Mstep: Class 9 contains 669 members Mstep: Class 10 contains 3267 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9521 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3521 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 14452 members Mstep: Class 21 contains 1742 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 5187 members Mstep: Class 24 contains 1765 members Entering Unmasked Estep ConsiderDeletion Score: -7240143.500000 Penalty: 43996.757812 Iteration 109Q: 25 clusters Score -7240144 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 12474 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2325 members Mstep: Class 8 contains 1544 members Mstep: Class 9 contains 669 members Mstep: Class 10 contains 3267 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9521 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3521 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 14455 members Mstep: Class 21 contains 1742 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 5187 members Mstep: Class 24 contains 1762 members Entering Unmasked Estep ConsiderDeletion Score: -7240146.000000 Penalty: 43996.757812 Iteration 110Q: 25 clusters Score -7240146 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 12474 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2325 members Mstep: Class 8 contains 1544 members Mstep: Class 9 contains 669 members Mstep: Class 10 contains 3267 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9521 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3521 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 14457 members Mstep: Class 21 contains 1742 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 5187 members Mstep: Class 24 contains 1760 members Entering Unmasked Estep ConsiderDeletion Score: -7240142.500000 Penalty: 43996.757812 Iteration 111Q: 25 clusters Score -7240142 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 12474 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2325 members Mstep: Class 8 contains 1544 members Mstep: Class 9 contains 669 members Mstep: Class 10 contains 3267 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9521 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3521 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 14458 members Mstep: Class 21 contains 1742 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 5187 members Mstep: Class 24 contains 1759 members Entering Unmasked Estep ConsiderDeletion Score: -7240139.500000 Penalty: 43996.757812 Iteration 112Q: 25 clusters Score -7240140 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 12474 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 2325 members Mstep: Class 8 contains 1544 members Mstep: Class 9 contains 669 members Mstep: Class 10 contains 3267 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9521 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3521 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 14458 members Mstep: Class 21 contains 1742 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 5187 members Mstep: Class 24 contains 1759 members Entering Unmasked Estep ConsiderDeletion Score: -7240139.500000 Penalty: 43996.757812 Iteration 113F: 25 clusters Score -7240140 nChanged 0 Entering ConstructFrom: Score: -7240139.500000 Penalty: 43996.757812 Entering ConstructFrom: Trying to split cluster 1 (439 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Entering Unmasked Estep Score: -39526.316406 Penalty: 988.731140 Iteration 0F: 2 clusters Score -39526.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -38521.730469 Penalty: 1977.462280 Iteration 0F: 3 clusters Score -38521.73 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -38653.312500 Penalty: 1977.462280 Iteration 1F: 3 clusters Score -38653.31 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -38705.539062 Penalty: 1977.462280 Iteration 2F: 3 clusters Score -38705.54 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -38739.558594 Penalty: 1977.462280 Iteration 3Q: 3 clusters Score -38739.56 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -38771.660156 Penalty: 1977.462280 Iteration 4Q: 3 clusters Score -38771.66 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -38812.558594 Penalty: 1977.462280 Iteration 5Q: 3 clusters Score -38812.56 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -38845.257812 Penalty: 1977.462280 Iteration 6Q: 3 clusters Score -38845.26 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -38862.566406 Penalty: 1977.462280 Iteration 7Q: 3 clusters Score -38862.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -38871.535156 Penalty: 1977.462280 Iteration 8Q: 3 clusters Score -38871.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -38873.535156 Penalty: 1977.462280 Iteration 9Q: 3 clusters Score -38873.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -38873.535156 Penalty: 1977.462280 Iteration 10F: 3 clusters Score -38873.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (12474 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12474 members Entering Unmasked Estep Score: -1201965.875000 Penalty: 1532.602905 Iteration 0F: 2 clusters Score -1201966 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6262 members Mstep: Class 2 contains 6212 members Entering Unmasked Estep Score: -1193121.875000 Penalty: 3065.205811 Iteration 0F: 3 clusters Score -1193122 nChanged 5495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6365 members Mstep: Class 2 contains 6109 members Entering Unmasked Estep Score: -1196146.000000 Penalty: 3065.205811 Iteration 1F: 3 clusters Score -1196146 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 6070 members Entering Unmasked Estep Score: -1196431.750000 Penalty: 3065.205811 Iteration 2F: 3 clusters Score -1196432 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6474 members Mstep: Class 2 contains 6000 members Entering Unmasked Estep Score: -1196681.250000 Penalty: 3065.205811 Iteration 3Q: 3 clusters Score -1196681 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6563 members Mstep: Class 2 contains 5911 members Entering Unmasked Estep Score: -1196888.250000 Penalty: 3065.205811 Iteration 4Q: 3 clusters Score -1196888 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -1197074.375000 Penalty: 3065.205811 Iteration 5Q: 3 clusters Score -1197074 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6929 members Mstep: Class 2 contains 5545 members Entering Unmasked Estep Score: -1197280.375000 Penalty: 3065.205811 Iteration 6Q: 3 clusters Score -1197280 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7228 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -1197560.375000 Penalty: 3065.205811 Iteration 7Q: 3 clusters Score -1197560 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7632 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -1197965.875000 Penalty: 3065.205811 Iteration 8F: 3 clusters Score -1197966 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8082 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -1198433.875000 Penalty: 3065.205811 Iteration 9F: 3 clusters Score -1198434 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8503 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -1198924.750000 Penalty: 3065.205811 Iteration 10F: 3 clusters Score -1198925 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8863 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -1199339.125000 Penalty: 3065.205811 Iteration 11Q: 3 clusters Score -1199339 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9178 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -1199648.000000 Penalty: 3065.205811 Iteration 12Q: 3 clusters Score -1199648 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9426 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -1199831.500000 Penalty: 3065.205811 Iteration 13Q: 3 clusters Score -1199832 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9631 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -1199947.500000 Penalty: 3065.205811 Iteration 14Q: 3 clusters Score -1199948 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9804 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -1200015.625000 Penalty: 3065.205811 Iteration 15Q: 3 clusters Score -1200016 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9939 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -1200071.625000 Penalty: 3065.205811 Iteration 16Q: 3 clusters Score -1200072 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10061 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -1200114.125000 Penalty: 3065.205811 Iteration 17Q: 3 clusters Score -1200114 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10171 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -1200159.750000 Penalty: 3065.205811 Iteration 18Q: 3 clusters Score -1200160 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10265 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -1200193.125000 Penalty: 3065.205811 Iteration 19Q: 3 clusters Score -1200193 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10355 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -1200231.375000 Penalty: 3065.205811 Iteration 20F: 3 clusters Score -1200231 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10448 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -1200268.500000 Penalty: 3065.205811 Iteration 21Q: 3 clusters Score -1200268 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10534 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -1200299.625000 Penalty: 3065.205811 Iteration 22Q: 3 clusters Score -1200300 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10616 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -1200328.875000 Penalty: 3065.205811 Iteration 23Q: 3 clusters Score -1200329 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10696 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -1200359.250000 Penalty: 3065.205811 Iteration 24Q: 3 clusters Score -1200359 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10764 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -1200386.250000 Penalty: 3065.205811 Iteration 25Q: 3 clusters Score -1200386 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10828 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -1200406.500000 Penalty: 3065.205811 Iteration 26Q: 3 clusters Score -1200406 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10883 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -1200421.125000 Penalty: 3065.205811 Iteration 27Q: 3 clusters Score -1200421 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10932 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -1200439.875000 Penalty: 3065.205811 Iteration 28Q: 3 clusters Score -1200440 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10969 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -1200446.625000 Penalty: 3065.205811 Iteration 29Q: 3 clusters Score -1200447 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11012 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -1200460.750000 Penalty: 3065.205811 Iteration 30Q: 3 clusters Score -1200461 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11054 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -1200476.000000 Penalty: 3065.205811 Iteration 31Q: 3 clusters Score -1200476 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11092 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -1200484.875000 Penalty: 3065.205811 Iteration 32Q: 3 clusters Score -1200485 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11119 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -1200492.750000 Penalty: 3065.205811 Iteration 33Q: 3 clusters Score -1200493 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11148 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -1200498.000000 Penalty: 3065.205811 Iteration 34Q: 3 clusters Score -1200498 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11176 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -1200506.625000 Penalty: 3065.205811 Iteration 35Q: 3 clusters Score -1200507 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11196 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -1200508.000000 Penalty: 3065.205811 Iteration 36Q: 3 clusters Score -1200508 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11212 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -1200512.375000 Penalty: 3065.205811 Iteration 37Q: 3 clusters Score -1200512 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11225 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -1200515.750000 Penalty: 3065.205811 Iteration 38Q: 3 clusters Score -1200516 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11239 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -1200518.875000 Penalty: 3065.205811 Iteration 39Q: 3 clusters Score -1200519 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11255 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -1200522.250000 Penalty: 3065.205811 Iteration 40F: 3 clusters Score -1200522 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11262 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -1200523.875000 Penalty: 3065.205811 Iteration 41Q: 3 clusters Score -1200524 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11267 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -1200524.375000 Penalty: 3065.205811 Iteration 42Q: 3 clusters Score -1200524 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11269 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -1200524.750000 Penalty: 3065.205811 Iteration 43Q: 3 clusters Score -1200525 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11269 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -1200524.750000 Penalty: 3065.205811 Iteration 44F: 3 clusters Score -1200525 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Entering Unmasked Estep Score: -246771.828125 Penalty: 1278.715698 Iteration 0F: 2 clusters Score -246771.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -244267.500000 Penalty: 2557.431396 Iteration 0F: 3 clusters Score -244267.5 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -244834.734375 Penalty: 2557.431396 Iteration 1F: 3 clusters Score -244834.7 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -244990.406250 Penalty: 2557.431396 Iteration 2F: 3 clusters Score -244990.4 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -245117.343750 Penalty: 2557.431396 Iteration 3F: 3 clusters Score -245117.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -245244.531250 Penalty: 2557.431396 Iteration 4Q: 3 clusters Score -245244.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -245390.796875 Penalty: 2557.431396 Iteration 5F: 3 clusters Score -245390.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -245573.687500 Penalty: 2557.431396 Iteration 6Q: 3 clusters Score -245573.7 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -245762.515625 Penalty: 2557.431396 Iteration 7F: 3 clusters Score -245762.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -245904.734375 Penalty: 2557.431396 Iteration 8F: 3 clusters Score -245904.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -246017.531250 Penalty: 2557.431396 Iteration 9Q: 3 clusters Score -246017.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -246094.406250 Penalty: 2557.431396 Iteration 10Q: 3 clusters Score -246094.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -246151.546875 Penalty: 2557.431396 Iteration 11Q: 3 clusters Score -246151.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -246181.765625 Penalty: 2557.431396 Iteration 12Q: 3 clusters Score -246181.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -246202.921875 Penalty: 2557.431396 Iteration 13Q: 3 clusters Score -246202.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -246218.781250 Penalty: 2557.431396 Iteration 14Q: 3 clusters Score -246218.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -246228.687500 Penalty: 2557.431396 Iteration 15Q: 3 clusters Score -246228.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -246237.046875 Penalty: 2557.431396 Iteration 16Q: 3 clusters Score -246237 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -246244.000000 Penalty: 2557.431396 Iteration 17Q: 3 clusters Score -246244 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -246249.562500 Penalty: 2557.431396 Iteration 18Q: 3 clusters Score -246249.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -246255.500000 Penalty: 2557.431396 Iteration 19Q: 3 clusters Score -246255.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -246257.859375 Penalty: 2557.431396 Iteration 20F: 3 clusters Score -246257.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -246260.406250 Penalty: 2557.431396 Iteration 21Q: 3 clusters Score -246260.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -246265.203125 Penalty: 2557.431396 Iteration 22Q: 3 clusters Score -246265.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -246270.093750 Penalty: 2557.431396 Iteration 23Q: 3 clusters Score -246270.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -246277.531250 Penalty: 2557.431396 Iteration 24Q: 3 clusters Score -246277.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -246280.750000 Penalty: 2557.431396 Iteration 25Q: 3 clusters Score -246280.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -246282.125000 Penalty: 2557.431396 Iteration 26Q: 3 clusters Score -246282.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -246283.234375 Penalty: 2557.431396 Iteration 27Q: 3 clusters Score -246283.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -246283.234375 Penalty: 2557.431396 Iteration 28F: 3 clusters Score -246283.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1100 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Entering Unmasked Estep Score: -95020.468750 Penalty: 1137.998169 Iteration 0F: 2 clusters Score -95020.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -93500.125000 Penalty: 2275.996338 Iteration 0F: 3 clusters Score -93500.12 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -93787.148438 Penalty: 2275.996338 Iteration 1F: 3 clusters Score -93787.15 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -93879.703125 Penalty: 2275.996338 Iteration 2F: 3 clusters Score -93879.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -93960.375000 Penalty: 2275.996338 Iteration 3Q: 3 clusters Score -93960.38 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -93993.062500 Penalty: 2275.996338 Iteration 4Q: 3 clusters Score -93993.06 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -94011.031250 Penalty: 2275.996338 Iteration 5Q: 3 clusters Score -94011.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -94018.281250 Penalty: 2275.996338 Iteration 6Q: 3 clusters Score -94018.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -94020.148438 Penalty: 2275.996338 Iteration 7Q: 3 clusters Score -94020.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -94021.398438 Penalty: 2275.996338 Iteration 8Q: 3 clusters Score -94021.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -94023.820312 Penalty: 2275.996338 Iteration 9Q: 3 clusters Score -94023.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -94025.367188 Penalty: 2275.996338 Iteration 10Q: 3 clusters Score -94025.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -94026.562500 Penalty: 2275.996338 Iteration 11Q: 3 clusters Score -94026.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -94028.101562 Penalty: 2275.996338 Iteration 12Q: 3 clusters Score -94028.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -94031.000000 Penalty: 2275.996338 Iteration 13Q: 3 clusters Score -94031 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -94033.835938 Penalty: 2275.996338 Iteration 14Q: 3 clusters Score -94033.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -94039.687500 Penalty: 2275.996338 Iteration 15Q: 3 clusters Score -94039.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -94041.882812 Penalty: 2275.996338 Iteration 16Q: 3 clusters Score -94041.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -94045.562500 Penalty: 2275.996338 Iteration 17Q: 3 clusters Score -94045.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -94047.554688 Penalty: 2275.996338 Iteration 18Q: 3 clusters Score -94047.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -94052.750000 Penalty: 2275.996338 Iteration 19Q: 3 clusters Score -94052.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -94055.046875 Penalty: 2275.996338 Iteration 20F: 3 clusters Score -94055.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -94056.296875 Penalty: 2275.996338 Iteration 21Q: 3 clusters Score -94056.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -94056.296875 Penalty: 2275.996338 Iteration 22F: 3 clusters Score -94056.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (658 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Entering Unmasked Estep Score: -62032.390625 Penalty: 1054.495850 Iteration 0F: 2 clusters Score -62032.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -60838.019531 Penalty: 2108.991699 Iteration 0F: 3 clusters Score -60838.02 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -60996.285156 Penalty: 2108.991699 Iteration 1F: 3 clusters Score -60996.29 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -61045.324219 Penalty: 2108.991699 Iteration 2Q: 3 clusters Score -61045.32 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -61064.527344 Penalty: 2108.991699 Iteration 3Q: 3 clusters Score -61064.53 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -61079.832031 Penalty: 2108.991699 Iteration 4Q: 3 clusters Score -61079.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -61093.511719 Penalty: 2108.991699 Iteration 5Q: 3 clusters Score -61093.51 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -61109.171875 Penalty: 2108.991699 Iteration 6Q: 3 clusters Score -61109.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -61116.949219 Penalty: 2108.991699 Iteration 7Q: 3 clusters Score -61116.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -61123.613281 Penalty: 2108.991699 Iteration 8Q: 3 clusters Score -61123.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -61128.296875 Penalty: 2108.991699 Iteration 9Q: 3 clusters Score -61128.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -61133.492188 Penalty: 2108.991699 Iteration 10Q: 3 clusters Score -61133.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -61133.492188 Penalty: 2108.991699 Iteration 11F: 3 clusters Score -61133.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1842 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Entering Unmasked Estep Score: -173575.593750 Penalty: 1221.773682 Iteration 0F: 2 clusters Score -173575.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -171558.078125 Penalty: 2443.547363 Iteration 0F: 3 clusters Score -171558.1 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -171988.906250 Penalty: 2443.547363 Iteration 1F: 3 clusters Score -171988.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -172129.125000 Penalty: 2443.547363 Iteration 2F: 3 clusters Score -172129.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -172210.125000 Penalty: 2443.547363 Iteration 3F: 3 clusters Score -172210.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -172272.656250 Penalty: 2443.547363 Iteration 4Q: 3 clusters Score -172272.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -172328.421875 Penalty: 2443.547363 Iteration 5Q: 3 clusters Score -172328.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -172387.093750 Penalty: 2443.547363 Iteration 6Q: 3 clusters Score -172387.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -172440.453125 Penalty: 2443.547363 Iteration 7Q: 3 clusters Score -172440.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -172490.734375 Penalty: 2443.547363 Iteration 8Q: 3 clusters Score -172490.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -172522.484375 Penalty: 2443.547363 Iteration 9Q: 3 clusters Score -172522.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -172541.906250 Penalty: 2443.547363 Iteration 10Q: 3 clusters Score -172541.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -172554.578125 Penalty: 2443.547363 Iteration 11Q: 3 clusters Score -172554.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -172562.984375 Penalty: 2443.547363 Iteration 12Q: 3 clusters Score -172563 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -172582.781250 Penalty: 2443.547363 Iteration 13Q: 3 clusters Score -172582.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -172602.281250 Penalty: 2443.547363 Iteration 14Q: 3 clusters Score -172602.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -172623.203125 Penalty: 2443.547363 Iteration 15Q: 3 clusters Score -172623.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -172635.921875 Penalty: 2443.547363 Iteration 16Q: 3 clusters Score -172635.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -172640.406250 Penalty: 2443.547363 Iteration 17Q: 3 clusters Score -172640.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -172645.328125 Penalty: 2443.547363 Iteration 18Q: 3 clusters Score -172645.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -172651.656250 Penalty: 2443.547363 Iteration 19Q: 3 clusters Score -172651.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -172655.984375 Penalty: 2443.547363 Iteration 20F: 3 clusters Score -172656 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -172659.140625 Penalty: 2443.547363 Iteration 21Q: 3 clusters Score -172659.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -172659.859375 Penalty: 2443.547363 Iteration 22Q: 3 clusters Score -172659.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -172662.109375 Penalty: 2443.547363 Iteration 23Q: 3 clusters Score -172662.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -172662.781250 Penalty: 2443.547363 Iteration 24Q: 3 clusters Score -172662.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -172662.781250 Penalty: 2443.547363 Iteration 25F: 3 clusters Score -172662.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2325 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Entering Unmasked Estep Score: -216613.562500 Penalty: 1259.614746 Iteration 0F: 2 clusters Score -216613.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -214300.359375 Penalty: 2519.229492 Iteration 0F: 3 clusters Score -214300.4 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -214923.828125 Penalty: 2519.229492 Iteration 1F: 3 clusters Score -214923.8 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -215164.703125 Penalty: 2519.229492 Iteration 2F: 3 clusters Score -215164.7 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -215401.500000 Penalty: 2519.229492 Iteration 3F: 3 clusters Score -215401.5 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -215692.390625 Penalty: 2519.229492 Iteration 4F: 3 clusters Score -215692.4 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -216035.984375 Penalty: 2519.229492 Iteration 5F: 3 clusters Score -216036 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -216333.000000 Penalty: 2519.229492 Iteration 6F: 3 clusters Score -216333 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -216639.468750 Penalty: 2519.229492 Iteration 7F: 3 clusters Score -216639.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -216868.000000 Penalty: 2519.229492 Iteration 8Q: 3 clusters Score -216868 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -217006.375000 Penalty: 2519.229492 Iteration 9Q: 3 clusters Score -217006.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -217060.937500 Penalty: 2519.229492 Iteration 10Q: 3 clusters Score -217060.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -217087.781250 Penalty: 2519.229492 Iteration 11Q: 3 clusters Score -217087.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -217103.812500 Penalty: 2519.229492 Iteration 12Q: 3 clusters Score -217103.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -217112.546875 Penalty: 2519.229492 Iteration 13Q: 3 clusters Score -217112.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -217114.859375 Penalty: 2519.229492 Iteration 14Q: 3 clusters Score -217114.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -217114.859375 Penalty: 2519.229492 Iteration 15F: 3 clusters Score -217114.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 12474 members Mstep: Class 3 contains 2615 members Mstep: Class 4 contains 1100 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 1304 members Mstep: Class 8 contains 1544 members Mstep: Class 9 contains 669 members Mstep: Class 10 contains 3267 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 9521 members Mstep: Class 13 contains 736 members Mstep: Class 14 contains 1594 members Mstep: Class 15 contains 1619 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 586 members Mstep: Class 18 contains 3521 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 14458 members Mstep: Class 21 contains 1742 members Mstep: Class 22 contains 1013 members Mstep: Class 23 contains 5187 members Mstep: Class 24 contains 1759 members Mstep: Class 25 contains 1021 members Entering Unmasked Estep Score: -7240069.500000 Penalty: 45829.957031 Splitting cluster 7 changes total score from -7240139.500000 to -7240069.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (1544 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Entering Unmasked Estep Score: -145273.734375 Penalty: 1193.096436 Iteration 0F: 2 clusters Score -145273.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -143486.953125 Penalty: 2386.192871 Iteration 0F: 3 clusters Score -143487 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -143863.171875 Penalty: 2386.192871 Iteration 1F: 3 clusters Score -143863.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -143956.890625 Penalty: 2386.192871 Iteration 2F: 3 clusters Score -143956.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -144000.109375 Penalty: 2386.192871 Iteration 3Q: 3 clusters Score -144000.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -144032.453125 Penalty: 2386.192871 Iteration 4Q: 3 clusters Score -144032.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -144057.312500 Penalty: 2386.192871 Iteration 5Q: 3 clusters Score -144057.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -144081.625000 Penalty: 2386.192871 Iteration 6Q: 3 clusters Score -144081.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -144101.515625 Penalty: 2386.192871 Iteration 7Q: 3 clusters Score -144101.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -144120.250000 Penalty: 2386.192871 Iteration 8Q: 3 clusters Score -144120.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -144135.390625 Penalty: 2386.192871 Iteration 9Q: 3 clusters Score -144135.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -144144.312500 Penalty: 2386.192871 Iteration 10Q: 3 clusters Score -144144.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -144156.171875 Penalty: 2386.192871 Iteration 11Q: 3 clusters Score -144156.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -144167.031250 Penalty: 2386.192871 Iteration 12Q: 3 clusters Score -144167 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -144177.015625 Penalty: 2386.192871 Iteration 13Q: 3 clusters Score -144177 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -144182.390625 Penalty: 2386.192871 Iteration 14Q: 3 clusters Score -144182.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -144185.000000 Penalty: 2386.192871 Iteration 15Q: 3 clusters Score -144185 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -144189.687500 Penalty: 2386.192871 Iteration 16Q: 3 clusters Score -144189.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -144196.734375 Penalty: 2386.192871 Iteration 17Q: 3 clusters Score -144196.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -144202.078125 Penalty: 2386.192871 Iteration 18Q: 3 clusters Score -144202.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -144206.000000 Penalty: 2386.192871 Iteration 19Q: 3 clusters Score -144206 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -144211.593750 Penalty: 2386.192871 Iteration 20F: 3 clusters Score -144211.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -144214.421875 Penalty: 2386.192871 Iteration 21Q: 3 clusters Score -144214.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -144217.734375 Penalty: 2386.192871 Iteration 22Q: 3 clusters Score -144217.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -144221.328125 Penalty: 2386.192871 Iteration 23Q: 3 clusters Score -144221.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -144229.609375 Penalty: 2386.192871 Iteration 24Q: 3 clusters Score -144229.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -144234.687500 Penalty: 2386.192871 Iteration 25Q: 3 clusters Score -144234.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -144237.781250 Penalty: 2386.192871 Iteration 26Q: 3 clusters Score -144237.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -144239.015625 Penalty: 2386.192871 Iteration 27Q: 3 clusters Score -144239 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -144240.234375 Penalty: 2386.192871 Iteration 28Q: 3 clusters Score -144240.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -144242.750000 Penalty: 2386.192871 Iteration 29Q: 3 clusters Score -144242.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -144243.968750 Penalty: 2386.192871 Iteration 30Q: 3 clusters Score -144244 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -144245.203125 Penalty: 2386.192871 Iteration 31Q: 3 clusters Score -144245.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -144247.359375 Penalty: 2386.192871 Iteration 32Q: 3 clusters Score -144247.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -144249.125000 Penalty: 2386.192871 Iteration 33Q: 3 clusters Score -144249.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -144251.734375 Penalty: 2386.192871 Iteration 34Q: 3 clusters Score -144251.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -144252.484375 Penalty: 2386.192871 Iteration 35Q: 3 clusters Score -144252.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -144252.484375 Penalty: 2386.192871 Iteration 36F: 3 clusters Score -144252.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (669 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Entering Unmasked Estep Score: -53214.917969 Penalty: 1057.189941 Iteration 0F: 2 clusters Score -53214.92 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -51986.519531 Penalty: 2114.379883 Iteration 0F: 3 clusters Score -51986.52 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -52249.109375 Penalty: 2114.379883 Iteration 1F: 3 clusters Score -52249.11 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -52346.886719 Penalty: 2114.379883 Iteration 2F: 3 clusters Score -52346.89 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -52410.093750 Penalty: 2114.379883 Iteration 3Q: 3 clusters Score -52410.09 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -52464.210938 Penalty: 2114.379883 Iteration 4Q: 3 clusters Score -52464.21 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -52521.480469 Penalty: 2114.379883 Iteration 5Q: 3 clusters Score -52521.48 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -52551.941406 Penalty: 2114.379883 Iteration 6Q: 3 clusters Score -52551.94 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -52579.445312 Penalty: 2114.379883 Iteration 7Q: 3 clusters Score -52579.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -52596.109375 Penalty: 2114.379883 Iteration 8Q: 3 clusters Score -52596.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -52603.652344 Penalty: 2114.379883 Iteration 9Q: 3 clusters Score -52603.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -52607.609375 Penalty: 2114.379883 Iteration 10Q: 3 clusters Score -52607.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -52609.460938 Penalty: 2114.379883 Iteration 11Q: 3 clusters Score -52609.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -52609.460938 Penalty: 2114.379883 Iteration 12F: 3 clusters Score -52609.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Entering Unmasked Estep Score: -292151.625000 Penalty: 1314.889404 Iteration 0F: 2 clusters Score -292151.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -289265.218750 Penalty: 2629.778809 Iteration 0F: 3 clusters Score -289265.2 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -289945.187500 Penalty: 2629.778809 Iteration 1F: 3 clusters Score -289945.2 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -290145.000000 Penalty: 2629.778809 Iteration 2F: 3 clusters Score -290145 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -290340.406250 Penalty: 2629.778809 Iteration 3F: 3 clusters Score -290340.4 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -290577.656250 Penalty: 2629.778809 Iteration 4F: 3 clusters Score -290577.7 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -290837.062500 Penalty: 2629.778809 Iteration 5F: 3 clusters Score -290837.1 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -291041.593750 Penalty: 2629.778809 Iteration 6F: 3 clusters Score -291041.6 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -291229.656250 Penalty: 2629.778809 Iteration 7F: 3 clusters Score -291229.7 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -291363.750000 Penalty: 2629.778809 Iteration 8Q: 3 clusters Score -291363.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -291445.562500 Penalty: 2629.778809 Iteration 9Q: 3 clusters Score -291445.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -291489.593750 Penalty: 2629.778809 Iteration 10Q: 3 clusters Score -291489.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -291515.843750 Penalty: 2629.778809 Iteration 11Q: 3 clusters Score -291515.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -291536.156250 Penalty: 2629.778809 Iteration 12Q: 3 clusters Score -291536.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -291550.156250 Penalty: 2629.778809 Iteration 13Q: 3 clusters Score -291550.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -291559.250000 Penalty: 2629.778809 Iteration 14Q: 3 clusters Score -291559.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -291567.468750 Penalty: 2629.778809 Iteration 15Q: 3 clusters Score -291567.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -291576.500000 Penalty: 2629.778809 Iteration 16Q: 3 clusters Score -291576.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -291582.000000 Penalty: 2629.778809 Iteration 17Q: 3 clusters Score -291582 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -291582.875000 Penalty: 2629.778809 Iteration 18Q: 3 clusters Score -291582.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -291583.531250 Penalty: 2629.778809 Iteration 19Q: 3 clusters Score -291583.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -291583.843750 Penalty: 2629.778809 Iteration 20F: 3 clusters Score -291583.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -291584.062500 Penalty: 2629.778809 Iteration 21Q: 3 clusters Score -291584.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -291584.625000 Penalty: 2629.778809 Iteration 22Q: 3 clusters Score -291584.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -291584.625000 Penalty: 2629.778809 Iteration 23F: 3 clusters Score -291584.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1753 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Entering Unmasked Estep Score: -168395.796875 Penalty: 1213.726074 Iteration 0F: 2 clusters Score -168395.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -166481.437500 Penalty: 2427.452148 Iteration 0F: 3 clusters Score -166481.4 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -166827.593750 Penalty: 2427.452148 Iteration 1F: 3 clusters Score -166827.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -166913.468750 Penalty: 2427.452148 Iteration 2F: 3 clusters Score -166913.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -166965.203125 Penalty: 2427.452148 Iteration 3Q: 3 clusters Score -166965.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -166998.296875 Penalty: 2427.452148 Iteration 4Q: 3 clusters Score -166998.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -167019.875000 Penalty: 2427.452148 Iteration 5Q: 3 clusters Score -167019.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -167037.781250 Penalty: 2427.452148 Iteration 6Q: 3 clusters Score -167037.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -167047.718750 Penalty: 2427.452148 Iteration 7Q: 3 clusters Score -167047.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -167059.046875 Penalty: 2427.452148 Iteration 8Q: 3 clusters Score -167059 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -167067.187500 Penalty: 2427.452148 Iteration 9Q: 3 clusters Score -167067.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -167071.468750 Penalty: 2427.452148 Iteration 10Q: 3 clusters Score -167071.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -167077.750000 Penalty: 2427.452148 Iteration 11Q: 3 clusters Score -167077.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -167082.515625 Penalty: 2427.452148 Iteration 12Q: 3 clusters Score -167082.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -167086.031250 Penalty: 2427.452148 Iteration 13Q: 3 clusters Score -167086 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -167089.984375 Penalty: 2427.452148 Iteration 14Q: 3 clusters Score -167090 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -167094.109375 Penalty: 2427.452148 Iteration 15Q: 3 clusters Score -167094.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -167096.968750 Penalty: 2427.452148 Iteration 16Q: 3 clusters Score -167097 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -167099.828125 Penalty: 2427.452148 Iteration 17Q: 3 clusters Score -167099.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -167102.156250 Penalty: 2427.452148 Iteration 18Q: 3 clusters Score -167102.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -167103.265625 Penalty: 2427.452148 Iteration 19Q: 3 clusters Score -167103.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -167105.453125 Penalty: 2427.452148 Iteration 20F: 3 clusters Score -167105.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -167106.546875 Penalty: 2427.452148 Iteration 21Q: 3 clusters Score -167106.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -167107.703125 Penalty: 2427.452148 Iteration 22Q: 3 clusters Score -167107.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -167108.500000 Penalty: 2427.452148 Iteration 23Q: 3 clusters Score -167108.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -167108.953125 Penalty: 2427.452148 Iteration 24Q: 3 clusters Score -167109 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -167108.953125 Penalty: 2427.452148 Iteration 25F: 3 clusters Score -167109 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (9521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9521 members Entering Unmasked Estep Score: -918852.937500 Penalty: 1488.703857 Iteration 0F: 2 clusters Score -918852.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -912046.187500 Penalty: 2977.407715 Iteration 0F: 3 clusters Score -912046.2 nChanged 4095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -914411.812500 Penalty: 2977.407715 Iteration 1F: 3 clusters Score -914411.8 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5181 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -914713.312500 Penalty: 2977.407715 Iteration 2F: 3 clusters Score -914713.3 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5393 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -914996.625000 Penalty: 2977.407715 Iteration 3F: 3 clusters Score -914996.6 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5670 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -915302.812500 Penalty: 2977.407715 Iteration 4F: 3 clusters Score -915302.8 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -915609.000000 Penalty: 2977.407715 Iteration 5F: 3 clusters Score -915609 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6233 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -915883.562500 Penalty: 2977.407715 Iteration 6Q: 3 clusters Score -915883.6 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6524 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -916165.187500 Penalty: 2977.407715 Iteration 7Q: 3 clusters Score -916165.2 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6792 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -916416.437500 Penalty: 2977.407715 Iteration 8Q: 3 clusters Score -916416.4 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7036 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -916640.625000 Penalty: 2977.407715 Iteration 9Q: 3 clusters Score -916640.6 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7207 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -916822.437500 Penalty: 2977.407715 Iteration 10Q: 3 clusters Score -916822.4 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7316 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -916940.812500 Penalty: 2977.407715 Iteration 11Q: 3 clusters Score -916940.8 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7398 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -917014.437500 Penalty: 2977.407715 Iteration 12Q: 3 clusters Score -917014.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7472 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -917067.250000 Penalty: 2977.407715 Iteration 13Q: 3 clusters Score -917067.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7534 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -917103.062500 Penalty: 2977.407715 Iteration 14Q: 3 clusters Score -917103.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7591 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -917136.937500 Penalty: 2977.407715 Iteration 15Q: 3 clusters Score -917136.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7636 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -917160.750000 Penalty: 2977.407715 Iteration 16Q: 3 clusters Score -917160.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7679 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -917185.437500 Penalty: 2977.407715 Iteration 17Q: 3 clusters Score -917185.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7736 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -917205.000000 Penalty: 2977.407715 Iteration 18Q: 3 clusters Score -917205 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7777 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -917221.187500 Penalty: 2977.407715 Iteration 19Q: 3 clusters Score -917221.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7808 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -917234.000000 Penalty: 2977.407715 Iteration 20F: 3 clusters Score -917234 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7834 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -917241.875000 Penalty: 2977.407715 Iteration 21Q: 3 clusters Score -917241.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7856 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -917257.312500 Penalty: 2977.407715 Iteration 22Q: 3 clusters Score -917257.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7884 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -917274.062500 Penalty: 2977.407715 Iteration 23Q: 3 clusters Score -917274.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7919 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -917289.625000 Penalty: 2977.407715 Iteration 24Q: 3 clusters Score -917289.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7959 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -917310.187500 Penalty: 2977.407715 Iteration 25Q: 3 clusters Score -917310.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7987 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -917326.312500 Penalty: 2977.407715 Iteration 26Q: 3 clusters Score -917326.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8018 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -917339.687500 Penalty: 2977.407715 Iteration 27Q: 3 clusters Score -917339.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8054 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -917358.937500 Penalty: 2977.407715 Iteration 28Q: 3 clusters Score -917358.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8091 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -917384.687500 Penalty: 2977.407715 Iteration 29Q: 3 clusters Score -917384.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8125 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -917403.500000 Penalty: 2977.407715 Iteration 30Q: 3 clusters Score -917403.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8146 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -917413.125000 Penalty: 2977.407715 Iteration 31Q: 3 clusters Score -917413.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8166 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -917422.312500 Penalty: 2977.407715 Iteration 32Q: 3 clusters Score -917422.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8185 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -917429.312500 Penalty: 2977.407715 Iteration 33Q: 3 clusters Score -917429.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8201 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -917433.437500 Penalty: 2977.407715 Iteration 34Q: 3 clusters Score -917433.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8218 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -917436.937500 Penalty: 2977.407715 Iteration 35Q: 3 clusters Score -917436.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8240 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -917444.375000 Penalty: 2977.407715 Iteration 36Q: 3 clusters Score -917444.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8255 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -917449.375000 Penalty: 2977.407715 Iteration 37Q: 3 clusters Score -917449.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8263 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -917452.000000 Penalty: 2977.407715 Iteration 38Q: 3 clusters Score -917452 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8271 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -917455.312500 Penalty: 2977.407715 Iteration 39Q: 3 clusters Score -917455.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8279 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -917454.437500 Penalty: 2977.407715 Iteration 40F: 3 clusters Score -917454.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8283 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -917454.187500 Penalty: 2977.407715 Iteration 41Q: 3 clusters Score -917454.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8286 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -917455.375000 Penalty: 2977.407715 Iteration 42Q: 3 clusters Score -917455.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -917458.375000 Penalty: 2977.407715 Iteration 43Q: 3 clusters Score -917458.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8294 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -917459.812500 Penalty: 2977.407715 Iteration 44Q: 3 clusters Score -917459.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8297 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -917459.562500 Penalty: 2977.407715 Iteration 45Q: 3 clusters Score -917459.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8304 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -917464.625000 Penalty: 2977.407715 Iteration 46Q: 3 clusters Score -917464.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8310 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -917465.750000 Penalty: 2977.407715 Iteration 47Q: 3 clusters Score -917465.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8317 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -917469.875000 Penalty: 2977.407715 Iteration 48Q: 3 clusters Score -917469.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8328 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -917474.312500 Penalty: 2977.407715 Iteration 49Q: 3 clusters Score -917474.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8342 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -917475.375000 Penalty: 2977.407715 Iteration 50Q: 3 clusters Score -917475.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8355 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -917479.125000 Penalty: 2977.407715 Iteration 51Q: 3 clusters Score -917479.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8361 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -917481.187500 Penalty: 2977.407715 Iteration 52Q: 3 clusters Score -917481.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8363 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -917481.187500 Penalty: 2977.407715 Iteration 53Q: 3 clusters Score -917481.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8365 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -917482.437500 Penalty: 2977.407715 Iteration 54Q: 3 clusters Score -917482.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8367 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -917483.437500 Penalty: 2977.407715 Iteration 55Q: 3 clusters Score -917483.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8368 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -917482.812500 Penalty: 2977.407715 Iteration 56Q: 3 clusters Score -917482.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8368 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -917482.812500 Penalty: 2977.407715 Iteration 57F: 3 clusters Score -917482.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (736 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Entering Unmasked Estep Score: -62266.906250 Penalty: 1072.699951 Iteration 0F: 2 clusters Score -62266.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -61030.082031 Penalty: 2145.399902 Iteration 0F: 3 clusters Score -61030.08 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -61251.648438 Penalty: 2145.399902 Iteration 1F: 3 clusters Score -61251.65 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -61366.996094 Penalty: 2145.399902 Iteration 2F: 3 clusters Score -61367 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -61431.210938 Penalty: 2145.399902 Iteration 3F: 3 clusters Score -61431.21 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -61467.957031 Penalty: 2145.399902 Iteration 4Q: 3 clusters Score -61467.96 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -61486.125000 Penalty: 2145.399902 Iteration 5Q: 3 clusters Score -61486.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -61490.199219 Penalty: 2145.399902 Iteration 6Q: 3 clusters Score -61490.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -61494.476562 Penalty: 2145.399902 Iteration 7Q: 3 clusters Score -61494.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -61497.066406 Penalty: 2145.399902 Iteration 8Q: 3 clusters Score -61497.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -61499.109375 Penalty: 2145.399902 Iteration 9Q: 3 clusters Score -61499.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -61500.324219 Penalty: 2145.399902 Iteration 10Q: 3 clusters Score -61500.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -61501.484375 Penalty: 2145.399902 Iteration 11Q: 3 clusters Score -61501.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -61501.484375 Penalty: 2145.399902 Iteration 12F: 3 clusters Score -61501.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Entering Unmasked Estep Score: -152366.750000 Penalty: 1198.275269 Iteration 0F: 2 clusters Score -152366.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -150512.812500 Penalty: 2396.550537 Iteration 0F: 3 clusters Score -150512.8 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -150851.546875 Penalty: 2396.550537 Iteration 1F: 3 clusters Score -150851.5 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -150979.078125 Penalty: 2396.550537 Iteration 2F: 3 clusters Score -150979.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -151046.343750 Penalty: 2396.550537 Iteration 3F: 3 clusters Score -151046.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -151088.906250 Penalty: 2396.550537 Iteration 4Q: 3 clusters Score -151088.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -151120.218750 Penalty: 2396.550537 Iteration 5Q: 3 clusters Score -151120.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -151142.406250 Penalty: 2396.550537 Iteration 6Q: 3 clusters Score -151142.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -151161.859375 Penalty: 2396.550537 Iteration 7Q: 3 clusters Score -151161.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -151180.843750 Penalty: 2396.550537 Iteration 8Q: 3 clusters Score -151180.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -151194.765625 Penalty: 2396.550537 Iteration 9Q: 3 clusters Score -151194.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -151213.640625 Penalty: 2396.550537 Iteration 10Q: 3 clusters Score -151213.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -151225.609375 Penalty: 2396.550537 Iteration 11Q: 3 clusters Score -151225.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -151230.781250 Penalty: 2396.550537 Iteration 12Q: 3 clusters Score -151230.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -151235.062500 Penalty: 2396.550537 Iteration 13Q: 3 clusters Score -151235.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -151238.265625 Penalty: 2396.550537 Iteration 14Q: 3 clusters Score -151238.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -151242.843750 Penalty: 2396.550537 Iteration 15Q: 3 clusters Score -151242.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -151248.281250 Penalty: 2396.550537 Iteration 16Q: 3 clusters Score -151248.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -151250.875000 Penalty: 2396.550537 Iteration 17Q: 3 clusters Score -151250.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -151251.734375 Penalty: 2396.550537 Iteration 18Q: 3 clusters Score -151251.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -151252.312500 Penalty: 2396.550537 Iteration 19Q: 3 clusters Score -151252.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -151252.421875 Penalty: 2396.550537 Iteration 20F: 3 clusters Score -151252.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1619 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Entering Unmasked Estep Score: -154240.578125 Penalty: 1200.804199 Iteration 0F: 2 clusters Score -154240.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -152357.609375 Penalty: 2401.608398 Iteration 0F: 3 clusters Score -152357.6 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -152755.187500 Penalty: 2401.608398 Iteration 1F: 3 clusters Score -152755.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -152876.765625 Penalty: 2401.608398 Iteration 2F: 3 clusters Score -152876.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -152953.078125 Penalty: 2401.608398 Iteration 3F: 3 clusters Score -152953.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -152983.078125 Penalty: 2401.608398 Iteration 4Q: 3 clusters Score -152983.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -153011.343750 Penalty: 2401.608398 Iteration 5Q: 3 clusters Score -153011.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -153031.046875 Penalty: 2401.608398 Iteration 6Q: 3 clusters Score -153031 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -153054.000000 Penalty: 2401.608398 Iteration 7Q: 3 clusters Score -153054 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -153074.421875 Penalty: 2401.608398 Iteration 8Q: 3 clusters Score -153074.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -153090.515625 Penalty: 2401.608398 Iteration 9Q: 3 clusters Score -153090.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -153103.953125 Penalty: 2401.608398 Iteration 10Q: 3 clusters Score -153104 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -153117.078125 Penalty: 2401.608398 Iteration 11Q: 3 clusters Score -153117.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -153125.546875 Penalty: 2401.608398 Iteration 12Q: 3 clusters Score -153125.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -153134.609375 Penalty: 2401.608398 Iteration 13Q: 3 clusters Score -153134.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -153144.031250 Penalty: 2401.608398 Iteration 14Q: 3 clusters Score -153144 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -153152.093750 Penalty: 2401.608398 Iteration 15Q: 3 clusters Score -153152.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -153161.421875 Penalty: 2401.608398 Iteration 16Q: 3 clusters Score -153161.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -153167.875000 Penalty: 2401.608398 Iteration 17Q: 3 clusters Score -153167.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -153173.500000 Penalty: 2401.608398 Iteration 18Q: 3 clusters Score -153173.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -153175.468750 Penalty: 2401.608398 Iteration 19Q: 3 clusters Score -153175.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -153176.921875 Penalty: 2401.608398 Iteration 20F: 3 clusters Score -153176.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -153177.562500 Penalty: 2401.608398 Iteration 21Q: 3 clusters Score -153177.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -153178.281250 Penalty: 2401.608398 Iteration 22Q: 3 clusters Score -153178.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -153178.500000 Penalty: 2401.608398 Iteration 23Q: 3 clusters Score -153178.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -153178.968750 Penalty: 2401.608398 Iteration 24Q: 3 clusters Score -153179 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -153179.250000 Penalty: 2401.608398 Iteration 25Q: 3 clusters Score -153179.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -153179.578125 Penalty: 2401.608398 Iteration 26Q: 3 clusters Score -153179.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -153180.000000 Penalty: 2401.608398 Iteration 27Q: 3 clusters Score -153180 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -153180.625000 Penalty: 2401.608398 Iteration 28Q: 3 clusters Score -153180.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -153180.625000 Penalty: 2401.608398 Iteration 29F: 3 clusters Score -153180.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (357 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Entering Unmasked Estep Score: -32271.994141 Penalty: 955.132019 Iteration 0F: 2 clusters Score -32271.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -31347.496094 Penalty: 1910.264038 Iteration 0F: 3 clusters Score -31347.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -31463.550781 Penalty: 1910.264038 Iteration 1F: 3 clusters Score -31463.55 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -31486.150391 Penalty: 1910.264038 Iteration 2Q: 3 clusters Score -31486.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -31490.806641 Penalty: 1910.264038 Iteration 3Q: 3 clusters Score -31490.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -31492.878906 Penalty: 1910.264038 Iteration 4Q: 3 clusters Score -31492.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -31493.726562 Penalty: 1910.264038 Iteration 5Q: 3 clusters Score -31493.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -31501.609375 Penalty: 1910.264038 Iteration 6Q: 3 clusters Score -31501.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -31502.439453 Penalty: 1910.264038 Iteration 7Q: 3 clusters Score -31502.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -31502.439453 Penalty: 1910.264038 Iteration 8F: 3 clusters Score -31502.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Entering Unmasked Estep Score: -55705.250000 Penalty: 1035.664429 Iteration 0F: 2 clusters Score -55705.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -54544.914062 Penalty: 2071.328857 Iteration 0F: 3 clusters Score -54544.91 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -54707.140625 Penalty: 2071.328857 Iteration 1F: 3 clusters Score -54707.14 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -54756.214844 Penalty: 2071.328857 Iteration 2F: 3 clusters Score -54756.21 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -54781.195312 Penalty: 2071.328857 Iteration 3Q: 3 clusters Score -54781.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -54805.816406 Penalty: 2071.328857 Iteration 4Q: 3 clusters Score -54805.82 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -54814.300781 Penalty: 2071.328857 Iteration 5Q: 3 clusters Score -54814.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -54819.687500 Penalty: 2071.328857 Iteration 6Q: 3 clusters Score -54819.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -54821.113281 Penalty: 2071.328857 Iteration 7Q: 3 clusters Score -54821.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -54827.007812 Penalty: 2071.328857 Iteration 8Q: 3 clusters Score -54827.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -54834.523438 Penalty: 2071.328857 Iteration 9Q: 3 clusters Score -54834.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -54839.171875 Penalty: 2071.328857 Iteration 10Q: 3 clusters Score -54839.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -54839.171875 Penalty: 2071.328857 Iteration 11F: 3 clusters Score -54839.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Entering Unmasked Estep Score: -337236.687500 Penalty: 1327.056274 Iteration 0F: 2 clusters Score -337236.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -334211.250000 Penalty: 2654.112549 Iteration 0F: 3 clusters Score -334211.2 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -335043.718750 Penalty: 2654.112549 Iteration 1F: 3 clusters Score -335043.7 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -335214.062500 Penalty: 2654.112549 Iteration 2F: 3 clusters Score -335214.1 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -335345.437500 Penalty: 2654.112549 Iteration 3F: 3 clusters Score -335345.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -335426.187500 Penalty: 2654.112549 Iteration 4Q: 3 clusters Score -335426.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -335491.343750 Penalty: 2654.112549 Iteration 5Q: 3 clusters Score -335491.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -335548.781250 Penalty: 2654.112549 Iteration 6Q: 3 clusters Score -335548.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -335603.843750 Penalty: 2654.112549 Iteration 7Q: 3 clusters Score -335603.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -335644.750000 Penalty: 2654.112549 Iteration 8Q: 3 clusters Score -335644.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -335679.343750 Penalty: 2654.112549 Iteration 9Q: 3 clusters Score -335679.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -335709.625000 Penalty: 2654.112549 Iteration 10Q: 3 clusters Score -335709.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -335738.718750 Penalty: 2654.112549 Iteration 11Q: 3 clusters Score -335738.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -335761.906250 Penalty: 2654.112549 Iteration 12Q: 3 clusters Score -335761.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -335784.468750 Penalty: 2654.112549 Iteration 13Q: 3 clusters Score -335784.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -335808.343750 Penalty: 2654.112549 Iteration 14Q: 3 clusters Score -335808.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -335834.093750 Penalty: 2654.112549 Iteration 15Q: 3 clusters Score -335834.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -335864.125000 Penalty: 2654.112549 Iteration 16Q: 3 clusters Score -335864.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -335894.562500 Penalty: 2654.112549 Iteration 17Q: 3 clusters Score -335894.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -335922.156250 Penalty: 2654.112549 Iteration 18Q: 3 clusters Score -335922.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -335944.906250 Penalty: 2654.112549 Iteration 19Q: 3 clusters Score -335944.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -335958.062500 Penalty: 2654.112549 Iteration 20F: 3 clusters Score -335958.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -335969.687500 Penalty: 2654.112549 Iteration 21Q: 3 clusters Score -335969.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -335976.875000 Penalty: 2654.112549 Iteration 22Q: 3 clusters Score -335976.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -335982.437500 Penalty: 2654.112549 Iteration 23Q: 3 clusters Score -335982.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -335988.156250 Penalty: 2654.112549 Iteration 24Q: 3 clusters Score -335988.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -335996.781250 Penalty: 2654.112549 Iteration 25Q: 3 clusters Score -335996.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -336006.593750 Penalty: 2654.112549 Iteration 26Q: 3 clusters Score -336006.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -336017.843750 Penalty: 2654.112549 Iteration 27Q: 3 clusters Score -336017.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -336028.531250 Penalty: 2654.112549 Iteration 28Q: 3 clusters Score -336028.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -336035.968750 Penalty: 2654.112549 Iteration 29Q: 3 clusters Score -336036 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -336041.781250 Penalty: 2654.112549 Iteration 30Q: 3 clusters Score -336041.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -336047.843750 Penalty: 2654.112549 Iteration 31Q: 3 clusters Score -336047.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -336050.656250 Penalty: 2654.112549 Iteration 32Q: 3 clusters Score -336050.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -336053.750000 Penalty: 2654.112549 Iteration 33Q: 3 clusters Score -336053.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -336058.343750 Penalty: 2654.112549 Iteration 34Q: 3 clusters Score -336058.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -336061.812500 Penalty: 2654.112549 Iteration 35Q: 3 clusters Score -336061.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -336066.718750 Penalty: 2654.112549 Iteration 36Q: 3 clusters Score -336066.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -336072.562500 Penalty: 2654.112549 Iteration 37Q: 3 clusters Score -336072.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -336080.843750 Penalty: 2654.112549 Iteration 38Q: 3 clusters Score -336080.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -336088.593750 Penalty: 2654.112549 Iteration 39Q: 3 clusters Score -336088.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -336091.843750 Penalty: 2654.112549 Iteration 40F: 3 clusters Score -336091.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -336095.812500 Penalty: 2654.112549 Iteration 41Q: 3 clusters Score -336095.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -336100.031250 Penalty: 2654.112549 Iteration 42Q: 3 clusters Score -336100 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -336102.656250 Penalty: 2654.112549 Iteration 43Q: 3 clusters Score -336102.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -336104.093750 Penalty: 2654.112549 Iteration 44Q: 3 clusters Score -336104.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -336105.968750 Penalty: 2654.112549 Iteration 45Q: 3 clusters Score -336106 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -336108.125000 Penalty: 2654.112549 Iteration 46Q: 3 clusters Score -336108.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -336110.562500 Penalty: 2654.112549 Iteration 47Q: 3 clusters Score -336110.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -336111.625000 Penalty: 2654.112549 Iteration 48Q: 3 clusters Score -336111.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -336111.593750 Penalty: 2654.112549 Iteration 49Q: 3 clusters Score -336111.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -336112.437500 Penalty: 2654.112549 Iteration 50Q: 3 clusters Score -336112.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -336112.437500 Penalty: 2654.112549 Iteration 51F: 3 clusters Score -336112.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (8531 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8531 members Entering Unmasked Estep Score: -816501.812500 Penalty: 1470.862549 Iteration 0F: 2 clusters Score -816501.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -810335.250000 Penalty: 2941.725098 Iteration 0F: 3 clusters Score -810335.2 nChanged 3581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4863 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -812545.875000 Penalty: 2941.725098 Iteration 1F: 3 clusters Score -812545.9 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -813103.875000 Penalty: 2941.725098 Iteration 2F: 3 clusters Score -813103.9 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5543 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -813632.687500 Penalty: 2941.725098 Iteration 3F: 3 clusters Score -813632.7 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5881 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -814042.687500 Penalty: 2941.725098 Iteration 4F: 3 clusters Score -814042.7 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6147 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -814312.875000 Penalty: 2941.725098 Iteration 5Q: 3 clusters Score -814312.9 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -814532.500000 Penalty: 2941.725098 Iteration 6Q: 3 clusters Score -814532.5 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6584 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -814669.062500 Penalty: 2941.725098 Iteration 7Q: 3 clusters Score -814669.1 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6755 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -814778.062500 Penalty: 2941.725098 Iteration 8Q: 3 clusters Score -814778.1 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6910 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -814868.187500 Penalty: 2941.725098 Iteration 9Q: 3 clusters Score -814868.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7043 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -814942.375000 Penalty: 2941.725098 Iteration 10Q: 3 clusters Score -814942.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7173 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -815007.000000 Penalty: 2941.725098 Iteration 11Q: 3 clusters Score -815007 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7271 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -815051.250000 Penalty: 2941.725098 Iteration 12Q: 3 clusters Score -815051.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7366 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -815107.062500 Penalty: 2941.725098 Iteration 13Q: 3 clusters Score -815107.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7451 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -815155.312500 Penalty: 2941.725098 Iteration 14Q: 3 clusters Score -815155.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7528 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -815200.312500 Penalty: 2941.725098 Iteration 15Q: 3 clusters Score -815200.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7579 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -815225.562500 Penalty: 2941.725098 Iteration 16Q: 3 clusters Score -815225.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7621 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -815243.125000 Penalty: 2941.725098 Iteration 17Q: 3 clusters Score -815243.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7647 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -815255.312500 Penalty: 2941.725098 Iteration 18Q: 3 clusters Score -815255.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7665 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -815266.375000 Penalty: 2941.725098 Iteration 19Q: 3 clusters Score -815266.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7685 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -815277.625000 Penalty: 2941.725098 Iteration 20F: 3 clusters Score -815277.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7702 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -815284.187500 Penalty: 2941.725098 Iteration 21Q: 3 clusters Score -815284.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7724 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -815297.375000 Penalty: 2941.725098 Iteration 22Q: 3 clusters Score -815297.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7740 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -815304.312500 Penalty: 2941.725098 Iteration 23Q: 3 clusters Score -815304.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7760 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -815313.937500 Penalty: 2941.725098 Iteration 24Q: 3 clusters Score -815313.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7770 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -815318.062500 Penalty: 2941.725098 Iteration 25Q: 3 clusters Score -815318.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7783 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -815320.937500 Penalty: 2941.725098 Iteration 26Q: 3 clusters Score -815320.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7796 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -815327.062500 Penalty: 2941.725098 Iteration 27Q: 3 clusters Score -815327.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7812 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -815335.062500 Penalty: 2941.725098 Iteration 28Q: 3 clusters Score -815335.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7823 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -815340.500000 Penalty: 2941.725098 Iteration 29Q: 3 clusters Score -815340.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7834 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -815344.812500 Penalty: 2941.725098 Iteration 30Q: 3 clusters Score -815344.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7839 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -815347.937500 Penalty: 2941.725098 Iteration 31Q: 3 clusters Score -815347.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7845 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -815347.937500 Penalty: 2941.725098 Iteration 32Q: 3 clusters Score -815347.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7850 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -815348.500000 Penalty: 2941.725098 Iteration 33Q: 3 clusters Score -815348.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7851 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -815349.125000 Penalty: 2941.725098 Iteration 34Q: 3 clusters Score -815349.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7853 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -815349.937500 Penalty: 2941.725098 Iteration 35Q: 3 clusters Score -815349.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7856 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -815351.000000 Penalty: 2941.725098 Iteration 36Q: 3 clusters Score -815351 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7858 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -815353.000000 Penalty: 2941.725098 Iteration 37Q: 3 clusters Score -815353 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7858 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -815353.312500 Penalty: 2941.725098 Iteration 38Q: 3 clusters Score -815353.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7858 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -815353.312500 Penalty: 2941.725098 Iteration 39F: 3 clusters Score -815353.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (14458 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14458 members Entering Unmasked Estep Score: -1344246.750000 Penalty: 1556.588013 Iteration 0F: 2 clusters Score -1344247 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7216 members Mstep: Class 2 contains 7242 members Entering Unmasked Estep Score: -1334187.375000 Penalty: 3113.176025 Iteration 0F: 3 clusters Score -1334187 nChanged 6427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7061 members Mstep: Class 2 contains 7397 members Entering Unmasked Estep Score: -1337686.000000 Penalty: 3113.176025 Iteration 1F: 3 clusters Score -1337686 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6990 members Mstep: Class 2 contains 7468 members Entering Unmasked Estep Score: -1338022.875000 Penalty: 3113.176025 Iteration 2F: 3 clusters Score -1338023 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6912 members Mstep: Class 2 contains 7546 members Entering Unmasked Estep Score: -1338350.000000 Penalty: 3113.176025 Iteration 3F: 3 clusters Score -1338350 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6791 members Mstep: Class 2 contains 7667 members Entering Unmasked Estep Score: -1338710.625000 Penalty: 3113.176025 Iteration 4Q: 3 clusters Score -1338711 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6619 members Mstep: Class 2 contains 7839 members Entering Unmasked Estep Score: -1339192.250000 Penalty: 3113.176025 Iteration 5F: 3 clusters Score -1339192 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6426 members Mstep: Class 2 contains 8032 members Entering Unmasked Estep Score: -1339851.500000 Penalty: 3113.176025 Iteration 6F: 3 clusters Score -1339852 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6281 members Mstep: Class 2 contains 8177 members Entering Unmasked Estep Score: -1340662.125000 Penalty: 3113.176025 Iteration 7F: 3 clusters Score -1340662 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6212 members Mstep: Class 2 contains 8246 members Entering Unmasked Estep Score: -1341399.375000 Penalty: 3113.176025 Iteration 8F: 3 clusters Score -1341399 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6246 members Mstep: Class 2 contains 8212 members Entering Unmasked Estep Score: -1341850.625000 Penalty: 3113.176025 Iteration 9F: 3 clusters Score -1341851 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6313 members Mstep: Class 2 contains 8145 members Entering Unmasked Estep Score: -1342086.500000 Penalty: 3113.176025 Iteration 10Q: 3 clusters Score -1342086 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6414 members Mstep: Class 2 contains 8044 members Entering Unmasked Estep Score: -1342216.375000 Penalty: 3113.176025 Iteration 11Q: 3 clusters Score -1342216 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6520 members Mstep: Class 2 contains 7938 members Entering Unmasked Estep Score: -1342290.750000 Penalty: 3113.176025 Iteration 12Q: 3 clusters Score -1342291 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6635 members Mstep: Class 2 contains 7823 members Entering Unmasked Estep Score: -1342336.000000 Penalty: 3113.176025 Iteration 13Q: 3 clusters Score -1342336 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 7716 members Entering Unmasked Estep Score: -1342374.875000 Penalty: 3113.176025 Iteration 14Q: 3 clusters Score -1342375 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6822 members Mstep: Class 2 contains 7636 members Entering Unmasked Estep Score: -1342399.125000 Penalty: 3113.176025 Iteration 15Q: 3 clusters Score -1342399 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6903 members Mstep: Class 2 contains 7555 members Entering Unmasked Estep Score: -1342419.125000 Penalty: 3113.176025 Iteration 16Q: 3 clusters Score -1342419 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6989 members Mstep: Class 2 contains 7469 members Entering Unmasked Estep Score: -1342437.000000 Penalty: 3113.176025 Iteration 17Q: 3 clusters Score -1342437 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7087 members Mstep: Class 2 contains 7371 members Entering Unmasked Estep Score: -1342455.125000 Penalty: 3113.176025 Iteration 18Q: 3 clusters Score -1342455 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7190 members Mstep: Class 2 contains 7268 members Entering Unmasked Estep Score: -1342470.375000 Penalty: 3113.176025 Iteration 19Q: 3 clusters Score -1342470 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7270 members Mstep: Class 2 contains 7188 members Entering Unmasked Estep Score: -1342491.375000 Penalty: 3113.176025 Iteration 20F: 3 clusters Score -1342491 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7338 members Mstep: Class 2 contains 7120 members Entering Unmasked Estep Score: -1342501.125000 Penalty: 3113.176025 Iteration 21Q: 3 clusters Score -1342501 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7396 members Mstep: Class 2 contains 7062 members Entering Unmasked Estep Score: -1342511.250000 Penalty: 3113.176025 Iteration 22Q: 3 clusters Score -1342511 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7448 members Mstep: Class 2 contains 7010 members Entering Unmasked Estep Score: -1342516.625000 Penalty: 3113.176025 Iteration 23Q: 3 clusters Score -1342517 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7499 members Mstep: Class 2 contains 6959 members Entering Unmasked Estep Score: -1342526.625000 Penalty: 3113.176025 Iteration 24Q: 3 clusters Score -1342527 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7534 members Mstep: Class 2 contains 6924 members Entering Unmasked Estep Score: -1342528.000000 Penalty: 3113.176025 Iteration 25Q: 3 clusters Score -1342528 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7584 members Mstep: Class 2 contains 6874 members Entering Unmasked Estep Score: -1342538.875000 Penalty: 3113.176025 Iteration 26Q: 3 clusters Score -1342539 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7638 members Mstep: Class 2 contains 6820 members Entering Unmasked Estep Score: -1342542.625000 Penalty: 3113.176025 Iteration 27Q: 3 clusters Score -1342543 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7673 members Mstep: Class 2 contains 6785 members Entering Unmasked Estep Score: -1342542.250000 Penalty: 3113.176025 Iteration 28Q: 3 clusters Score -1342542 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7700 members Mstep: Class 2 contains 6758 members Entering Unmasked Estep Score: -1342545.375000 Penalty: 3113.176025 Iteration 29Q: 3 clusters Score -1342545 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7733 members Mstep: Class 2 contains 6725 members Entering Unmasked Estep Score: -1342550.500000 Penalty: 3113.176025 Iteration 30Q: 3 clusters Score -1342550 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7759 members Mstep: Class 2 contains 6699 members Entering Unmasked Estep Score: -1342554.250000 Penalty: 3113.176025 Iteration 31Q: 3 clusters Score -1342554 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7785 members Mstep: Class 2 contains 6673 members Entering Unmasked Estep Score: -1342558.500000 Penalty: 3113.176025 Iteration 32Q: 3 clusters Score -1342558 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7807 members Mstep: Class 2 contains 6651 members Entering Unmasked Estep Score: -1342555.625000 Penalty: 3113.176025 Iteration 33Q: 3 clusters Score -1342556 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7826 members Mstep: Class 2 contains 6632 members Entering Unmasked Estep Score: -1342561.250000 Penalty: 3113.176025 Iteration 34Q: 3 clusters Score -1342561 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7847 members Mstep: Class 2 contains 6611 members Entering Unmasked Estep Score: -1342563.750000 Penalty: 3113.176025 Iteration 35Q: 3 clusters Score -1342564 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7868 members Mstep: Class 2 contains 6590 members Entering Unmasked Estep Score: -1342564.375000 Penalty: 3113.176025 Iteration 36Q: 3 clusters Score -1342564 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7891 members Mstep: Class 2 contains 6567 members Entering Unmasked Estep Score: -1342571.750000 Penalty: 3113.176025 Iteration 37Q: 3 clusters Score -1342572 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7916 members Mstep: Class 2 contains 6542 members Entering Unmasked Estep Score: -1342573.125000 Penalty: 3113.176025 Iteration 38Q: 3 clusters Score -1342573 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7944 members Mstep: Class 2 contains 6514 members Entering Unmasked Estep Score: -1342574.875000 Penalty: 3113.176025 Iteration 39Q: 3 clusters Score -1342575 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7967 members Mstep: Class 2 contains 6491 members Entering Unmasked Estep Score: -1342578.625000 Penalty: 3113.176025 Iteration 40F: 3 clusters Score -1342579 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7984 members Mstep: Class 2 contains 6474 members Entering Unmasked Estep Score: -1342580.625000 Penalty: 3113.176025 Iteration 41Q: 3 clusters Score -1342581 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8005 members Mstep: Class 2 contains 6453 members Entering Unmasked Estep Score: -1342580.250000 Penalty: 3113.176025 Iteration 42Q: 3 clusters Score -1342580 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8027 members Mstep: Class 2 contains 6431 members Entering Unmasked Estep Score: -1342584.750000 Penalty: 3113.176025 Iteration 43Q: 3 clusters Score -1342585 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8046 members Mstep: Class 2 contains 6412 members Entering Unmasked Estep Score: -1342586.500000 Penalty: 3113.176025 Iteration 44Q: 3 clusters Score -1342586 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8067 members Mstep: Class 2 contains 6391 members Entering Unmasked Estep Score: -1342592.125000 Penalty: 3113.176025 Iteration 45Q: 3 clusters Score -1342592 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8080 members Mstep: Class 2 contains 6378 members Entering Unmasked Estep Score: -1342591.875000 Penalty: 3113.176025 Iteration 46Q: 3 clusters Score -1342592 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8091 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -1342591.000000 Penalty: 3113.176025 Iteration 47Q: 3 clusters Score -1342591 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8103 members Mstep: Class 2 contains 6355 members Entering Unmasked Estep Score: -1342591.375000 Penalty: 3113.176025 Iteration 48Q: 3 clusters Score -1342591 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8113 members Mstep: Class 2 contains 6345 members Entering Unmasked Estep Score: -1342590.250000 Penalty: 3113.176025 Iteration 49Q: 3 clusters Score -1342590 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8120 members Mstep: Class 2 contains 6338 members Entering Unmasked Estep Score: -1342593.375000 Penalty: 3113.176025 Iteration 50Q: 3 clusters Score -1342593 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8127 members Mstep: Class 2 contains 6331 members Entering Unmasked Estep Score: -1342592.250000 Penalty: 3113.176025 Iteration 51Q: 3 clusters Score -1342592 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8137 members Mstep: Class 2 contains 6321 members Entering Unmasked Estep Score: -1342596.250000 Penalty: 3113.176025 Iteration 52Q: 3 clusters Score -1342596 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8147 members Mstep: Class 2 contains 6311 members Entering Unmasked Estep Score: -1342596.250000 Penalty: 3113.176025 Iteration 53Q: 3 clusters Score -1342596 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8156 members Mstep: Class 2 contains 6302 members Entering Unmasked Estep Score: -1342600.125000 Penalty: 3113.176025 Iteration 54Q: 3 clusters Score -1342600 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8162 members Mstep: Class 2 contains 6296 members Entering Unmasked Estep Score: -1342597.500000 Penalty: 3113.176025 Iteration 55Q: 3 clusters Score -1342598 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8171 members Mstep: Class 2 contains 6287 members Entering Unmasked Estep Score: -1342599.750000 Penalty: 3113.176025 Iteration 56Q: 3 clusters Score -1342600 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8183 members Mstep: Class 2 contains 6275 members Entering Unmasked Estep Score: -1342594.375000 Penalty: 3113.176025 Iteration 57Q: 3 clusters Score -1342594 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8194 members Mstep: Class 2 contains 6264 members Entering Unmasked Estep Score: -1342597.000000 Penalty: 3113.176025 Iteration 58Q: 3 clusters Score -1342597 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8209 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -1342595.500000 Penalty: 3113.176025 Iteration 59Q: 3 clusters Score -1342596 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8220 members Mstep: Class 2 contains 6238 members Entering Unmasked Estep Score: -1342598.375000 Penalty: 3113.176025 Iteration 60F: 3 clusters Score -1342598 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8232 members Mstep: Class 2 contains 6226 members Entering Unmasked Estep Score: -1342599.250000 Penalty: 3113.176025 Iteration 61Q: 3 clusters Score -1342599 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8248 members Mstep: Class 2 contains 6210 members Entering Unmasked Estep Score: -1342599.500000 Penalty: 3113.176025 Iteration 62Q: 3 clusters Score -1342600 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8268 members Mstep: Class 2 contains 6190 members Entering Unmasked Estep Score: -1342601.250000 Penalty: 3113.176025 Iteration 63Q: 3 clusters Score -1342601 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8290 members Mstep: Class 2 contains 6168 members Entering Unmasked Estep Score: -1342606.375000 Penalty: 3113.176025 Iteration 64Q: 3 clusters Score -1342606 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8313 members Mstep: Class 2 contains 6145 members Entering Unmasked Estep Score: -1342605.875000 Penalty: 3113.176025 Iteration 65Q: 3 clusters Score -1342606 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8331 members Mstep: Class 2 contains 6127 members Entering Unmasked Estep Score: -1342609.750000 Penalty: 3113.176025 Iteration 66Q: 3 clusters Score -1342610 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8347 members Mstep: Class 2 contains 6111 members Entering Unmasked Estep Score: -1342609.500000 Penalty: 3113.176025 Iteration 67Q: 3 clusters Score -1342610 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8361 members Mstep: Class 2 contains 6097 members Entering Unmasked Estep Score: -1342609.250000 Penalty: 3113.176025 Iteration 68Q: 3 clusters Score -1342609 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8375 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -1342610.250000 Penalty: 3113.176025 Iteration 69Q: 3 clusters Score -1342610 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8386 members Mstep: Class 2 contains 6072 members Entering Unmasked Estep Score: -1342613.625000 Penalty: 3113.176025 Iteration 70Q: 3 clusters Score -1342614 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8400 members Mstep: Class 2 contains 6058 members Entering Unmasked Estep Score: -1342615.500000 Penalty: 3113.176025 Iteration 71Q: 3 clusters Score -1342616 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8414 members Mstep: Class 2 contains 6044 members Entering Unmasked Estep Score: -1342616.625000 Penalty: 3113.176025 Iteration 72Q: 3 clusters Score -1342617 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8430 members Mstep: Class 2 contains 6028 members Entering Unmasked Estep Score: -1342617.625000 Penalty: 3113.176025 Iteration 73Q: 3 clusters Score -1342618 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8456 members Mstep: Class 2 contains 6002 members Entering Unmasked Estep Score: -1342618.875000 Penalty: 3113.176025 Iteration 74Q: 3 clusters Score -1342619 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8478 members Mstep: Class 2 contains 5980 members Entering Unmasked Estep Score: -1342620.000000 Penalty: 3113.176025 Iteration 75Q: 3 clusters Score -1342620 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8496 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -1342620.750000 Penalty: 3113.176025 Iteration 76Q: 3 clusters Score -1342621 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8522 members Mstep: Class 2 contains 5936 members Entering Unmasked Estep Score: -1342627.000000 Penalty: 3113.176025 Iteration 77Q: 3 clusters Score -1342627 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8544 members Mstep: Class 2 contains 5914 members Entering Unmasked Estep Score: -1342628.500000 Penalty: 3113.176025 Iteration 78Q: 3 clusters Score -1342628 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8566 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -1342629.625000 Penalty: 3113.176025 Iteration 79Q: 3 clusters Score -1342630 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8584 members Mstep: Class 2 contains 5874 members Entering Unmasked Estep Score: -1342628.875000 Penalty: 3113.176025 Iteration 80F: 3 clusters Score -1342629 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8599 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -1342634.250000 Penalty: 3113.176025 Iteration 81Q: 3 clusters Score -1342634 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8608 members Mstep: Class 2 contains 5850 members Entering Unmasked Estep Score: -1342633.625000 Penalty: 3113.176025 Iteration 82Q: 3 clusters Score -1342634 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8618 members Mstep: Class 2 contains 5840 members Entering Unmasked Estep Score: -1342637.375000 Penalty: 3113.176025 Iteration 83Q: 3 clusters Score -1342637 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8629 members Mstep: Class 2 contains 5829 members Entering Unmasked Estep Score: -1342640.750000 Penalty: 3113.176025 Iteration 84Q: 3 clusters Score -1342641 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8638 members Mstep: Class 2 contains 5820 members Entering Unmasked Estep Score: -1342642.000000 Penalty: 3113.176025 Iteration 85Q: 3 clusters Score -1342642 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8647 members Mstep: Class 2 contains 5811 members Entering Unmasked Estep Score: -1342644.125000 Penalty: 3113.176025 Iteration 86Q: 3 clusters Score -1342644 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8655 members Mstep: Class 2 contains 5803 members Entering Unmasked Estep Score: -1342642.000000 Penalty: 3113.176025 Iteration 87Q: 3 clusters Score -1342642 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8662 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -1342640.875000 Penalty: 3113.176025 Iteration 88Q: 3 clusters Score -1342641 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8668 members Mstep: Class 2 contains 5790 members Entering Unmasked Estep Score: -1342641.375000 Penalty: 3113.176025 Iteration 89Q: 3 clusters Score -1342641 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8671 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -1342639.500000 Penalty: 3113.176025 Iteration 90Q: 3 clusters Score -1342640 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8672 members Mstep: Class 2 contains 5786 members Entering Unmasked Estep Score: -1342640.875000 Penalty: 3113.176025 Iteration 91Q: 3 clusters Score -1342641 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8672 members Mstep: Class 2 contains 5786 members Entering Unmasked Estep Score: -1342640.875000 Penalty: 3113.176025 Iteration 92F: 3 clusters Score -1342641 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1742 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Entering Unmasked Estep Score: -162898.390625 Penalty: 1212.703247 Iteration 0F: 2 clusters Score -162898.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -160952.218750 Penalty: 2425.406494 Iteration 0F: 3 clusters Score -160952.2 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -161347.812500 Penalty: 2425.406494 Iteration 1F: 3 clusters Score -161347.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -161464.562500 Penalty: 2425.406494 Iteration 2F: 3 clusters Score -161464.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -161535.687500 Penalty: 2425.406494 Iteration 3F: 3 clusters Score -161535.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -161582.609375 Penalty: 2425.406494 Iteration 4Q: 3 clusters Score -161582.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -161613.125000 Penalty: 2425.406494 Iteration 5Q: 3 clusters Score -161613.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -161641.390625 Penalty: 2425.406494 Iteration 6Q: 3 clusters Score -161641.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -161656.296875 Penalty: 2425.406494 Iteration 7Q: 3 clusters Score -161656.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -161669.671875 Penalty: 2425.406494 Iteration 8Q: 3 clusters Score -161669.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -161683.468750 Penalty: 2425.406494 Iteration 9Q: 3 clusters Score -161683.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -161690.734375 Penalty: 2425.406494 Iteration 10Q: 3 clusters Score -161690.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -161696.625000 Penalty: 2425.406494 Iteration 11Q: 3 clusters Score -161696.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -161704.515625 Penalty: 2425.406494 Iteration 12Q: 3 clusters Score -161704.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -161712.703125 Penalty: 2425.406494 Iteration 13Q: 3 clusters Score -161712.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -161723.031250 Penalty: 2425.406494 Iteration 14Q: 3 clusters Score -161723 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -161730.031250 Penalty: 2425.406494 Iteration 15Q: 3 clusters Score -161730 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -161740.796875 Penalty: 2425.406494 Iteration 16Q: 3 clusters Score -161740.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -161750.250000 Penalty: 2425.406494 Iteration 17Q: 3 clusters Score -161750.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -161759.468750 Penalty: 2425.406494 Iteration 18Q: 3 clusters Score -161759.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -161767.187500 Penalty: 2425.406494 Iteration 19Q: 3 clusters Score -161767.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -161772.765625 Penalty: 2425.406494 Iteration 20F: 3 clusters Score -161772.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -161777.109375 Penalty: 2425.406494 Iteration 21Q: 3 clusters Score -161777.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -161782.906250 Penalty: 2425.406494 Iteration 22Q: 3 clusters Score -161782.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -161787.734375 Penalty: 2425.406494 Iteration 23Q: 3 clusters Score -161787.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -161793.890625 Penalty: 2425.406494 Iteration 24Q: 3 clusters Score -161793.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -161796.500000 Penalty: 2425.406494 Iteration 25Q: 3 clusters Score -161796.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -161797.625000 Penalty: 2425.406494 Iteration 26Q: 3 clusters Score -161797.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -161798.296875 Penalty: 2425.406494 Iteration 27Q: 3 clusters Score -161798.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -161799.218750 Penalty: 2425.406494 Iteration 28Q: 3 clusters Score -161799.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -161799.765625 Penalty: 2425.406494 Iteration 29Q: 3 clusters Score -161799.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -161800.046875 Penalty: 2425.406494 Iteration 30Q: 3 clusters Score -161800 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -161800.750000 Penalty: 2425.406494 Iteration 31Q: 3 clusters Score -161800.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -161803.390625 Penalty: 2425.406494 Iteration 32Q: 3 clusters Score -161803.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -161807.312500 Penalty: 2425.406494 Iteration 33Q: 3 clusters Score -161807.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -161810.046875 Penalty: 2425.406494 Iteration 34Q: 3 clusters Score -161810 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -161814.109375 Penalty: 2425.406494 Iteration 35Q: 3 clusters Score -161814.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -161816.421875 Penalty: 2425.406494 Iteration 36Q: 3 clusters Score -161816.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -161819.281250 Penalty: 2425.406494 Iteration 37Q: 3 clusters Score -161819.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -161820.468750 Penalty: 2425.406494 Iteration 38Q: 3 clusters Score -161820.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -161821.828125 Penalty: 2425.406494 Iteration 39Q: 3 clusters Score -161821.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -161826.500000 Penalty: 2425.406494 Iteration 40F: 3 clusters Score -161826.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -161831.796875 Penalty: 2425.406494 Iteration 41Q: 3 clusters Score -161831.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -161835.578125 Penalty: 2425.406494 Iteration 42Q: 3 clusters Score -161835.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -161836.203125 Penalty: 2425.406494 Iteration 43Q: 3 clusters Score -161836.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -161836.843750 Penalty: 2425.406494 Iteration 44Q: 3 clusters Score -161836.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -161836.843750 Penalty: 2425.406494 Iteration 45F: 3 clusters Score -161836.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1013 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Entering Unmasked Estep Score: -97564.062500 Penalty: 1124.609131 Iteration 0F: 2 clusters Score -97564.06 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -96092.132812 Penalty: 2249.218262 Iteration 0F: 3 clusters Score -96092.13 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -96338.328125 Penalty: 2249.218262 Iteration 1F: 3 clusters Score -96338.33 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -96415.070312 Penalty: 2249.218262 Iteration 2F: 3 clusters Score -96415.07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -96440.148438 Penalty: 2249.218262 Iteration 3Q: 3 clusters Score -96440.15 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -96458.507812 Penalty: 2249.218262 Iteration 4Q: 3 clusters Score -96458.51 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -96470.546875 Penalty: 2249.218262 Iteration 5Q: 3 clusters Score -96470.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -96480.375000 Penalty: 2249.218262 Iteration 6Q: 3 clusters Score -96480.38 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -96495.859375 Penalty: 2249.218262 Iteration 7Q: 3 clusters Score -96495.86 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -96508.804688 Penalty: 2249.218262 Iteration 8Q: 3 clusters Score -96508.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -96522.250000 Penalty: 2249.218262 Iteration 9Q: 3 clusters Score -96522.25 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -96536.875000 Penalty: 2249.218262 Iteration 10Q: 3 clusters Score -96536.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -96551.585938 Penalty: 2249.218262 Iteration 11Q: 3 clusters Score -96551.59 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -96560.750000 Penalty: 2249.218262 Iteration 12Q: 3 clusters Score -96560.75 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -96566.578125 Penalty: 2249.218262 Iteration 13Q: 3 clusters Score -96566.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -96572.867188 Penalty: 2249.218262 Iteration 14Q: 3 clusters Score -96572.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -96577.140625 Penalty: 2249.218262 Iteration 15Q: 3 clusters Score -96577.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -96580.585938 Penalty: 2249.218262 Iteration 16Q: 3 clusters Score -96580.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -96584.296875 Penalty: 2249.218262 Iteration 17Q: 3 clusters Score -96584.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -96589.929688 Penalty: 2249.218262 Iteration 18Q: 3 clusters Score -96589.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -96593.773438 Penalty: 2249.218262 Iteration 19Q: 3 clusters Score -96593.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -96597.789062 Penalty: 2249.218262 Iteration 20F: 3 clusters Score -96597.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -96603.382812 Penalty: 2249.218262 Iteration 21Q: 3 clusters Score -96603.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -96605.757812 Penalty: 2249.218262 Iteration 22Q: 3 clusters Score -96605.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -96606.445312 Penalty: 2249.218262 Iteration 23Q: 3 clusters Score -96606.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -96606.445312 Penalty: 2249.218262 Iteration 24F: 3 clusters Score -96606.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (5187 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Entering Unmasked Estep Score: -483056.375000 Penalty: 1390.010620 Iteration 0F: 2 clusters Score -483056.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -478915.750000 Penalty: 2780.021240 Iteration 0F: 3 clusters Score -478915.8 nChanged 2087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -480118.218750 Penalty: 2780.021240 Iteration 1F: 3 clusters Score -480118.2 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -480408.312500 Penalty: 2780.021240 Iteration 2F: 3 clusters Score -480408.3 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -480644.531250 Penalty: 2780.021240 Iteration 3F: 3 clusters Score -480644.5 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -480846.781250 Penalty: 2780.021240 Iteration 4F: 3 clusters Score -480846.8 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -481035.625000 Penalty: 2780.021240 Iteration 5F: 3 clusters Score -481035.6 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -481203.718750 Penalty: 2780.021240 Iteration 6Q: 3 clusters Score -481203.7 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -481326.093750 Penalty: 2780.021240 Iteration 7Q: 3 clusters Score -481326.1 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -481446.250000 Penalty: 2780.021240 Iteration 8Q: 3 clusters Score -481446.2 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -481536.000000 Penalty: 2780.021240 Iteration 9Q: 3 clusters Score -481536 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -481592.062500 Penalty: 2780.021240 Iteration 10Q: 3 clusters Score -481592.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -481632.656250 Penalty: 2780.021240 Iteration 11Q: 3 clusters Score -481632.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -481664.093750 Penalty: 2780.021240 Iteration 12Q: 3 clusters Score -481664.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -481688.062500 Penalty: 2780.021240 Iteration 13Q: 3 clusters Score -481688.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -481706.281250 Penalty: 2780.021240 Iteration 14Q: 3 clusters Score -481706.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -481717.656250 Penalty: 2780.021240 Iteration 15Q: 3 clusters Score -481717.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -481733.375000 Penalty: 2780.021240 Iteration 16Q: 3 clusters Score -481733.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -481745.218750 Penalty: 2780.021240 Iteration 17Q: 3 clusters Score -481745.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -481754.531250 Penalty: 2780.021240 Iteration 18Q: 3 clusters Score -481754.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -481763.531250 Penalty: 2780.021240 Iteration 19Q: 3 clusters Score -481763.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -481772.125000 Penalty: 2780.021240 Iteration 20F: 3 clusters Score -481772.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -481777.437500 Penalty: 2780.021240 Iteration 21Q: 3 clusters Score -481777.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -481780.937500 Penalty: 2780.021240 Iteration 22Q: 3 clusters Score -481780.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -481784.000000 Penalty: 2780.021240 Iteration 23Q: 3 clusters Score -481784 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -481785.750000 Penalty: 2780.021240 Iteration 24Q: 3 clusters Score -481785.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -481789.031250 Penalty: 2780.021240 Iteration 25Q: 3 clusters Score -481789 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -481791.312500 Penalty: 2780.021240 Iteration 26Q: 3 clusters Score -481791.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -481790.750000 Penalty: 2780.021240 Iteration 27Q: 3 clusters Score -481790.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -481792.875000 Penalty: 2780.021240 Iteration 28Q: 3 clusters Score -481792.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -481792.906250 Penalty: 2780.021240 Iteration 29Q: 3 clusters Score -481792.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -481793.343750 Penalty: 2780.021240 Iteration 30Q: 3 clusters Score -481793.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -481794.375000 Penalty: 2780.021240 Iteration 31Q: 3 clusters Score -481794.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -481794.406250 Penalty: 2780.021240 Iteration 32Q: 3 clusters Score -481794.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -481794.875000 Penalty: 2780.021240 Iteration 33Q: 3 clusters Score -481794.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -481794.406250 Penalty: 2780.021240 Iteration 34Q: 3 clusters Score -481794.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -481795.468750 Penalty: 2780.021240 Iteration 35Q: 3 clusters Score -481795.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -481796.656250 Penalty: 2780.021240 Iteration 36Q: 3 clusters Score -481796.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -481796.218750 Penalty: 2780.021240 Iteration 37Q: 3 clusters Score -481796.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -481796.937500 Penalty: 2780.021240 Iteration 38Q: 3 clusters Score -481796.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -481797.593750 Penalty: 2780.021240 Iteration 39Q: 3 clusters Score -481797.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -481797.500000 Penalty: 2780.021240 Iteration 40F: 3 clusters Score -481797.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -481797.562500 Penalty: 2780.021240 Iteration 41Q: 3 clusters Score -481797.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -481797.812500 Penalty: 2780.021240 Iteration 42Q: 3 clusters Score -481797.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -481798.781250 Penalty: 2780.021240 Iteration 43Q: 3 clusters Score -481798.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -481798.343750 Penalty: 2780.021240 Iteration 44Q: 3 clusters Score -481798.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -481798.343750 Penalty: 2780.021240 Iteration 45F: 3 clusters Score -481798.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1759 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Entering Unmasked Estep Score: -154078.343750 Penalty: 1214.281372 Iteration 0F: 2 clusters Score -154078.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -152118.265625 Penalty: 2428.562744 Iteration 0F: 3 clusters Score -152118.3 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -152534.765625 Penalty: 2428.562744 Iteration 1F: 3 clusters Score -152534.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -152656.125000 Penalty: 2428.562744 Iteration 2F: 3 clusters Score -152656.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -152714.640625 Penalty: 2428.562744 Iteration 3Q: 3 clusters Score -152714.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -152767.593750 Penalty: 2428.562744 Iteration 4Q: 3 clusters Score -152767.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -152850.546875 Penalty: 2428.562744 Iteration 5Q: 3 clusters Score -152850.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -152980.062500 Penalty: 2428.562744 Iteration 6Q: 3 clusters Score -152980.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -153179.609375 Penalty: 2428.562744 Iteration 7Q: 3 clusters Score -153179.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -153367.515625 Penalty: 2428.562744 Iteration 8F: 3 clusters Score -153367.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -153587.343750 Penalty: 2428.562744 Iteration 9F: 3 clusters Score -153587.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -153707.656250 Penalty: 2428.562744 Iteration 10F: 3 clusters Score -153707.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -153792.328125 Penalty: 2428.562744 Iteration 11Q: 3 clusters Score -153792.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -153827.468750 Penalty: 2428.562744 Iteration 12Q: 3 clusters Score -153827.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -153841.328125 Penalty: 2428.562744 Iteration 13Q: 3 clusters Score -153841.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -153844.906250 Penalty: 2428.562744 Iteration 14Q: 3 clusters Score -153844.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -153848.187500 Penalty: 2428.562744 Iteration 15Q: 3 clusters Score -153848.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -153848.625000 Penalty: 2428.562744 Iteration 16Q: 3 clusters Score -153848.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -153848.625000 Penalty: 2428.562744 Iteration 17F: 3 clusters Score -153848.6 nChanged 0 --- Evaluating fit on full set of 237954 points --- Entering Unmasked Estep Score: -21790934.000000 Penalty: 48281.347656 21->25 Clusters: Score -21790934.000000, best is -21785028.000000 THE BEST YET! Starting from 22 clusters... Entering ConstructFrom: --- Running on subset of 79318 points --- Entering CEM Assigned 22 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 3867 members Mstep: Class 3 contains 3775 members Mstep: Class 4 contains 3730 members Mstep: Class 5 contains 3791 members Mstep: Class 6 contains 3713 members Mstep: Class 7 contains 3817 members Mstep: Class 8 contains 3748 members Mstep: Class 9 contains 3851 members Mstep: Class 10 contains 3765 members Mstep: Class 11 contains 3753 members Mstep: Class 12 contains 3734 members Mstep: Class 13 contains 3816 members Mstep: Class 14 contains 3769 members Mstep: Class 15 contains 3768 members Mstep: Class 16 contains 3776 members Mstep: Class 17 contains 3760 members Mstep: Class 18 contains 3779 members Mstep: Class 19 contains 3826 members Mstep: Class 20 contains 3748 members Mstep: Class 21 contains 3779 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 248.164581 but Gain 1833.199219 Score: -6613386.000000 Penalty: 36663.964844 Iteration 0F: 21 clusters Score -6613386 nChanged 73962 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 2 contains 5326 members Mstep: Class 3 contains 3026 members Mstep: Class 4 contains 2378 members Mstep: Class 5 contains 4191 members Mstep: Class 6 contains 5254 members Mstep: Class 7 contains 5185 members Mstep: Class 8 contains 3317 members Mstep: Class 9 contains 4874 members Mstep: Class 10 contains 3516 members Mstep: Class 11 contains 3245 members Mstep: Class 12 contains 2570 members Mstep: Class 13 contains 2055 members Mstep: Class 14 contains 4829 members Mstep: Class 15 contains 2966 members Mstep: Class 16 contains 5029 members Mstep: Class 17 contains 3281 members Mstep: Class 18 contains 3117 members Mstep: Class 19 contains 3892 members Mstep: Class 20 contains 6209 members Mstep: Class 21 contains 5035 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 1815.193604 but Gain 1833.195312 Score: -6897518.000000 Penalty: 34830.769531 Iteration 1F: 20 clusters Score -6897518 nChanged 35806 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 2 contains 3266 members Mstep: Class 3 contains 1919 members Mstep: Class 5 contains 5956 members Mstep: Class 6 contains 3496 members Mstep: Class 7 contains 9052 members Mstep: Class 8 contains 2444 members Mstep: Class 9 contains 4714 members Mstep: Class 10 contains 5155 members Mstep: Class 11 contains 3383 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 1579 members Mstep: Class 14 contains 5826 members Mstep: Class 15 contains 2378 members Mstep: Class 16 contains 6362 members Mstep: Class 17 contains 2750 members Mstep: Class 18 contains 2807 members Mstep: Class 19 contains 4838 members Mstep: Class 20 contains 7602 members Mstep: Class 21 contains 3452 members Entering Unmasked Estep ConsiderDeletion Score: -7034036.500000 Penalty: 34830.769531 Iteration 2F: 20 clusters Score -7034036 nChanged 22639 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 2 contains 2134 members Mstep: Class 3 contains 1458 members Mstep: Class 5 contains 7510 members Mstep: Class 6 contains 2666 members Mstep: Class 7 contains 11211 members Mstep: Class 8 contains 1778 members Mstep: Class 9 contains 4370 members Mstep: Class 10 contains 5249 members Mstep: Class 11 contains 3422 members Mstep: Class 12 contains 2096 members Mstep: Class 13 contains 1354 members Mstep: Class 14 contains 6252 members Mstep: Class 15 contains 1644 members Mstep: Class 16 contains 7840 members Mstep: Class 17 contains 2314 members Mstep: Class 18 contains 2998 members Mstep: Class 19 contains 5568 members Mstep: Class 20 contains 6280 members Mstep: Class 21 contains 3161 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 1439.157349 but Gain 1833.199219 Score: -7101468.000000 Penalty: 32997.570312 Iteration 3F: 19 clusters Score -7101468 nChanged 16194 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 2 contains 1434 members Mstep: Class 3 contains 1320 members Mstep: Class 5 contains 9120 members Mstep: Class 6 contains 2561 members Mstep: Class 7 contains 10441 members Mstep: Class 8 contains 1456 members Mstep: Class 9 contains 5933 members Mstep: Class 10 contains 5156 members Mstep: Class 11 contains 3616 members Mstep: Class 12 contains 1657 members Mstep: Class 13 contains 1332 members Mstep: Class 14 contains 7458 members Mstep: Class 16 contains 8508 members Mstep: Class 17 contains 1983 members Mstep: Class 18 contains 3264 members Mstep: Class 19 contains 5774 members Mstep: Class 20 contains 5574 members Mstep: Class 21 contains 2721 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 1539.313843 but Gain 1833.199219 Score: -7143885.500000 Penalty: 31164.371094 Iteration 4F: 18 clusters Score -7143886 nChanged 12016 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 3 contains 1279 members Mstep: Class 5 contains 10476 members Mstep: Class 6 contains 2764 members Mstep: Class 7 contains 8727 members Mstep: Class 8 contains 1414 members Mstep: Class 9 contains 8048 members Mstep: Class 10 contains 4668 members Mstep: Class 11 contains 4099 members Mstep: Class 12 contains 1261 members Mstep: Class 13 contains 1341 members Mstep: Class 14 contains 7690 members Mstep: Class 16 contains 9369 members Mstep: Class 17 contains 1399 members Mstep: Class 18 contains 3405 members Mstep: Class 19 contains 5553 members Mstep: Class 20 contains 5348 members Mstep: Class 21 contains 2467 members Entering Unmasked Estep ConsiderDeletion Score: -7168816.500000 Penalty: 31164.371094 Iteration 5F: 18 clusters Score -7168816 nChanged 7228 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 3 contains 1313 members Mstep: Class 5 contains 11509 members Mstep: Class 6 contains 2720 members Mstep: Class 7 contains 8088 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 8965 members Mstep: Class 10 contains 3854 members Mstep: Class 11 contains 4182 members Mstep: Class 12 contains 1053 members Mstep: Class 13 contains 1342 members Mstep: Class 14 contains 7738 members Mstep: Class 16 contains 9747 members Mstep: Class 17 contains 1074 members Mstep: Class 18 contains 3405 members Mstep: Class 19 contains 5157 members Mstep: Class 20 contains 5290 members Mstep: Class 21 contains 2418 members Entering Unmasked Estep ConsiderDeletion Score: -7185039.000000 Penalty: 31164.371094 Iteration 6F: 18 clusters Score -7185039 nChanged 5342 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 3 contains 1545 members Mstep: Class 5 contains 12181 members Mstep: Class 6 contains 2622 members Mstep: Class 7 contains 8370 members Mstep: Class 8 contains 1550 members Mstep: Class 9 contains 9194 members Mstep: Class 10 contains 2890 members Mstep: Class 11 contains 4428 members Mstep: Class 12 contains 892 members Mstep: Class 13 contains 1381 members Mstep: Class 14 contains 7670 members Mstep: Class 16 contains 9808 members Mstep: Class 17 contains 1119 members Mstep: Class 18 contains 3330 members Mstep: Class 19 contains 4879 members Mstep: Class 20 contains 5040 members Mstep: Class 21 contains 2408 members Entering Unmasked Estep ConsiderDeletion Score: -7198253.000000 Penalty: 31164.371094 Iteration 7F: 18 clusters Score -7198253 nChanged 4161 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 3 contains 1611 members Mstep: Class 5 contains 12990 members Mstep: Class 6 contains 2564 members Mstep: Class 7 contains 8634 members Mstep: Class 8 contains 1648 members Mstep: Class 9 contains 9297 members Mstep: Class 10 contains 2194 members Mstep: Class 11 contains 4607 members Mstep: Class 12 contains 763 members Mstep: Class 13 contains 1420 members Mstep: Class 14 contains 7358 members Mstep: Class 16 contains 9825 members Mstep: Class 17 contains 1282 members Mstep: Class 18 contains 3229 members Mstep: Class 19 contains 4709 members Mstep: Class 20 contains 4740 members Mstep: Class 21 contains 2435 members Entering Unmasked Estep ConsiderDeletion Score: -7207364.000000 Penalty: 31164.371094 Iteration 8F: 18 clusters Score -7207364 nChanged 2946 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 3 contains 1548 members Mstep: Class 5 contains 13864 members Mstep: Class 6 contains 2490 members Mstep: Class 7 contains 8713 members Mstep: Class 8 contains 1704 members Mstep: Class 9 contains 9380 members Mstep: Class 10 contains 1836 members Mstep: Class 11 contains 4666 members Mstep: Class 12 contains 671 members Mstep: Class 13 contains 1451 members Mstep: Class 14 contains 6996 members Mstep: Class 16 contains 9833 members Mstep: Class 17 contains 1354 members Mstep: Class 18 contains 3146 members Mstep: Class 19 contains 4627 members Mstep: Class 20 contains 4501 members Mstep: Class 21 contains 2528 members Entering Unmasked Estep ConsiderDeletion Score: -7210720.500000 Penalty: 31164.371094 Iteration 9Q: 18 clusters Score -7210720 nChanged 1863 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 1485 members Mstep: Class 5 contains 14250 members Mstep: Class 6 contains 2448 members Mstep: Class 7 contains 8720 members Mstep: Class 8 contains 1768 members Mstep: Class 9 contains 9456 members Mstep: Class 10 contains 1718 members Mstep: Class 11 contains 4691 members Mstep: Class 12 contains 613 members Mstep: Class 13 contains 1469 members Mstep: Class 14 contains 6862 members Mstep: Class 16 contains 9846 members Mstep: Class 17 contains 1418 members Mstep: Class 18 contains 3077 members Mstep: Class 19 contains 4581 members Mstep: Class 20 contains 4312 members Mstep: Class 21 contains 2595 members Entering Unmasked Estep ConsiderDeletion Score: -7212958.000000 Penalty: 31164.371094 Iteration 10Q: 18 clusters Score -7212958 nChanged 1372 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 1416 members Mstep: Class 5 contains 14437 members Mstep: Class 6 contains 2427 members Mstep: Class 7 contains 8670 members Mstep: Class 8 contains 1847 members Mstep: Class 9 contains 9532 members Mstep: Class 10 contains 1706 members Mstep: Class 11 contains 4696 members Mstep: Class 12 contains 594 members Mstep: Class 13 contains 1480 members Mstep: Class 14 contains 6817 members Mstep: Class 16 contains 9865 members Mstep: Class 17 contains 1470 members Mstep: Class 18 contains 3049 members Mstep: Class 19 contains 4563 members Mstep: Class 20 contains 4133 members Mstep: Class 21 contains 2607 members Entering Unmasked Estep ConsiderDeletion Score: -7214080.500000 Penalty: 31164.371094 Iteration 11Q: 18 clusters Score -7214080 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 1346 members Mstep: Class 5 contains 14492 members Mstep: Class 6 contains 2416 members Mstep: Class 7 contains 8597 members Mstep: Class 8 contains 1931 members Mstep: Class 9 contains 9624 members Mstep: Class 10 contains 1756 members Mstep: Class 11 contains 4667 members Mstep: Class 12 contains 583 members Mstep: Class 13 contains 1484 members Mstep: Class 14 contains 6867 members Mstep: Class 16 contains 9900 members Mstep: Class 17 contains 1491 members Mstep: Class 18 contains 3030 members Mstep: Class 19 contains 4568 members Mstep: Class 20 contains 3956 members Mstep: Class 21 contains 2601 members Entering Unmasked Estep ConsiderDeletion Score: -7215079.000000 Penalty: 31164.371094 Iteration 12Q: 18 clusters Score -7215079 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 1279 members Mstep: Class 5 contains 14468 members Mstep: Class 6 contains 2411 members Mstep: Class 7 contains 8535 members Mstep: Class 8 contains 1988 members Mstep: Class 9 contains 9721 members Mstep: Class 10 contains 1801 members Mstep: Class 11 contains 4624 members Mstep: Class 12 contains 576 members Mstep: Class 13 contains 1491 members Mstep: Class 14 contains 6985 members Mstep: Class 16 contains 9926 members Mstep: Class 17 contains 1526 members Mstep: Class 18 contains 3023 members Mstep: Class 19 contains 4577 members Mstep: Class 20 contains 3802 members Mstep: Class 21 contains 2576 members Entering Unmasked Estep ConsiderDeletion Score: -7216275.000000 Penalty: 31164.371094 Iteration 13Q: 18 clusters Score -7216275 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 1323 members Mstep: Class 5 contains 14396 members Mstep: Class 6 contains 2408 members Mstep: Class 7 contains 8485 members Mstep: Class 8 contains 2031 members Mstep: Class 9 contains 9807 members Mstep: Class 10 contains 1842 members Mstep: Class 11 contains 4561 members Mstep: Class 12 contains 567 members Mstep: Class 13 contains 1497 members Mstep: Class 14 contains 7113 members Mstep: Class 16 contains 9950 members Mstep: Class 17 contains 1526 members Mstep: Class 18 contains 3023 members Mstep: Class 19 contains 4579 members Mstep: Class 20 contains 3669 members Mstep: Class 21 contains 2532 members Entering Unmasked Estep ConsiderDeletion Score: -7217839.500000 Penalty: 31164.371094 Iteration 14Q: 18 clusters Score -7217840 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 1495 members Mstep: Class 5 contains 14284 members Mstep: Class 6 contains 2405 members Mstep: Class 7 contains 8463 members Mstep: Class 8 contains 2084 members Mstep: Class 9 contains 9886 members Mstep: Class 10 contains 1861 members Mstep: Class 11 contains 4508 members Mstep: Class 12 contains 561 members Mstep: Class 13 contains 1505 members Mstep: Class 14 contains 7237 members Mstep: Class 16 contains 9981 members Mstep: Class 17 contains 1407 members Mstep: Class 18 contains 3016 members Mstep: Class 19 contains 4581 members Mstep: Class 20 contains 3539 members Mstep: Class 21 contains 2496 members Entering Unmasked Estep ConsiderDeletion Score: -7218533.000000 Penalty: 31164.371094 Iteration 15Q: 18 clusters Score -7218533 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 1634 members Mstep: Class 5 contains 14158 members Mstep: Class 6 contains 2401 members Mstep: Class 7 contains 8447 members Mstep: Class 8 contains 2142 members Mstep: Class 9 contains 9985 members Mstep: Class 10 contains 1875 members Mstep: Class 11 contains 4479 members Mstep: Class 12 contains 559 members Mstep: Class 13 contains 1516 members Mstep: Class 14 contains 7368 members Mstep: Class 16 contains 9998 members Mstep: Class 17 contains 1334 members Mstep: Class 18 contains 3010 members Mstep: Class 19 contains 4588 members Mstep: Class 20 contains 3369 members Mstep: Class 21 contains 2446 members Entering Unmasked Estep ConsiderDeletion Score: -7219045.000000 Penalty: 31164.371094 Iteration 16Q: 18 clusters Score -7219045 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 1736 members Mstep: Class 5 contains 14063 members Mstep: Class 6 contains 2400 members Mstep: Class 7 contains 8433 members Mstep: Class 8 contains 2200 members Mstep: Class 9 contains 10113 members Mstep: Class 10 contains 1889 members Mstep: Class 11 contains 4454 members Mstep: Class 12 contains 554 members Mstep: Class 13 contains 1531 members Mstep: Class 14 contains 7468 members Mstep: Class 16 contains 10017 members Mstep: Class 17 contains 1316 members Mstep: Class 18 contains 3005 members Mstep: Class 19 contains 4593 members Mstep: Class 20 contains 3176 members Mstep: Class 21 contains 2361 members Entering Unmasked Estep ConsiderDeletion Score: -7219468.000000 Penalty: 31164.371094 Iteration 17Q: 18 clusters Score -7219468 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 1806 members Mstep: Class 5 contains 13998 members Mstep: Class 6 contains 2401 members Mstep: Class 7 contains 8427 members Mstep: Class 8 contains 2254 members Mstep: Class 9 contains 10236 members Mstep: Class 10 contains 1892 members Mstep: Class 11 contains 4440 members Mstep: Class 12 contains 553 members Mstep: Class 13 contains 1544 members Mstep: Class 14 contains 7534 members Mstep: Class 16 contains 10024 members Mstep: Class 17 contains 1334 members Mstep: Class 18 contains 2996 members Mstep: Class 19 contains 4593 members Mstep: Class 20 contains 2987 members Mstep: Class 21 contains 2290 members Entering Unmasked Estep ConsiderDeletion Score: -7219801.000000 Penalty: 31164.371094 Iteration 18Q: 18 clusters Score -7219801 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 1865 members Mstep: Class 5 contains 13940 members Mstep: Class 6 contains 2401 members Mstep: Class 7 contains 8428 members Mstep: Class 8 contains 2303 members Mstep: Class 9 contains 10381 members Mstep: Class 10 contains 1889 members Mstep: Class 11 contains 4432 members Mstep: Class 12 contains 551 members Mstep: Class 13 contains 1554 members Mstep: Class 14 contains 7589 members Mstep: Class 16 contains 10033 members Mstep: Class 17 contains 1333 members Mstep: Class 18 contains 2988 members Mstep: Class 19 contains 4596 members Mstep: Class 20 contains 2782 members Mstep: Class 21 contains 2244 members Entering Unmasked Estep ConsiderDeletion Score: -7220081.500000 Penalty: 31164.371094 Iteration 19Q: 18 clusters Score -7220082 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 1906 members Mstep: Class 5 contains 13882 members Mstep: Class 6 contains 2401 members Mstep: Class 7 contains 8432 members Mstep: Class 8 contains 2354 members Mstep: Class 9 contains 10515 members Mstep: Class 10 contains 1883 members Mstep: Class 11 contains 4413 members Mstep: Class 12 contains 551 members Mstep: Class 13 contains 1557 members Mstep: Class 14 contains 7643 members Mstep: Class 16 contains 10037 members Mstep: Class 17 contains 1347 members Mstep: Class 18 contains 2983 members Mstep: Class 19 contains 4600 members Mstep: Class 20 contains 2598 members Mstep: Class 21 contains 2207 members Entering Unmasked Estep ConsiderDeletion Score: -7220610.500000 Penalty: 31164.371094 Iteration 20F: 18 clusters Score -7220610 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 1966 members Mstep: Class 5 contains 13837 members Mstep: Class 6 contains 2400 members Mstep: Class 7 contains 8432 members Mstep: Class 8 contains 2404 members Mstep: Class 9 contains 10640 members Mstep: Class 10 contains 1882 members Mstep: Class 11 contains 4375 members Mstep: Class 12 contains 551 members Mstep: Class 13 contains 1562 members Mstep: Class 14 contains 7686 members Mstep: Class 16 contains 10042 members Mstep: Class 17 contains 1397 members Mstep: Class 18 contains 2974 members Mstep: Class 19 contains 4600 members Mstep: Class 20 contains 2414 members Mstep: Class 21 contains 2147 members Entering Unmasked Estep ConsiderDeletion Score: -7221261.000000 Penalty: 31164.371094 Iteration 21Q: 18 clusters Score -7221261 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 2016 members Mstep: Class 5 contains 13807 members Mstep: Class 6 contains 2402 members Mstep: Class 7 contains 8431 members Mstep: Class 8 contains 2446 members Mstep: Class 9 contains 10767 members Mstep: Class 10 contains 1884 members Mstep: Class 11 contains 4344 members Mstep: Class 12 contains 551 members Mstep: Class 13 contains 1568 members Mstep: Class 14 contains 7725 members Mstep: Class 16 contains 10054 members Mstep: Class 17 contains 1438 members Mstep: Class 18 contains 2972 members Mstep: Class 19 contains 4608 members Mstep: Class 20 contains 2234 members Mstep: Class 21 contains 2062 members Entering Unmasked Estep ConsiderDeletion Score: -7221828.500000 Penalty: 31164.371094 Iteration 22Q: 18 clusters Score -7221828 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 2058 members Mstep: Class 5 contains 13792 members Mstep: Class 6 contains 2404 members Mstep: Class 7 contains 8431 members Mstep: Class 8 contains 2486 members Mstep: Class 9 contains 10901 members Mstep: Class 10 contains 1883 members Mstep: Class 11 contains 4329 members Mstep: Class 12 contains 551 members Mstep: Class 13 contains 1572 members Mstep: Class 14 contains 7753 members Mstep: Class 16 contains 10069 members Mstep: Class 17 contains 1515 members Mstep: Class 18 contains 2969 members Mstep: Class 19 contains 4612 members Mstep: Class 20 contains 2035 members Mstep: Class 21 contains 1949 members Entering Unmasked Estep ConsiderDeletion Score: -7222322.500000 Penalty: 31164.371094 Iteration 23Q: 18 clusters Score -7222322 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 2090 members Mstep: Class 5 contains 13778 members Mstep: Class 6 contains 2405 members Mstep: Class 7 contains 8431 members Mstep: Class 8 contains 2505 members Mstep: Class 9 contains 11072 members Mstep: Class 10 contains 1883 members Mstep: Class 11 contains 4306 members Mstep: Class 12 contains 551 members Mstep: Class 13 contains 1576 members Mstep: Class 14 contains 7780 members Mstep: Class 16 contains 10068 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 2966 members Mstep: Class 19 contains 4621 members Mstep: Class 20 contains 1825 members Mstep: Class 21 contains 1874 members Entering Unmasked Estep ConsiderDeletion Score: -7222678.000000 Penalty: 31164.371094 Iteration 24Q: 18 clusters Score -7222678 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 2121 members Mstep: Class 5 contains 13763 members Mstep: Class 6 contains 2407 members Mstep: Class 7 contains 8431 members Mstep: Class 8 contains 2512 members Mstep: Class 9 contains 11249 members Mstep: Class 10 contains 1883 members Mstep: Class 11 contains 4285 members Mstep: Class 12 contains 552 members Mstep: Class 13 contains 1580 members Mstep: Class 14 contains 7802 members Mstep: Class 16 contains 10070 members Mstep: Class 17 contains 1617 members Mstep: Class 18 contains 2964 members Mstep: Class 19 contains 4627 members Mstep: Class 20 contains 1633 members Mstep: Class 21 contains 1813 members Entering Unmasked Estep ConsiderDeletion Score: -7222915.500000 Penalty: 31164.371094 Iteration 25Q: 18 clusters Score -7222916 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 2136 members Mstep: Class 5 contains 13745 members Mstep: Class 6 contains 2409 members Mstep: Class 7 contains 8431 members Mstep: Class 8 contains 2517 members Mstep: Class 9 contains 11430 members Mstep: Class 10 contains 1883 members Mstep: Class 11 contains 4279 members Mstep: Class 12 contains 552 members Mstep: Class 13 contains 1585 members Mstep: Class 14 contains 7821 members Mstep: Class 16 contains 10068 members Mstep: Class 17 contains 1641 members Mstep: Class 18 contains 2958 members Mstep: Class 19 contains 4632 members Mstep: Class 20 contains 1453 members Mstep: Class 21 contains 1769 members Entering Unmasked Estep ConsiderDeletion Score: -7223198.000000 Penalty: 31164.371094 Iteration 26Q: 18 clusters Score -7223198 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 2139 members Mstep: Class 5 contains 13734 members Mstep: Class 6 contains 2411 members Mstep: Class 7 contains 8431 members Mstep: Class 8 contains 2512 members Mstep: Class 9 contains 11593 members Mstep: Class 10 contains 1883 members Mstep: Class 11 contains 4290 members Mstep: Class 12 contains 552 members Mstep: Class 13 contains 1590 members Mstep: Class 14 contains 7833 members Mstep: Class 16 contains 10064 members Mstep: Class 17 contains 1659 members Mstep: Class 18 contains 2952 members Mstep: Class 19 contains 4639 members Mstep: Class 20 contains 1287 members Mstep: Class 21 contains 1740 members Entering Unmasked Estep ConsiderDeletion Score: -7223388.000000 Penalty: 31164.371094 Iteration 27Q: 18 clusters Score -7223388 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 2142 members Mstep: Class 5 contains 13724 members Mstep: Class 6 contains 2411 members Mstep: Class 7 contains 8431 members Mstep: Class 8 contains 2504 members Mstep: Class 9 contains 11719 members Mstep: Class 10 contains 1883 members Mstep: Class 11 contains 4293 members Mstep: Class 12 contains 552 members Mstep: Class 13 contains 1598 members Mstep: Class 14 contains 7843 members Mstep: Class 16 contains 10061 members Mstep: Class 17 contains 1672 members Mstep: Class 18 contains 2946 members Mstep: Class 19 contains 4644 members Mstep: Class 20 contains 1164 members Mstep: Class 21 contains 1722 members Entering Unmasked Estep ConsiderDeletion Score: -7223554.500000 Penalty: 31164.371094 Iteration 28Q: 18 clusters Score -7223554 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 2144 members Mstep: Class 5 contains 13715 members Mstep: Class 6 contains 2411 members Mstep: Class 7 contains 8431 members Mstep: Class 8 contains 2504 members Mstep: Class 9 contains 11822 members Mstep: Class 10 contains 1883 members Mstep: Class 11 contains 4297 members Mstep: Class 12 contains 552 members Mstep: Class 13 contains 1604 members Mstep: Class 14 contains 7855 members Mstep: Class 16 contains 10057 members Mstep: Class 17 contains 1678 members Mstep: Class 18 contains 2941 members Mstep: Class 19 contains 4648 members Mstep: Class 20 contains 1062 members Mstep: Class 21 contains 1705 members Entering Unmasked Estep ConsiderDeletion Score: -7223637.000000 Penalty: 31164.371094 Iteration 29Q: 18 clusters Score -7223637 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 2144 members Mstep: Class 5 contains 13713 members Mstep: Class 6 contains 2414 members Mstep: Class 7 contains 8431 members Mstep: Class 8 contains 2493 members Mstep: Class 9 contains 11911 members Mstep: Class 10 contains 1883 members Mstep: Class 11 contains 4301 members Mstep: Class 12 contains 552 members Mstep: Class 13 contains 1609 members Mstep: Class 14 contains 7862 members Mstep: Class 16 contains 10053 members Mstep: Class 17 contains 1687 members Mstep: Class 18 contains 2932 members Mstep: Class 19 contains 4648 members Mstep: Class 20 contains 986 members Mstep: Class 21 contains 1690 members Entering Unmasked Estep ConsiderDeletion Score: -7223722.000000 Penalty: 31164.371094 Iteration 30Q: 18 clusters Score -7223722 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 2144 members Mstep: Class 5 contains 13708 members Mstep: Class 6 contains 2414 members Mstep: Class 7 contains 8431 members Mstep: Class 8 contains 2493 members Mstep: Class 9 contains 11972 members Mstep: Class 10 contains 1884 members Mstep: Class 11 contains 4306 members Mstep: Class 12 contains 552 members Mstep: Class 13 contains 1615 members Mstep: Class 14 contains 7869 members Mstep: Class 16 contains 10050 members Mstep: Class 17 contains 1688 members Mstep: Class 18 contains 2923 members Mstep: Class 19 contains 4650 members Mstep: Class 20 contains 932 members Mstep: Class 21 contains 1678 members Entering Unmasked Estep ConsiderDeletion Score: -7223778.000000 Penalty: 31164.371094 Iteration 31Q: 18 clusters Score -7223778 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 2144 members Mstep: Class 5 contains 13701 members Mstep: Class 6 contains 2414 members Mstep: Class 7 contains 8430 members Mstep: Class 8 contains 2492 members Mstep: Class 9 contains 12019 members Mstep: Class 10 contains 1885 members Mstep: Class 11 contains 4310 members Mstep: Class 12 contains 552 members Mstep: Class 13 contains 1620 members Mstep: Class 14 contains 7878 members Mstep: Class 16 contains 10049 members Mstep: Class 17 contains 1690 members Mstep: Class 18 contains 2919 members Mstep: Class 19 contains 4650 members Mstep: Class 20 contains 890 members Mstep: Class 21 contains 1666 members Entering Unmasked Estep ConsiderDeletion Score: -7223805.000000 Penalty: 31164.371094 Iteration 32Q: 18 clusters Score -7223805 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 2145 members Mstep: Class 5 contains 13693 members Mstep: Class 6 contains 2414 members Mstep: Class 7 contains 8429 members Mstep: Class 8 contains 2495 members Mstep: Class 9 contains 12058 members Mstep: Class 10 contains 1884 members Mstep: Class 11 contains 4311 members Mstep: Class 12 contains 552 members Mstep: Class 13 contains 1624 members Mstep: Class 14 contains 7885 members Mstep: Class 16 contains 10050 members Mstep: Class 17 contains 1697 members Mstep: Class 18 contains 2915 members Mstep: Class 19 contains 4650 members Mstep: Class 20 contains 853 members Mstep: Class 21 contains 1654 members Entering Unmasked Estep ConsiderDeletion Score: -7223839.000000 Penalty: 31164.371094 Iteration 33Q: 18 clusters Score -7223839 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 2145 members Mstep: Class 5 contains 13688 members Mstep: Class 6 contains 2414 members Mstep: Class 7 contains 8429 members Mstep: Class 8 contains 2494 members Mstep: Class 9 contains 12094 members Mstep: Class 10 contains 1884 members Mstep: Class 11 contains 4311 members Mstep: Class 12 contains 552 members Mstep: Class 13 contains 1626 members Mstep: Class 14 contains 7890 members Mstep: Class 16 contains 10050 members Mstep: Class 17 contains 1700 members Mstep: Class 18 contains 2911 members Mstep: Class 19 contains 4650 members Mstep: Class 20 contains 826 members Mstep: Class 21 contains 1645 members Entering Unmasked Estep ConsiderDeletion Score: -7223862.500000 Penalty: 31164.371094 Iteration 34Q: 18 clusters Score -7223862 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 2145 members Mstep: Class 5 contains 13685 members Mstep: Class 6 contains 2414 members Mstep: Class 7 contains 8429 members Mstep: Class 8 contains 2492 members Mstep: Class 9 contains 12120 members Mstep: Class 10 contains 1884 members Mstep: Class 11 contains 4311 members Mstep: Class 12 contains 552 members Mstep: Class 13 contains 1627 members Mstep: Class 14 contains 7894 members Mstep: Class 16 contains 10049 members Mstep: Class 17 contains 1705 members Mstep: Class 18 contains 2906 members Mstep: Class 19 contains 4651 members Mstep: Class 20 contains 806 members Mstep: Class 21 contains 1639 members Entering Unmasked Estep ConsiderDeletion Score: -7223889.000000 Penalty: 31164.371094 Iteration 35Q: 18 clusters Score -7223889 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 2145 members Mstep: Class 5 contains 13683 members Mstep: Class 6 contains 2413 members Mstep: Class 7 contains 8429 members Mstep: Class 8 contains 2496 members Mstep: Class 9 contains 12138 members Mstep: Class 10 contains 1884 members Mstep: Class 11 contains 4311 members Mstep: Class 12 contains 552 members Mstep: Class 13 contains 1633 members Mstep: Class 14 contains 7895 members Mstep: Class 16 contains 10049 members Mstep: Class 17 contains 1710 members Mstep: Class 18 contains 2902 members Mstep: Class 19 contains 4651 members Mstep: Class 20 contains 786 members Mstep: Class 21 contains 1632 members Entering Unmasked Estep ConsiderDeletion Score: -7223915.500000 Penalty: 31164.371094 Iteration 36Q: 18 clusters Score -7223916 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 2145 members Mstep: Class 5 contains 13678 members Mstep: Class 6 contains 2413 members Mstep: Class 7 contains 8429 members Mstep: Class 8 contains 2500 members Mstep: Class 9 contains 12152 members Mstep: Class 10 contains 1884 members Mstep: Class 11 contains 4312 members Mstep: Class 12 contains 552 members Mstep: Class 13 contains 1636 members Mstep: Class 14 contains 7899 members Mstep: Class 16 contains 10049 members Mstep: Class 17 contains 1713 members Mstep: Class 18 contains 2901 members Mstep: Class 19 contains 4651 members Mstep: Class 20 contains 765 members Mstep: Class 21 contains 1630 members Entering Unmasked Estep ConsiderDeletion Score: -7223951.500000 Penalty: 31164.371094 Iteration 37Q: 18 clusters Score -7223952 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 2145 members Mstep: Class 5 contains 13674 members Mstep: Class 6 contains 2413 members Mstep: Class 7 contains 8429 members Mstep: Class 8 contains 2499 members Mstep: Class 9 contains 12164 members Mstep: Class 10 contains 1884 members Mstep: Class 11 contains 4312 members Mstep: Class 12 contains 552 members Mstep: Class 13 contains 1639 members Mstep: Class 14 contains 7903 members Mstep: Class 16 contains 10049 members Mstep: Class 17 contains 1712 members Mstep: Class 18 contains 2898 members Mstep: Class 19 contains 4652 members Mstep: Class 20 contains 755 members Mstep: Class 21 contains 1629 members Entering Unmasked Estep ConsiderDeletion Score: -7223952.000000 Penalty: 31164.371094 Iteration 38Q: 18 clusters Score -7223952 nChanged 31 Entering ConstructFrom: Score: -7223952.000000 Penalty: 31164.371094 Entering ConstructFrom: Trying to split cluster 3 (2145 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Entering Unmasked Estep Score: -203710.875000 Penalty: 1246.520386 Iteration 0F: 2 clusters Score -203710.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -201539.859375 Penalty: 2493.040771 Iteration 0F: 3 clusters Score -201539.9 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -202051.187500 Penalty: 2493.040771 Iteration 1F: 3 clusters Score -202051.2 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -202196.843750 Penalty: 2493.040771 Iteration 2F: 3 clusters Score -202196.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -202266.843750 Penalty: 2493.040771 Iteration 3F: 3 clusters Score -202266.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -202307.250000 Penalty: 2493.040771 Iteration 4Q: 3 clusters Score -202307.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -202335.437500 Penalty: 2493.040771 Iteration 5Q: 3 clusters Score -202335.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -202361.968750 Penalty: 2493.040771 Iteration 6Q: 3 clusters Score -202362 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -202385.781250 Penalty: 2493.040771 Iteration 7Q: 3 clusters Score -202385.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -202398.703125 Penalty: 2493.040771 Iteration 8Q: 3 clusters Score -202398.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -202407.281250 Penalty: 2493.040771 Iteration 9Q: 3 clusters Score -202407.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -202416.281250 Penalty: 2493.040771 Iteration 10Q: 3 clusters Score -202416.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -202427.421875 Penalty: 2493.040771 Iteration 11Q: 3 clusters Score -202427.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -202434.000000 Penalty: 2493.040771 Iteration 12Q: 3 clusters Score -202434 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -202438.703125 Penalty: 2493.040771 Iteration 13Q: 3 clusters Score -202438.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -202443.156250 Penalty: 2493.040771 Iteration 14Q: 3 clusters Score -202443.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -202447.187500 Penalty: 2493.040771 Iteration 15Q: 3 clusters Score -202447.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -202454.765625 Penalty: 2493.040771 Iteration 16Q: 3 clusters Score -202454.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -202462.812500 Penalty: 2493.040771 Iteration 17Q: 3 clusters Score -202462.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -202470.015625 Penalty: 2493.040771 Iteration 18Q: 3 clusters Score -202470 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -202473.171875 Penalty: 2493.040771 Iteration 19Q: 3 clusters Score -202473.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -202474.296875 Penalty: 2493.040771 Iteration 20F: 3 clusters Score -202474.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -202479.156250 Penalty: 2493.040771 Iteration 21Q: 3 clusters Score -202479.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -202483.468750 Penalty: 2493.040771 Iteration 22Q: 3 clusters Score -202483.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -202488.437500 Penalty: 2493.040771 Iteration 23Q: 3 clusters Score -202488.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -202491.093750 Penalty: 2493.040771 Iteration 24Q: 3 clusters Score -202491.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -202492.281250 Penalty: 2493.040771 Iteration 25Q: 3 clusters Score -202492.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -202494.093750 Penalty: 2493.040771 Iteration 26Q: 3 clusters Score -202494.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -202495.406250 Penalty: 2493.040771 Iteration 27Q: 3 clusters Score -202495.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -202497.296875 Penalty: 2493.040771 Iteration 28Q: 3 clusters Score -202497.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -202499.500000 Penalty: 2493.040771 Iteration 29Q: 3 clusters Score -202499.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -202502.937500 Penalty: 2493.040771 Iteration 30Q: 3 clusters Score -202502.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -202504.156250 Penalty: 2493.040771 Iteration 31Q: 3 clusters Score -202504.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -202506.328125 Penalty: 2493.040771 Iteration 32Q: 3 clusters Score -202506.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -202507.781250 Penalty: 2493.040771 Iteration 33Q: 3 clusters Score -202507.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -202508.500000 Penalty: 2493.040771 Iteration 34Q: 3 clusters Score -202508.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -202508.828125 Penalty: 2493.040771 Iteration 35Q: 3 clusters Score -202508.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -202508.828125 Penalty: 2493.040771 Iteration 36F: 3 clusters Score -202508.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (13673 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13673 members Entering Unmasked Estep Score: -1272446.625000 Penalty: 1547.516479 Iteration 0F: 2 clusters Score -1272447 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6798 members Mstep: Class 2 contains 6875 members Entering Unmasked Estep Score: -1263039.625000 Penalty: 3095.032959 Iteration 0F: 3 clusters Score -1263040 nChanged 5963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6683 members Mstep: Class 2 contains 6990 members Entering Unmasked Estep Score: -1266443.625000 Penalty: 3095.032959 Iteration 1F: 3 clusters Score -1266444 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6567 members Mstep: Class 2 contains 7106 members Entering Unmasked Estep Score: -1266856.875000 Penalty: 3095.032959 Iteration 2F: 3 clusters Score -1266857 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6444 members Mstep: Class 2 contains 7229 members Entering Unmasked Estep Score: -1267272.000000 Penalty: 3095.032959 Iteration 3F: 3 clusters Score -1267272 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6312 members Mstep: Class 2 contains 7361 members Entering Unmasked Estep Score: -1267734.125000 Penalty: 3095.032959 Iteration 4F: 3 clusters Score -1267734 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6181 members Mstep: Class 2 contains 7492 members Entering Unmasked Estep Score: -1268190.875000 Penalty: 3095.032959 Iteration 5F: 3 clusters Score -1268191 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6039 members Mstep: Class 2 contains 7634 members Entering Unmasked Estep Score: -1268686.250000 Penalty: 3095.032959 Iteration 6F: 3 clusters Score -1268686 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5898 members Mstep: Class 2 contains 7775 members Entering Unmasked Estep Score: -1269180.375000 Penalty: 3095.032959 Iteration 7F: 3 clusters Score -1269180 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5782 members Mstep: Class 2 contains 7891 members Entering Unmasked Estep Score: -1269557.375000 Penalty: 3095.032959 Iteration 8Q: 3 clusters Score -1269557 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Mstep: Class 2 contains 8030 members Entering Unmasked Estep Score: -1269837.250000 Penalty: 3095.032959 Iteration 9Q: 3 clusters Score -1269837 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5500 members Mstep: Class 2 contains 8173 members Entering Unmasked Estep Score: -1270011.125000 Penalty: 3095.032959 Iteration 10Q: 3 clusters Score -1270011 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5364 members Mstep: Class 2 contains 8309 members Entering Unmasked Estep Score: -1270136.500000 Penalty: 3095.032959 Iteration 11Q: 3 clusters Score -1270136 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5236 members Mstep: Class 2 contains 8437 members Entering Unmasked Estep Score: -1270219.125000 Penalty: 3095.032959 Iteration 12Q: 3 clusters Score -1270219 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5103 members Mstep: Class 2 contains 8570 members Entering Unmasked Estep Score: -1270301.625000 Penalty: 3095.032959 Iteration 13Q: 3 clusters Score -1270302 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 8696 members Entering Unmasked Estep Score: -1270371.250000 Penalty: 3095.032959 Iteration 14Q: 3 clusters Score -1270371 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 8814 members Entering Unmasked Estep Score: -1270422.375000 Penalty: 3095.032959 Iteration 15Q: 3 clusters Score -1270422 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 8924 members Entering Unmasked Estep Score: -1270477.625000 Penalty: 3095.032959 Iteration 16Q: 3 clusters Score -1270478 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 9029 members Entering Unmasked Estep Score: -1270523.625000 Penalty: 3095.032959 Iteration 17Q: 3 clusters Score -1270524 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 9130 members Entering Unmasked Estep Score: -1270564.750000 Penalty: 3095.032959 Iteration 18Q: 3 clusters Score -1270565 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 9222 members Entering Unmasked Estep Score: -1270600.750000 Penalty: 3095.032959 Iteration 19Q: 3 clusters Score -1270601 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 9299 members Entering Unmasked Estep Score: -1270627.875000 Penalty: 3095.032959 Iteration 20F: 3 clusters Score -1270628 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 9370 members Entering Unmasked Estep Score: -1270652.500000 Penalty: 3095.032959 Iteration 21Q: 3 clusters Score -1270652 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 9437 members Entering Unmasked Estep Score: -1270671.000000 Penalty: 3095.032959 Iteration 22Q: 3 clusters Score -1270671 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 9520 members Entering Unmasked Estep Score: -1270693.875000 Penalty: 3095.032959 Iteration 23Q: 3 clusters Score -1270694 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 9592 members Entering Unmasked Estep Score: -1270709.125000 Penalty: 3095.032959 Iteration 24Q: 3 clusters Score -1270709 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 9648 members Entering Unmasked Estep Score: -1270721.125000 Penalty: 3095.032959 Iteration 25Q: 3 clusters Score -1270721 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 9699 members Entering Unmasked Estep Score: -1270734.000000 Penalty: 3095.032959 Iteration 26Q: 3 clusters Score -1270734 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 9747 members Entering Unmasked Estep Score: -1270745.500000 Penalty: 3095.032959 Iteration 27Q: 3 clusters Score -1270746 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 9789 members Entering Unmasked Estep Score: -1270757.125000 Penalty: 3095.032959 Iteration 28Q: 3 clusters Score -1270757 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 9836 members Entering Unmasked Estep Score: -1270764.500000 Penalty: 3095.032959 Iteration 29Q: 3 clusters Score -1270764 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 9889 members Entering Unmasked Estep Score: -1270779.375000 Penalty: 3095.032959 Iteration 30Q: 3 clusters Score -1270779 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 9949 members Entering Unmasked Estep Score: -1270793.750000 Penalty: 3095.032959 Iteration 31Q: 3 clusters Score -1270794 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 9994 members Entering Unmasked Estep Score: -1270804.500000 Penalty: 3095.032959 Iteration 32Q: 3 clusters Score -1270804 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 10047 members Entering Unmasked Estep Score: -1270819.125000 Penalty: 3095.032959 Iteration 33Q: 3 clusters Score -1270819 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 10104 members Entering Unmasked Estep Score: -1270832.375000 Penalty: 3095.032959 Iteration 34Q: 3 clusters Score -1270832 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 10157 members Entering Unmasked Estep Score: -1270844.125000 Penalty: 3095.032959 Iteration 35Q: 3 clusters Score -1270844 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 10219 members Entering Unmasked Estep Score: -1270860.500000 Penalty: 3095.032959 Iteration 36Q: 3 clusters Score -1270860 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 10282 members Entering Unmasked Estep Score: -1270879.875000 Penalty: 3095.032959 Iteration 37Q: 3 clusters Score -1270880 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 10354 members Entering Unmasked Estep Score: -1270896.125000 Penalty: 3095.032959 Iteration 38Q: 3 clusters Score -1270896 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 10415 members Entering Unmasked Estep Score: -1270908.625000 Penalty: 3095.032959 Iteration 39Q: 3 clusters Score -1270909 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 10464 members Entering Unmasked Estep Score: -1270919.625000 Penalty: 3095.032959 Iteration 40F: 3 clusters Score -1270920 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 10514 members Entering Unmasked Estep Score: -1270927.500000 Penalty: 3095.032959 Iteration 41Q: 3 clusters Score -1270928 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 10561 members Entering Unmasked Estep Score: -1270933.625000 Penalty: 3095.032959 Iteration 42Q: 3 clusters Score -1270934 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 10611 members Entering Unmasked Estep Score: -1270946.375000 Penalty: 3095.032959 Iteration 43Q: 3 clusters Score -1270946 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 10659 members Entering Unmasked Estep Score: -1270956.000000 Penalty: 3095.032959 Iteration 44Q: 3 clusters Score -1270956 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 10725 members Entering Unmasked Estep Score: -1270970.000000 Penalty: 3095.032959 Iteration 45Q: 3 clusters Score -1270970 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 10774 members Entering Unmasked Estep Score: -1270982.500000 Penalty: 3095.032959 Iteration 46Q: 3 clusters Score -1270982 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 10818 members Entering Unmasked Estep Score: -1270987.000000 Penalty: 3095.032959 Iteration 47Q: 3 clusters Score -1270987 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 10867 members Entering Unmasked Estep Score: -1271001.625000 Penalty: 3095.032959 Iteration 48Q: 3 clusters Score -1271002 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 10914 members Entering Unmasked Estep Score: -1271013.250000 Penalty: 3095.032959 Iteration 49Q: 3 clusters Score -1271013 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 10956 members Entering Unmasked Estep Score: -1271022.250000 Penalty: 3095.032959 Iteration 50Q: 3 clusters Score -1271022 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 10996 members Entering Unmasked Estep Score: -1271032.875000 Penalty: 3095.032959 Iteration 51Q: 3 clusters Score -1271033 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 11034 members Entering Unmasked Estep Score: -1271040.875000 Penalty: 3095.032959 Iteration 52Q: 3 clusters Score -1271041 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 11066 members Entering Unmasked Estep Score: -1271045.750000 Penalty: 3095.032959 Iteration 53Q: 3 clusters Score -1271046 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 11093 members Entering Unmasked Estep Score: -1271050.625000 Penalty: 3095.032959 Iteration 54Q: 3 clusters Score -1271051 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 11118 members Entering Unmasked Estep Score: -1271054.250000 Penalty: 3095.032959 Iteration 55Q: 3 clusters Score -1271054 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 11147 members Entering Unmasked Estep Score: -1271059.500000 Penalty: 3095.032959 Iteration 56Q: 3 clusters Score -1271060 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 11179 members Entering Unmasked Estep Score: -1271066.625000 Penalty: 3095.032959 Iteration 57Q: 3 clusters Score -1271067 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 11204 members Entering Unmasked Estep Score: -1271071.750000 Penalty: 3095.032959 Iteration 58Q: 3 clusters Score -1271072 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 11232 members Entering Unmasked Estep Score: -1271079.000000 Penalty: 3095.032959 Iteration 59Q: 3 clusters Score -1271079 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 11261 members Entering Unmasked Estep Score: -1271082.625000 Penalty: 3095.032959 Iteration 60F: 3 clusters Score -1271083 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 11277 members Entering Unmasked Estep Score: -1271083.750000 Penalty: 3095.032959 Iteration 61Q: 3 clusters Score -1271084 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 11294 members Entering Unmasked Estep Score: -1271085.625000 Penalty: 3095.032959 Iteration 62Q: 3 clusters Score -1271086 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 11309 members Entering Unmasked Estep Score: -1271088.375000 Penalty: 3095.032959 Iteration 63Q: 3 clusters Score -1271088 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 11323 members Entering Unmasked Estep Score: -1271095.250000 Penalty: 3095.032959 Iteration 64Q: 3 clusters Score -1271095 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 11342 members Entering Unmasked Estep Score: -1271094.375000 Penalty: 3095.032959 Iteration 65Q: 3 clusters Score -1271094 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 11356 members Entering Unmasked Estep Score: -1271099.000000 Penalty: 3095.032959 Iteration 66Q: 3 clusters Score -1271099 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 11366 members Entering Unmasked Estep Score: -1271100.625000 Penalty: 3095.032959 Iteration 67Q: 3 clusters Score -1271101 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 11373 members Entering Unmasked Estep Score: -1271101.625000 Penalty: 3095.032959 Iteration 68Q: 3 clusters Score -1271102 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 11387 members Entering Unmasked Estep Score: -1271105.500000 Penalty: 3095.032959 Iteration 69Q: 3 clusters Score -1271106 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 11400 members Entering Unmasked Estep Score: -1271108.250000 Penalty: 3095.032959 Iteration 70Q: 3 clusters Score -1271108 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 11406 members Entering Unmasked Estep Score: -1271109.250000 Penalty: 3095.032959 Iteration 71Q: 3 clusters Score -1271109 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 11411 members Entering Unmasked Estep Score: -1271109.125000 Penalty: 3095.032959 Iteration 72Q: 3 clusters Score -1271109 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 11414 members Entering Unmasked Estep Score: -1271110.375000 Penalty: 3095.032959 Iteration 73Q: 3 clusters Score -1271110 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 11414 members Entering Unmasked Estep Score: -1271109.500000 Penalty: 3095.032959 Iteration 74Q: 3 clusters Score -1271110 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 11415 members Entering Unmasked Estep Score: -1271113.250000 Penalty: 3095.032959 Iteration 75Q: 3 clusters Score -1271113 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 11417 members Entering Unmasked Estep Score: -1271114.125000 Penalty: 3095.032959 Iteration 76Q: 3 clusters Score -1271114 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 11419 members Entering Unmasked Estep Score: -1271112.000000 Penalty: 3095.032959 Iteration 77Q: 3 clusters Score -1271112 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 11421 members Entering Unmasked Estep Score: -1271113.000000 Penalty: 3095.032959 Iteration 78Q: 3 clusters Score -1271113 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 11422 members Entering Unmasked Estep Score: -1271113.000000 Penalty: 3095.032959 Iteration 79Q: 3 clusters Score -1271113 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 11423 members Entering Unmasked Estep Score: -1271112.750000 Penalty: 3095.032959 Iteration 80F: 3 clusters Score -1271113 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 11424 members Entering Unmasked Estep Score: -1271112.250000 Penalty: 3095.032959 Iteration 81Q: 3 clusters Score -1271112 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 11425 members Entering Unmasked Estep Score: -1271110.000000 Penalty: 3095.032959 Iteration 82Q: 3 clusters Score -1271110 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 11426 members Entering Unmasked Estep Score: -1271109.375000 Penalty: 3095.032959 Iteration 83Q: 3 clusters Score -1271109 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 11426 members Entering Unmasked Estep Score: -1271109.375000 Penalty: 3095.032959 Iteration 84F: 3 clusters Score -1271109 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2413 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Entering Unmasked Estep Score: -223818.859375 Penalty: 1265.651733 Iteration 0F: 2 clusters Score -223818.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -221454.125000 Penalty: 2531.303467 Iteration 0F: 3 clusters Score -221454.1 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -222002.421875 Penalty: 2531.303467 Iteration 1F: 3 clusters Score -222002.4 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -222179.609375 Penalty: 2531.303467 Iteration 2F: 3 clusters Score -222179.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -222337.593750 Penalty: 2531.303467 Iteration 3F: 3 clusters Score -222337.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -222539.187500 Penalty: 2531.303467 Iteration 4F: 3 clusters Score -222539.2 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -222815.625000 Penalty: 2531.303467 Iteration 5F: 3 clusters Score -222815.6 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -223172.578125 Penalty: 2531.303467 Iteration 6F: 3 clusters Score -223172.6 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -223503.937500 Penalty: 2531.303467 Iteration 7F: 3 clusters Score -223503.9 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -223821.812500 Penalty: 2531.303467 Iteration 8F: 3 clusters Score -223821.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -224055.734375 Penalty: 2531.303467 Iteration 9Q: 3 clusters Score -224055.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -224163.906250 Penalty: 2531.303467 Iteration 10Q: 3 clusters Score -224163.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -224205.625000 Penalty: 2531.303467 Iteration 11Q: 3 clusters Score -224205.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -224236.359375 Penalty: 2531.303467 Iteration 12Q: 3 clusters Score -224236.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -224258.484375 Penalty: 2531.303467 Iteration 13Q: 3 clusters Score -224258.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -224279.765625 Penalty: 2531.303467 Iteration 14Q: 3 clusters Score -224279.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -224292.515625 Penalty: 2531.303467 Iteration 15Q: 3 clusters Score -224292.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -224312.968750 Penalty: 2531.303467 Iteration 16Q: 3 clusters Score -224313 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -224344.296875 Penalty: 2531.303467 Iteration 17Q: 3 clusters Score -224344.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -224364.156250 Penalty: 2531.303467 Iteration 18Q: 3 clusters Score -224364.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -224377.312500 Penalty: 2531.303467 Iteration 19Q: 3 clusters Score -224377.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -224385.890625 Penalty: 2531.303467 Iteration 20F: 3 clusters Score -224385.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -224389.703125 Penalty: 2531.303467 Iteration 21Q: 3 clusters Score -224389.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -224389.984375 Penalty: 2531.303467 Iteration 22Q: 3 clusters Score -224390 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -224390.750000 Penalty: 2531.303467 Iteration 23Q: 3 clusters Score -224390.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -224391.281250 Penalty: 2531.303467 Iteration 24Q: 3 clusters Score -224391.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -224391.281250 Penalty: 2531.303467 Iteration 25F: 3 clusters Score -224391.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1330 members Mstep: Class 3 contains 2145 members Mstep: Class 5 contains 13673 members Mstep: Class 6 contains 1083 members Mstep: Class 7 contains 8429 members Mstep: Class 8 contains 2505 members Mstep: Class 9 contains 12167 members Mstep: Class 10 contains 1884 members Mstep: Class 11 contains 4312 members Mstep: Class 12 contains 552 members Mstep: Class 13 contains 1640 members Mstep: Class 14 contains 7905 members Mstep: Class 16 contains 10049 members Mstep: Class 17 contains 1715 members Mstep: Class 18 contains 2895 members Mstep: Class 19 contains 4652 members Mstep: Class 20 contains 747 members Mstep: Class 21 contains 1626 members Entering Unmasked Estep Score: -7223961.000000 Penalty: 32997.570312 Splitting cluster 6 changes total score from -7223952.000000 to -7223961.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 7 (8429 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8429 members Entering Unmasked Estep Score: -806826.875000 Penalty: 1468.907959 Iteration 0F: 2 clusters Score -806826.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -800655.937500 Penalty: 2937.815918 Iteration 0F: 3 clusters Score -800655.9 nChanged 3616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -802648.750000 Penalty: 2937.815918 Iteration 1F: 3 clusters Score -802648.8 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -802876.812500 Penalty: 2937.815918 Iteration 2F: 3 clusters Score -802876.8 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -803113.125000 Penalty: 2937.815918 Iteration 3F: 3 clusters Score -803113.1 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4958 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -803374.250000 Penalty: 2937.815918 Iteration 4F: 3 clusters Score -803374.2 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5276 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -803650.312500 Penalty: 2937.815918 Iteration 5F: 3 clusters Score -803650.3 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5671 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -803994.437500 Penalty: 2937.815918 Iteration 6F: 3 clusters Score -803994.4 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6096 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -804382.375000 Penalty: 2937.815918 Iteration 7F: 3 clusters Score -804382.4 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6489 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -804740.312500 Penalty: 2937.815918 Iteration 8F: 3 clusters Score -804740.3 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -805096.375000 Penalty: 2937.815918 Iteration 9F: 3 clusters Score -805096.4 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7163 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -805370.250000 Penalty: 2937.815918 Iteration 10Q: 3 clusters Score -805370.2 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7377 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -805578.000000 Penalty: 2937.815918 Iteration 11Q: 3 clusters Score -805578 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7502 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -805706.250000 Penalty: 2937.815918 Iteration 12Q: 3 clusters Score -805706.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7588 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -805795.187500 Penalty: 2937.815918 Iteration 13Q: 3 clusters Score -805795.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7646 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -805848.625000 Penalty: 2937.815918 Iteration 14Q: 3 clusters Score -805848.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7683 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -805876.500000 Penalty: 2937.815918 Iteration 15Q: 3 clusters Score -805876.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7712 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -805905.500000 Penalty: 2937.815918 Iteration 16Q: 3 clusters Score -805905.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7733 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -805917.687500 Penalty: 2937.815918 Iteration 17Q: 3 clusters Score -805917.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7751 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -805929.500000 Penalty: 2937.815918 Iteration 18Q: 3 clusters Score -805929.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7772 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -805946.625000 Penalty: 2937.815918 Iteration 19Q: 3 clusters Score -805946.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7784 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -805957.250000 Penalty: 2937.815918 Iteration 20F: 3 clusters Score -805957.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7797 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -805965.937500 Penalty: 2937.815918 Iteration 21Q: 3 clusters Score -805965.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7809 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -805972.750000 Penalty: 2937.815918 Iteration 22Q: 3 clusters Score -805972.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7814 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -805975.937500 Penalty: 2937.815918 Iteration 23Q: 3 clusters Score -805975.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7821 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -805979.250000 Penalty: 2937.815918 Iteration 24Q: 3 clusters Score -805979.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7823 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -805981.562500 Penalty: 2937.815918 Iteration 25Q: 3 clusters Score -805981.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7830 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -805984.687500 Penalty: 2937.815918 Iteration 26Q: 3 clusters Score -805984.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7834 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -805986.937500 Penalty: 2937.815918 Iteration 27Q: 3 clusters Score -805986.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7835 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -805988.375000 Penalty: 2937.815918 Iteration 28Q: 3 clusters Score -805988.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7840 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -805989.312500 Penalty: 2937.815918 Iteration 29Q: 3 clusters Score -805989.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7843 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -805991.125000 Penalty: 2937.815918 Iteration 30Q: 3 clusters Score -805991.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7845 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -805989.500000 Penalty: 2937.815918 Iteration 31Q: 3 clusters Score -805989.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7847 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -805989.750000 Penalty: 2937.815918 Iteration 32Q: 3 clusters Score -805989.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7847 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -805989.750000 Penalty: 2937.815918 Iteration 33F: 3 clusters Score -805989.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2505 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Entering Unmasked Estep Score: -228661.531250 Penalty: 1271.732178 Iteration 0F: 2 clusters Score -228661.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -226282.406250 Penalty: 2543.464355 Iteration 0F: 3 clusters Score -226282.4 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -226794.093750 Penalty: 2543.464355 Iteration 1F: 3 clusters Score -226794.1 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -226939.250000 Penalty: 2543.464355 Iteration 2F: 3 clusters Score -226939.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -227049.109375 Penalty: 2543.464355 Iteration 3F: 3 clusters Score -227049.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -227151.250000 Penalty: 2543.464355 Iteration 4Q: 3 clusters Score -227151.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -227257.734375 Penalty: 2543.464355 Iteration 5Q: 3 clusters Score -227257.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -227349.703125 Penalty: 2543.464355 Iteration 6Q: 3 clusters Score -227349.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -227426.203125 Penalty: 2543.464355 Iteration 7Q: 3 clusters Score -227426.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -227479.796875 Penalty: 2543.464355 Iteration 8Q: 3 clusters Score -227479.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -227532.453125 Penalty: 2543.464355 Iteration 9Q: 3 clusters Score -227532.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -227578.656250 Penalty: 2543.464355 Iteration 10Q: 3 clusters Score -227578.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -227625.203125 Penalty: 2543.464355 Iteration 11Q: 3 clusters Score -227625.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -227676.671875 Penalty: 2543.464355 Iteration 12Q: 3 clusters Score -227676.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -227714.187500 Penalty: 2543.464355 Iteration 13Q: 3 clusters Score -227714.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -227746.031250 Penalty: 2543.464355 Iteration 14Q: 3 clusters Score -227746 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -227777.453125 Penalty: 2543.464355 Iteration 15Q: 3 clusters Score -227777.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -227797.859375 Penalty: 2543.464355 Iteration 16Q: 3 clusters Score -227797.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -227820.953125 Penalty: 2543.464355 Iteration 17Q: 3 clusters Score -227821 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -227845.828125 Penalty: 2543.464355 Iteration 18Q: 3 clusters Score -227845.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -227866.468750 Penalty: 2543.464355 Iteration 19Q: 3 clusters Score -227866.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -227891.734375 Penalty: 2543.464355 Iteration 20F: 3 clusters Score -227891.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -227925.218750 Penalty: 2543.464355 Iteration 21Q: 3 clusters Score -227925.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -227954.625000 Penalty: 2543.464355 Iteration 22Q: 3 clusters Score -227954.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -227998.453125 Penalty: 2543.464355 Iteration 23Q: 3 clusters Score -227998.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -228035.937500 Penalty: 2543.464355 Iteration 24Q: 3 clusters Score -228035.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -228062.734375 Penalty: 2543.464355 Iteration 25Q: 3 clusters Score -228062.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -228085.109375 Penalty: 2543.464355 Iteration 26Q: 3 clusters Score -228085.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -228105.156250 Penalty: 2543.464355 Iteration 27Q: 3 clusters Score -228105.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -228120.937500 Penalty: 2543.464355 Iteration 28Q: 3 clusters Score -228120.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -228130.562500 Penalty: 2543.464355 Iteration 29Q: 3 clusters Score -228130.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -228140.250000 Penalty: 2543.464355 Iteration 30Q: 3 clusters Score -228140.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -228143.546875 Penalty: 2543.464355 Iteration 31Q: 3 clusters Score -228143.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -228146.593750 Penalty: 2543.464355 Iteration 32Q: 3 clusters Score -228146.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -228147.328125 Penalty: 2543.464355 Iteration 33Q: 3 clusters Score -228147.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -228147.812500 Penalty: 2543.464355 Iteration 34Q: 3 clusters Score -228147.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -228150.062500 Penalty: 2543.464355 Iteration 35Q: 3 clusters Score -228150.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -228151.031250 Penalty: 2543.464355 Iteration 36Q: 3 clusters Score -228151 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -228152.187500 Penalty: 2543.464355 Iteration 37Q: 3 clusters Score -228152.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -228153.125000 Penalty: 2543.464355 Iteration 38Q: 3 clusters Score -228153.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -228153.312500 Penalty: 2543.464355 Iteration 39Q: 3 clusters Score -228153.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -228153.312500 Penalty: 2543.464355 Iteration 40F: 3 clusters Score -228153.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (12167 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12167 members Entering Unmasked Estep Score: -1175588.750000 Penalty: 1528.553467 Iteration 0F: 2 clusters Score -1175589 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5980 members Mstep: Class 2 contains 6187 members Entering Unmasked Estep Score: -1166872.250000 Penalty: 3057.106934 Iteration 0F: 3 clusters Score -1166872 nChanged 5410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 6603 members Entering Unmasked Estep Score: -1169967.875000 Penalty: 3057.106934 Iteration 1F: 3 clusters Score -1169968 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5306 members Mstep: Class 2 contains 6861 members Entering Unmasked Estep Score: -1170412.875000 Penalty: 3057.106934 Iteration 2F: 3 clusters Score -1170413 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 7189 members Entering Unmasked Estep Score: -1170889.875000 Penalty: 3057.106934 Iteration 3F: 3 clusters Score -1170890 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 7616 members Entering Unmasked Estep Score: -1171329.875000 Penalty: 3057.106934 Iteration 4F: 3 clusters Score -1171330 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 8091 members Entering Unmasked Estep Score: -1171755.500000 Penalty: 3057.106934 Iteration 5F: 3 clusters Score -1171756 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 8617 members Entering Unmasked Estep Score: -1172218.375000 Penalty: 3057.106934 Iteration 6F: 3 clusters Score -1172218 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 9158 members Entering Unmasked Estep Score: -1172740.750000 Penalty: 3057.106934 Iteration 7F: 3 clusters Score -1172741 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 9623 members Entering Unmasked Estep Score: -1173186.000000 Penalty: 3057.106934 Iteration 8Q: 3 clusters Score -1173186 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 9963 members Entering Unmasked Estep Score: -1173518.250000 Penalty: 3057.106934 Iteration 9Q: 3 clusters Score -1173518 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 10205 members Entering Unmasked Estep Score: -1173768.875000 Penalty: 3057.106934 Iteration 10Q: 3 clusters Score -1173769 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 10397 members Entering Unmasked Estep Score: -1173946.500000 Penalty: 3057.106934 Iteration 11Q: 3 clusters Score -1173946 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 10547 members Entering Unmasked Estep Score: -1174090.500000 Penalty: 3057.106934 Iteration 12Q: 3 clusters Score -1174090 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 10676 members Entering Unmasked Estep Score: -1174233.125000 Penalty: 3057.106934 Iteration 13Q: 3 clusters Score -1174233 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 10786 members Entering Unmasked Estep Score: -1174336.250000 Penalty: 3057.106934 Iteration 14Q: 3 clusters Score -1174336 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 10876 members Entering Unmasked Estep Score: -1174410.000000 Penalty: 3057.106934 Iteration 15Q: 3 clusters Score -1174410 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 10938 members Entering Unmasked Estep Score: -1174457.625000 Penalty: 3057.106934 Iteration 16Q: 3 clusters Score -1174458 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 10992 members Entering Unmasked Estep Score: -1174492.250000 Penalty: 3057.106934 Iteration 17Q: 3 clusters Score -1174492 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 11029 members Entering Unmasked Estep Score: -1174510.375000 Penalty: 3057.106934 Iteration 18Q: 3 clusters Score -1174510 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 11060 members Entering Unmasked Estep Score: -1174527.750000 Penalty: 3057.106934 Iteration 19Q: 3 clusters Score -1174528 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 11082 members Entering Unmasked Estep Score: -1174540.625000 Penalty: 3057.106934 Iteration 20F: 3 clusters Score -1174541 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 11100 members Entering Unmasked Estep Score: -1174551.250000 Penalty: 3057.106934 Iteration 21Q: 3 clusters Score -1174551 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 11113 members Entering Unmasked Estep Score: -1174553.750000 Penalty: 3057.106934 Iteration 22Q: 3 clusters Score -1174554 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 11123 members Entering Unmasked Estep Score: -1174556.750000 Penalty: 3057.106934 Iteration 23Q: 3 clusters Score -1174557 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 11132 members Entering Unmasked Estep Score: -1174560.500000 Penalty: 3057.106934 Iteration 24Q: 3 clusters Score -1174560 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 11147 members Entering Unmasked Estep Score: -1174565.750000 Penalty: 3057.106934 Iteration 25Q: 3 clusters Score -1174566 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 11161 members Entering Unmasked Estep Score: -1174570.875000 Penalty: 3057.106934 Iteration 26Q: 3 clusters Score -1174571 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 11170 members Entering Unmasked Estep Score: -1174577.750000 Penalty: 3057.106934 Iteration 27Q: 3 clusters Score -1174578 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 11175 members Entering Unmasked Estep Score: -1174579.625000 Penalty: 3057.106934 Iteration 28Q: 3 clusters Score -1174580 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 11180 members Entering Unmasked Estep Score: -1174581.625000 Penalty: 3057.106934 Iteration 29Q: 3 clusters Score -1174582 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 11185 members Entering Unmasked Estep Score: -1174582.000000 Penalty: 3057.106934 Iteration 30Q: 3 clusters Score -1174582 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 11187 members Entering Unmasked Estep Score: -1174580.750000 Penalty: 3057.106934 Iteration 31Q: 3 clusters Score -1174581 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 11189 members Entering Unmasked Estep Score: -1174581.250000 Penalty: 3057.106934 Iteration 32Q: 3 clusters Score -1174581 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 11191 members Entering Unmasked Estep Score: -1174582.125000 Penalty: 3057.106934 Iteration 33Q: 3 clusters Score -1174582 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 11191 members Entering Unmasked Estep Score: -1174582.125000 Penalty: 3057.106934 Iteration 34F: 3 clusters Score -1174582 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1884 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Entering Unmasked Estep Score: -173194.203125 Penalty: 1225.437256 Iteration 0F: 2 clusters Score -173194.2 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 979 members Entering Unmasked Estep Score: -171227.359375 Penalty: 2450.874512 Iteration 0F: 3 clusters Score -171227.4 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -171761.171875 Penalty: 2450.874512 Iteration 1F: 3 clusters Score -171761.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -171951.468750 Penalty: 2450.874512 Iteration 2F: 3 clusters Score -171951.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -172071.859375 Penalty: 2450.874512 Iteration 3F: 3 clusters Score -172071.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -172201.390625 Penalty: 2450.874512 Iteration 4F: 3 clusters Score -172201.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -172370.515625 Penalty: 2450.874512 Iteration 5F: 3 clusters Score -172370.5 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -172589.156250 Penalty: 2450.874512 Iteration 6F: 3 clusters Score -172589.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -172815.859375 Penalty: 2450.874512 Iteration 7F: 3 clusters Score -172815.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -172989.093750 Penalty: 2450.874512 Iteration 8Q: 3 clusters Score -172989.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -173156.046875 Penalty: 2450.874512 Iteration 9Q: 3 clusters Score -173156 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -173381.640625 Penalty: 2450.874512 Iteration 10Q: 3 clusters Score -173381.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -173677.390625 Penalty: 2450.874512 Iteration 11Q: 3 clusters Score -173677.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -173782.640625 Penalty: 2450.874512 Iteration 12Q: 3 clusters Score -173782.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -173815.031250 Penalty: 2450.874512 Iteration 13Q: 3 clusters Score -173815 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -173827.187500 Penalty: 2450.874512 Iteration 14Q: 3 clusters Score -173827.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -173833.671875 Penalty: 2450.874512 Iteration 15Q: 3 clusters Score -173833.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -173842.140625 Penalty: 2450.874512 Iteration 16Q: 3 clusters Score -173842.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -173847.578125 Penalty: 2450.874512 Iteration 17Q: 3 clusters Score -173847.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -173849.312500 Penalty: 2450.874512 Iteration 18Q: 3 clusters Score -173849.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -173849.312500 Penalty: 2450.874512 Iteration 19F: 3 clusters Score -173849.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 771 members Mstep: Class 3 contains 2145 members Mstep: Class 5 contains 13673 members Mstep: Class 6 contains 1083 members Mstep: Class 7 contains 8429 members Mstep: Class 8 contains 2505 members Mstep: Class 9 contains 12167 members Mstep: Class 10 contains 1113 members Mstep: Class 11 contains 4312 members Mstep: Class 12 contains 552 members Mstep: Class 13 contains 1640 members Mstep: Class 14 contains 7905 members Mstep: Class 16 contains 10049 members Mstep: Class 17 contains 1715 members Mstep: Class 18 contains 2895 members Mstep: Class 19 contains 4652 members Mstep: Class 20 contains 747 members Mstep: Class 21 contains 1626 members Entering Unmasked Estep Score: -7224010.000000 Penalty: 34830.769531 Splitting cluster 10 changes total score from -7223952.000000 to -7224010.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 11 (4312 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Entering Unmasked Estep Score: -401044.468750 Penalty: 1359.988037 Iteration 0F: 2 clusters Score -401044.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -397512.250000 Penalty: 2719.976074 Iteration 0F: 3 clusters Score -397512.2 nChanged 1730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -398521.875000 Penalty: 2719.976074 Iteration 1F: 3 clusters Score -398521.9 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -398909.562500 Penalty: 2719.976074 Iteration 2F: 3 clusters Score -398909.6 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -399329.875000 Penalty: 2719.976074 Iteration 3F: 3 clusters Score -399329.9 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -399833.250000 Penalty: 2719.976074 Iteration 4F: 3 clusters Score -399833.2 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -400292.187500 Penalty: 2719.976074 Iteration 5F: 3 clusters Score -400292.2 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -400538.812500 Penalty: 2719.976074 Iteration 6F: 3 clusters Score -400538.8 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -400728.625000 Penalty: 2719.976074 Iteration 7Q: 3 clusters Score -400728.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -400882.437500 Penalty: 2719.976074 Iteration 8Q: 3 clusters Score -400882.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -401000.593750 Penalty: 2719.976074 Iteration 9Q: 3 clusters Score -401000.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -401100.625000 Penalty: 2719.976074 Iteration 10Q: 3 clusters Score -401100.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -401169.812500 Penalty: 2719.976074 Iteration 11Q: 3 clusters Score -401169.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -401257.812500 Penalty: 2719.976074 Iteration 12Q: 3 clusters Score -401257.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -401384.906250 Penalty: 2719.976074 Iteration 13Q: 3 clusters Score -401384.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -401512.781250 Penalty: 2719.976074 Iteration 14Q: 3 clusters Score -401512.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -401549.000000 Penalty: 2719.976074 Iteration 15Q: 3 clusters Score -401549 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -401560.125000 Penalty: 2719.976074 Iteration 16Q: 3 clusters Score -401560.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -401566.937500 Penalty: 2719.976074 Iteration 17Q: 3 clusters Score -401566.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -401568.125000 Penalty: 2719.976074 Iteration 18Q: 3 clusters Score -401568.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -401570.187500 Penalty: 2719.976074 Iteration 19Q: 3 clusters Score -401570.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -401571.250000 Penalty: 2719.976074 Iteration 20F: 3 clusters Score -401571.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -401571.250000 Penalty: 2719.976074 Iteration 21Q: 3 clusters Score -401571.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -401571.250000 Penalty: 2719.976074 Iteration 22F: 3 clusters Score -401571.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 771 members Mstep: Class 3 contains 2145 members Mstep: Class 4 contains 1651 members Mstep: Class 5 contains 13673 members Mstep: Class 6 contains 1083 members Mstep: Class 7 contains 8429 members Mstep: Class 8 contains 2505 members Mstep: Class 9 contains 12167 members Mstep: Class 10 contains 1113 members Mstep: Class 11 contains 2661 members Mstep: Class 12 contains 552 members Mstep: Class 13 contains 1640 members Mstep: Class 14 contains 7905 members Mstep: Class 16 contains 10049 members Mstep: Class 17 contains 1715 members Mstep: Class 18 contains 2895 members Mstep: Class 19 contains 4652 members Mstep: Class 20 contains 747 members Mstep: Class 21 contains 1626 members Entering Unmasked Estep Score: -7224076.500000 Penalty: 36663.964844 Splitting cluster 11 changes total score from -7223952.000000 to -7224076.500000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 12 (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: -47717.574219 Penalty: 1025.951538 Iteration 0F: 2 clusters Score -47717.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -46642.980469 Penalty: 2051.903076 Iteration 0F: 3 clusters Score -46642.98 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -46828.343750 Penalty: 2051.903076 Iteration 1F: 3 clusters Score -46828.34 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -46923.917969 Penalty: 2051.903076 Iteration 2F: 3 clusters Score -46923.92 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -46992.785156 Penalty: 2051.903076 Iteration 3Q: 3 clusters Score -46992.79 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -47053.214844 Penalty: 2051.903076 Iteration 4Q: 3 clusters Score -47053.21 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -47095.707031 Penalty: 2051.903076 Iteration 5Q: 3 clusters Score -47095.71 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -47165.500000 Penalty: 2051.903076 Iteration 6Q: 3 clusters Score -47165.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -47226.031250 Penalty: 2051.903076 Iteration 7Q: 3 clusters Score -47226.03 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -47301.644531 Penalty: 2051.903076 Iteration 8Q: 3 clusters Score -47301.64 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -47343.507812 Penalty: 2051.903076 Iteration 9Q: 3 clusters Score -47343.51 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -47380.949219 Penalty: 2051.903076 Iteration 10Q: 3 clusters Score -47380.95 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -47421.199219 Penalty: 2051.903076 Iteration 11Q: 3 clusters Score -47421.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -47466.281250 Penalty: 2051.903076 Iteration 12Q: 3 clusters Score -47466.28 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -47530.347656 Penalty: 2051.903076 Iteration 13Q: 3 clusters Score -47530.35 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -47582.164062 Penalty: 2051.903076 Iteration 14Q: 3 clusters Score -47582.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -47635.292969 Penalty: 2051.903076 Iteration 15Q: 3 clusters Score -47635.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -47683.808594 Penalty: 2051.903076 Iteration 16Q: 3 clusters Score -47683.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -47704.562500 Penalty: 2051.903076 Iteration 17Q: 3 clusters Score -47704.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -47710.144531 Penalty: 2051.903076 Iteration 18Q: 3 clusters Score -47710.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -47717.402344 Penalty: 2051.903076 Iteration 19Q: 3 clusters Score -47717.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -47747.945312 Penalty: 2051.903076 Iteration 20F: 3 clusters Score -47747.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -47851.226562 Penalty: 2051.903076 Iteration 21Q: 3 clusters Score -47851.23 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -47970.574219 Penalty: 2051.903076 Iteration 22Q: 3 clusters Score -47970.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -48042.710938 Penalty: 2051.903076 Iteration 23Q: 3 clusters Score -48042.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -48069.464844 Penalty: 2051.903076 Iteration 24Q: 3 clusters Score -48069.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -48072.628906 Penalty: 2051.903076 Iteration 25Q: 3 clusters Score -48072.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -48072.628906 Penalty: 2051.903076 Iteration 26F: 3 clusters Score -48072.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 771 members Mstep: Class 3 contains 2145 members Mstep: Class 4 contains 1651 members Mstep: Class 5 contains 13673 members Mstep: Class 6 contains 1083 members Mstep: Class 7 contains 8429 members Mstep: Class 8 contains 2505 members Mstep: Class 9 contains 12167 members Mstep: Class 10 contains 1113 members Mstep: Class 11 contains 2661 members Mstep: Class 12 contains 147 members Mstep: Class 13 contains 1640 members Mstep: Class 14 contains 7905 members Mstep: Class 15 contains 405 members Mstep: Class 16 contains 10049 members Mstep: Class 17 contains 1715 members Mstep: Class 18 contains 2895 members Mstep: Class 19 contains 4652 members Mstep: Class 20 contains 747 members Mstep: Class 21 contains 1626 members Entering Unmasked Estep Score: -7223628.500000 Penalty: 38497.164062 Splitting cluster 12 changes total score from -7223952.000000 to -7223628.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 13 (1640 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Entering Unmasked Estep Score: -151052.406250 Penalty: 1202.898315 Iteration 0F: 2 clusters Score -151052.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -149232.984375 Penalty: 2405.796631 Iteration 0F: 3 clusters Score -149233 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -149645.234375 Penalty: 2405.796631 Iteration 1F: 3 clusters Score -149645.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -149762.109375 Penalty: 2405.796631 Iteration 2F: 3 clusters Score -149762.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -149827.984375 Penalty: 2405.796631 Iteration 3Q: 3 clusters Score -149828 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -149879.109375 Penalty: 2405.796631 Iteration 4Q: 3 clusters Score -149879.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -149923.234375 Penalty: 2405.796631 Iteration 5Q: 3 clusters Score -149923.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -149954.953125 Penalty: 2405.796631 Iteration 6Q: 3 clusters Score -149955 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -149981.640625 Penalty: 2405.796631 Iteration 7Q: 3 clusters Score -149981.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -150001.859375 Penalty: 2405.796631 Iteration 8Q: 3 clusters Score -150001.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -150028.843750 Penalty: 2405.796631 Iteration 9Q: 3 clusters Score -150028.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -150059.953125 Penalty: 2405.796631 Iteration 10Q: 3 clusters Score -150060 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -150089.953125 Penalty: 2405.796631 Iteration 11Q: 3 clusters Score -150090 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -150116.687500 Penalty: 2405.796631 Iteration 12Q: 3 clusters Score -150116.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -150152.296875 Penalty: 2405.796631 Iteration 13Q: 3 clusters Score -150152.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -150188.515625 Penalty: 2405.796631 Iteration 14Q: 3 clusters Score -150188.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -150250.500000 Penalty: 2405.796631 Iteration 15Q: 3 clusters Score -150250.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -150346.828125 Penalty: 2405.796631 Iteration 16Q: 3 clusters Score -150346.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -150533.328125 Penalty: 2405.796631 Iteration 17Q: 3 clusters Score -150533.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -150722.203125 Penalty: 2405.796631 Iteration 18Q: 3 clusters Score -150722.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -150798.203125 Penalty: 2405.796631 Iteration 19Q: 3 clusters Score -150798.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -150819.390625 Penalty: 2405.796631 Iteration 20F: 3 clusters Score -150819.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -150832.078125 Penalty: 2405.796631 Iteration 21Q: 3 clusters Score -150832.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -150840.968750 Penalty: 2405.796631 Iteration 22Q: 3 clusters Score -150841 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -150848.296875 Penalty: 2405.796631 Iteration 23Q: 3 clusters Score -150848.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -150850.843750 Penalty: 2405.796631 Iteration 24Q: 3 clusters Score -150850.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -150851.906250 Penalty: 2405.796631 Iteration 25Q: 3 clusters Score -150851.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -150852.953125 Penalty: 2405.796631 Iteration 26Q: 3 clusters Score -150853 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -150853.109375 Penalty: 2405.796631 Iteration 27Q: 3 clusters Score -150853.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -150853.109375 Penalty: 2405.796631 Iteration 28F: 3 clusters Score -150853.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (7905 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7905 members Entering Unmasked Estep Score: -713109.562500 Penalty: 1458.478271 Iteration 0F: 2 clusters Score -713109.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -707386.062500 Penalty: 2916.956543 Iteration 0F: 3 clusters Score -707386.1 nChanged 3382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -709682.437500 Penalty: 2916.956543 Iteration 1F: 3 clusters Score -709682.4 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -710975.875000 Penalty: 2916.956543 Iteration 2F: 3 clusters Score -710975.9 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -713848.750000 Penalty: 2916.956543 Iteration 3F: 3 clusters Score -713848.8 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -718001.187500 Penalty: 2916.956543 Iteration 4F: 3 clusters Score -718001.2 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -718658.187500 Penalty: 2916.956543 Iteration 5F: 3 clusters Score -718658.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5280 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -718727.062500 Penalty: 2916.956543 Iteration 6Q: 3 clusters Score -718727.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -718735.437500 Penalty: 2916.956543 Iteration 7Q: 3 clusters Score -718735.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -718738.062500 Penalty: 2916.956543 Iteration 8Q: 3 clusters Score -718738.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -718739.187500 Penalty: 2916.956543 Iteration 9Q: 3 clusters Score -718739.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -718740.937500 Penalty: 2916.956543 Iteration 10Q: 3 clusters Score -718740.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -718739.125000 Penalty: 2916.956543 Iteration 11Q: 3 clusters Score -718739.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -718739.125000 Penalty: 2916.956543 Iteration 12F: 3 clusters Score -718739.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 771 members Mstep: Class 3 contains 2145 members Mstep: Class 4 contains 1651 members Mstep: Class 5 contains 13673 members Mstep: Class 6 contains 1083 members Mstep: Class 7 contains 8429 members Mstep: Class 8 contains 2505 members Mstep: Class 9 contains 12167 members Mstep: Class 10 contains 1113 members Mstep: Class 11 contains 2661 members Mstep: Class 12 contains 552 members Mstep: Class 13 contains 1640 members Mstep: Class 14 contains 5325 members Mstep: Class 15 contains 2580 members Mstep: Class 16 contains 10049 members Mstep: Class 17 contains 1715 members Mstep: Class 18 contains 2895 members Mstep: Class 19 contains 4652 members Mstep: Class 20 contains 747 members Mstep: Class 21 contains 1626 members Entering Unmasked Estep Score: -7229343.500000 Penalty: 38497.164062 Splitting cluster 14 changes total score from -7223952.000000 to -7229343.500000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 16 (10049 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10049 members Entering Unmasked Estep Score: -965894.062500 Penalty: 1497.474609 Iteration 0F: 2 clusters Score -965894.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5042 members Mstep: Class 2 contains 5007 members Entering Unmasked Estep Score: -958672.750000 Penalty: 2994.949219 Iteration 0F: 3 clusters Score -958672.8 nChanged 4392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5044 members Mstep: Class 2 contains 5005 members Entering Unmasked Estep Score: -961234.562500 Penalty: 2994.949219 Iteration 1F: 3 clusters Score -961234.6 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4948 members Mstep: Class 2 contains 5101 members Entering Unmasked Estep Score: -961809.625000 Penalty: 2994.949219 Iteration 2F: 3 clusters Score -961809.6 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -962527.687500 Penalty: 2994.949219 Iteration 3F: 3 clusters Score -962527.7 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -963400.250000 Penalty: 2994.949219 Iteration 4F: 3 clusters Score -963400.2 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 5762 members Entering Unmasked Estep Score: -964220.687500 Penalty: 2994.949219 Iteration 5F: 3 clusters Score -964220.7 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -964728.625000 Penalty: 2994.949219 Iteration 6F: 3 clusters Score -964728.6 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 5914 members Entering Unmasked Estep Score: -964978.187500 Penalty: 2994.949219 Iteration 7Q: 3 clusters Score -964978.2 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -965124.437500 Penalty: 2994.949219 Iteration 8Q: 3 clusters Score -965124.4 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 5891 members Entering Unmasked Estep Score: -965206.187500 Penalty: 2994.949219 Iteration 9Q: 3 clusters Score -965206.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 5883 members Entering Unmasked Estep Score: -965256.875000 Penalty: 2994.949219 Iteration 10Q: 3 clusters Score -965256.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -965296.750000 Penalty: 2994.949219 Iteration 11Q: 3 clusters Score -965296.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -965326.812500 Penalty: 2994.949219 Iteration 12Q: 3 clusters Score -965326.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -965346.312500 Penalty: 2994.949219 Iteration 13Q: 3 clusters Score -965346.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 5938 members Entering Unmasked Estep Score: -965353.687500 Penalty: 2994.949219 Iteration 14Q: 3 clusters Score -965353.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 5955 members Entering Unmasked Estep Score: -965365.062500 Penalty: 2994.949219 Iteration 15Q: 3 clusters Score -965365.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 5966 members Entering Unmasked Estep Score: -965375.625000 Penalty: 2994.949219 Iteration 16Q: 3 clusters Score -965375.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -965376.375000 Penalty: 2994.949219 Iteration 17Q: 3 clusters Score -965376.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 5989 members Entering Unmasked Estep Score: -965380.187500 Penalty: 2994.949219 Iteration 18Q: 3 clusters Score -965380.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 6003 members Entering Unmasked Estep Score: -965382.687500 Penalty: 2994.949219 Iteration 19Q: 3 clusters Score -965382.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 6017 members Entering Unmasked Estep Score: -965388.437500 Penalty: 2994.949219 Iteration 20F: 3 clusters Score -965388.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 6033 members Entering Unmasked Estep Score: -965392.000000 Penalty: 2994.949219 Iteration 21Q: 3 clusters Score -965392 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -965396.437500 Penalty: 2994.949219 Iteration 22Q: 3 clusters Score -965396.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 6049 members Entering Unmasked Estep Score: -965400.000000 Penalty: 2994.949219 Iteration 23Q: 3 clusters Score -965400 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 6051 members Entering Unmasked Estep Score: -965397.312500 Penalty: 2994.949219 Iteration 24Q: 3 clusters Score -965397.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 6049 members Entering Unmasked Estep Score: -965397.687500 Penalty: 2994.949219 Iteration 25Q: 3 clusters Score -965397.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 6052 members Entering Unmasked Estep Score: -965400.375000 Penalty: 2994.949219 Iteration 26Q: 3 clusters Score -965400.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 6054 members Entering Unmasked Estep Score: -965400.187500 Penalty: 2994.949219 Iteration 27Q: 3 clusters Score -965400.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 6055 members Entering Unmasked Estep Score: -965399.937500 Penalty: 2994.949219 Iteration 28Q: 3 clusters Score -965399.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 6055 members Entering Unmasked Estep Score: -965399.937500 Penalty: 2994.949219 Iteration 29F: 3 clusters Score -965399.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1715 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Entering Unmasked Estep Score: -154734.937500 Penalty: 1210.164917 Iteration 0F: 2 clusters Score -154734.9 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 845 members Entering Unmasked Estep Score: -152826.781250 Penalty: 2420.329834 Iteration 0F: 3 clusters Score -152826.8 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -153211.593750 Penalty: 2420.329834 Iteration 1F: 3 clusters Score -153211.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -153290.062500 Penalty: 2420.329834 Iteration 2F: 3 clusters Score -153290.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -153323.375000 Penalty: 2420.329834 Iteration 3Q: 3 clusters Score -153323.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -153365.828125 Penalty: 2420.329834 Iteration 4Q: 3 clusters Score -153365.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -153408.828125 Penalty: 2420.329834 Iteration 5Q: 3 clusters Score -153408.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -153447.718750 Penalty: 2420.329834 Iteration 6Q: 3 clusters Score -153447.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -153473.515625 Penalty: 2420.329834 Iteration 7Q: 3 clusters Score -153473.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -153498.750000 Penalty: 2420.329834 Iteration 8Q: 3 clusters Score -153498.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -153517.656250 Penalty: 2420.329834 Iteration 9Q: 3 clusters Score -153517.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -153540.125000 Penalty: 2420.329834 Iteration 10Q: 3 clusters Score -153540.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -153554.406250 Penalty: 2420.329834 Iteration 11Q: 3 clusters Score -153554.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -153563.421875 Penalty: 2420.329834 Iteration 12Q: 3 clusters Score -153563.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -153568.375000 Penalty: 2420.329834 Iteration 13Q: 3 clusters Score -153568.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -153574.828125 Penalty: 2420.329834 Iteration 14Q: 3 clusters Score -153574.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -153580.218750 Penalty: 2420.329834 Iteration 15Q: 3 clusters Score -153580.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -153587.421875 Penalty: 2420.329834 Iteration 16Q: 3 clusters Score -153587.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -153592.609375 Penalty: 2420.329834 Iteration 17Q: 3 clusters Score -153592.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -153596.156250 Penalty: 2420.329834 Iteration 18Q: 3 clusters Score -153596.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -153597.656250 Penalty: 2420.329834 Iteration 19Q: 3 clusters Score -153597.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -153597.656250 Penalty: 2420.329834 Iteration 20F: 3 clusters Score -153597.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2895 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Entering Unmasked Estep Score: -269226.875000 Penalty: 1295.245361 Iteration 0F: 2 clusters Score -269226.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -266556.218750 Penalty: 2590.490723 Iteration 0F: 3 clusters Score -266556.2 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -267270.000000 Penalty: 2590.490723 Iteration 1F: 3 clusters Score -267270 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -267554.812500 Penalty: 2590.490723 Iteration 2F: 3 clusters Score -267554.8 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -267933.968750 Penalty: 2590.490723 Iteration 3F: 3 clusters Score -267934 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -268518.906250 Penalty: 2590.490723 Iteration 4F: 3 clusters Score -268518.9 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -269327.875000 Penalty: 2590.490723 Iteration 5F: 3 clusters Score -269327.9 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -270777.031250 Penalty: 2590.490723 Iteration 6F: 3 clusters Score -270777 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -272693.000000 Penalty: 2590.490723 Iteration 7F: 3 clusters Score -272693 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -273393.250000 Penalty: 2590.490723 Iteration 8Q: 3 clusters Score -273393.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -273486.968750 Penalty: 2590.490723 Iteration 9Q: 3 clusters Score -273487 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -273508.187500 Penalty: 2590.490723 Iteration 10Q: 3 clusters Score -273508.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -273508.187500 Penalty: 2590.490723 Iteration 11F: 3 clusters Score -273508.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 771 members Mstep: Class 3 contains 2145 members Mstep: Class 4 contains 1651 members Mstep: Class 5 contains 13673 members Mstep: Class 6 contains 1083 members Mstep: Class 7 contains 8429 members Mstep: Class 8 contains 2505 members Mstep: Class 9 contains 12167 members Mstep: Class 10 contains 1113 members Mstep: Class 11 contains 2661 members Mstep: Class 12 contains 552 members Mstep: Class 13 contains 1640 members Mstep: Class 14 contains 5325 members Mstep: Class 15 contains 2580 members Mstep: Class 16 contains 10049 members Mstep: Class 17 contains 1715 members Mstep: Class 18 contains 1358 members Mstep: Class 19 contains 4652 members Mstep: Class 20 contains 747 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 1537 members Entering Unmasked Estep Score: -7233097.000000 Penalty: 40330.363281 Splitting cluster 18 changes total score from -7223952.000000 to -7233097.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 19 (4652 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Entering Unmasked Estep Score: -440155.531250 Penalty: 1372.320923 Iteration 0F: 2 clusters Score -440155.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -436426.937500 Penalty: 2744.641846 Iteration 0F: 3 clusters Score -436426.9 nChanged 1836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -437426.281250 Penalty: 2744.641846 Iteration 1F: 3 clusters Score -437426.3 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -437680.906250 Penalty: 2744.641846 Iteration 2F: 3 clusters Score -437680.9 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -437934.531250 Penalty: 2744.641846 Iteration 3F: 3 clusters Score -437934.5 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -438206.031250 Penalty: 2744.641846 Iteration 4F: 3 clusters Score -438206 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -438504.531250 Penalty: 2744.641846 Iteration 5F: 3 clusters Score -438504.5 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -438829.718750 Penalty: 2744.641846 Iteration 6F: 3 clusters Score -438829.7 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -439131.125000 Penalty: 2744.641846 Iteration 7F: 3 clusters Score -439131.1 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -439340.218750 Penalty: 2744.641846 Iteration 8Q: 3 clusters Score -439340.2 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -439496.531250 Penalty: 2744.641846 Iteration 9Q: 3 clusters Score -439496.5 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -439597.781250 Penalty: 2744.641846 Iteration 10Q: 3 clusters Score -439597.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -439674.531250 Penalty: 2744.641846 Iteration 11Q: 3 clusters Score -439674.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -439742.468750 Penalty: 2744.641846 Iteration 12Q: 3 clusters Score -439742.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -439790.437500 Penalty: 2744.641846 Iteration 13Q: 3 clusters Score -439790.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -439822.281250 Penalty: 2744.641846 Iteration 14Q: 3 clusters Score -439822.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -439848.718750 Penalty: 2744.641846 Iteration 15Q: 3 clusters Score -439848.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -439863.281250 Penalty: 2744.641846 Iteration 16Q: 3 clusters Score -439863.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -439875.437500 Penalty: 2744.641846 Iteration 17Q: 3 clusters Score -439875.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -439882.031250 Penalty: 2744.641846 Iteration 18Q: 3 clusters Score -439882 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -439886.000000 Penalty: 2744.641846 Iteration 19Q: 3 clusters Score -439886 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -439889.375000 Penalty: 2744.641846 Iteration 20F: 3 clusters Score -439889.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -439892.062500 Penalty: 2744.641846 Iteration 21Q: 3 clusters Score -439892.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -439896.843750 Penalty: 2744.641846 Iteration 22Q: 3 clusters Score -439896.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -439901.031250 Penalty: 2744.641846 Iteration 23Q: 3 clusters Score -439901 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -439904.968750 Penalty: 2744.641846 Iteration 24Q: 3 clusters Score -439905 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -439907.406250 Penalty: 2744.641846 Iteration 25Q: 3 clusters Score -439907.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -439910.156250 Penalty: 2744.641846 Iteration 26Q: 3 clusters Score -439910.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -439911.593750 Penalty: 2744.641846 Iteration 27Q: 3 clusters Score -439911.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -439913.437500 Penalty: 2744.641846 Iteration 28Q: 3 clusters Score -439913.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -439914.500000 Penalty: 2744.641846 Iteration 29Q: 3 clusters Score -439914.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -439918.093750 Penalty: 2744.641846 Iteration 30Q: 3 clusters Score -439918.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -439921.312500 Penalty: 2744.641846 Iteration 31Q: 3 clusters Score -439921.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -439923.468750 Penalty: 2744.641846 Iteration 32Q: 3 clusters Score -439923.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -439926.531250 Penalty: 2744.641846 Iteration 33Q: 3 clusters Score -439926.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -439930.062500 Penalty: 2744.641846 Iteration 34Q: 3 clusters Score -439930.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -439929.687500 Penalty: 2744.641846 Iteration 35Q: 3 clusters Score -439929.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -439931.375000 Penalty: 2744.641846 Iteration 36Q: 3 clusters Score -439931.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -439931.750000 Penalty: 2744.641846 Iteration 37Q: 3 clusters Score -439931.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -439931.187500 Penalty: 2744.641846 Iteration 38Q: 3 clusters Score -439931.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -439932.031250 Penalty: 2744.641846 Iteration 39Q: 3 clusters Score -439932 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -439932.031250 Penalty: 2744.641846 Iteration 40F: 3 clusters Score -439932 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (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: -70205.210938 Penalty: 1075.110596 Iteration 0F: 2 clusters Score -70205.21 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 363 members Entering Unmasked Estep Score: -68922.937500 Penalty: 2150.221191 Iteration 0F: 3 clusters Score -68922.94 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -69120.093750 Penalty: 2150.221191 Iteration 1F: 3 clusters Score -69120.09 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -69166.984375 Penalty: 2150.221191 Iteration 2F: 3 clusters Score -69166.98 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -69185.765625 Penalty: 2150.221191 Iteration 3Q: 3 clusters Score -69185.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -69197.742188 Penalty: 2150.221191 Iteration 4Q: 3 clusters Score -69197.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -69207.382812 Penalty: 2150.221191 Iteration 5Q: 3 clusters Score -69207.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -69212.750000 Penalty: 2150.221191 Iteration 6Q: 3 clusters Score -69212.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -69215.468750 Penalty: 2150.221191 Iteration 7Q: 3 clusters Score -69215.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -69216.406250 Penalty: 2150.221191 Iteration 8Q: 3 clusters Score -69216.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -69217.500000 Penalty: 2150.221191 Iteration 9Q: 3 clusters Score -69217.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -69220.765625 Penalty: 2150.221191 Iteration 10Q: 3 clusters Score -69220.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -69224.070312 Penalty: 2150.221191 Iteration 11Q: 3 clusters Score -69224.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -69224.500000 Penalty: 2150.221191 Iteration 12Q: 3 clusters Score -69224.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -69224.500000 Penalty: 2150.221191 Iteration 13F: 3 clusters Score -69224.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Entering Unmasked Estep Score: -132984.734375 Penalty: 1201.505249 Iteration 0F: 2 clusters Score -132984.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -131194.250000 Penalty: 2403.010498 Iteration 0F: 3 clusters Score -131194.2 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -131766.109375 Penalty: 2403.010498 Iteration 1F: 3 clusters Score -131766.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -131966.234375 Penalty: 2403.010498 Iteration 2F: 3 clusters Score -131966.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -132196.359375 Penalty: 2403.010498 Iteration 3F: 3 clusters Score -132196.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -132389.203125 Penalty: 2403.010498 Iteration 4F: 3 clusters Score -132389.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -132588.750000 Penalty: 2403.010498 Iteration 5F: 3 clusters Score -132588.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -132975.984375 Penalty: 2403.010498 Iteration 6F: 3 clusters Score -132976 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -133430.093750 Penalty: 2403.010498 Iteration 7F: 3 clusters Score -133430.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -133885.171875 Penalty: 2403.010498 Iteration 8F: 3 clusters Score -133885.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -134309.375000 Penalty: 2403.010498 Iteration 9Q: 3 clusters Score -134309.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -134529.031250 Penalty: 2403.010498 Iteration 10Q: 3 clusters Score -134529 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -134666.687500 Penalty: 2403.010498 Iteration 11Q: 3 clusters Score -134666.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -134808.734375 Penalty: 2403.010498 Iteration 12Q: 3 clusters Score -134808.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -134922.218750 Penalty: 2403.010498 Iteration 13Q: 3 clusters Score -134922.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -134952.375000 Penalty: 2403.010498 Iteration 14Q: 3 clusters Score -134952.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -134957.234375 Penalty: 2403.010498 Iteration 15Q: 3 clusters Score -134957.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -134957.234375 Penalty: 2403.010498 Iteration 16F: 3 clusters Score -134957.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 771 members Mstep: Class 3 contains 2145 members Mstep: Class 4 contains 1651 members Mstep: Class 5 contains 13673 members Mstep: Class 6 contains 1083 members Mstep: Class 7 contains 8429 members Mstep: Class 8 contains 2505 members Mstep: Class 9 contains 12167 members Mstep: Class 10 contains 1113 members Mstep: Class 11 contains 2661 members Mstep: Class 12 contains 552 members Mstep: Class 13 contains 1640 members Mstep: Class 14 contains 5325 members Mstep: Class 15 contains 2580 members Mstep: Class 16 contains 10049 members Mstep: Class 17 contains 1715 members Mstep: Class 18 contains 1358 members Mstep: Class 19 contains 4652 members Mstep: Class 20 contains 747 members Mstep: Class 21 contains 323 members Mstep: Class 22 contains 1537 members Mstep: Class 23 contains 1303 members Entering Unmasked Estep Score: -7234440.000000 Penalty: 42163.562500 Splitting cluster 21 changes total score from -7223952.000000 to -7234440.000000 So it's getting split into cluster 23. Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 3 contains 2145 members Mstep: Class 5 contains 13673 members Mstep: Class 6 contains 1083 members Mstep: Class 7 contains 8429 members Mstep: Class 8 contains 2505 members Mstep: Class 9 contains 12167 members Mstep: Class 10 contains 1113 members Mstep: Class 11 contains 2661 members Mstep: Class 12 contains 552 members Mstep: Class 13 contains 1640 members Mstep: Class 14 contains 5325 members Mstep: Class 16 contains 10049 members Mstep: Class 17 contains 1715 members Mstep: Class 18 contains 1358 members Mstep: Class 19 contains 4652 members Mstep: Class 20 contains 747 members Mstep: Class 21 contains 323 members Entering Unmasked Estep ConsiderDeletion Score: -7235445.000000 Penalty: 42163.562500 Iteration 39Q: 24 clusters Score -7235445 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 668 members Mstep: Class 3 contains 2162 members Mstep: Class 4 contains 1643 members Mstep: Class 5 contains 13906 members Mstep: Class 6 contains 1086 members Mstep: Class 7 contains 8500 members Mstep: Class 8 contains 2495 members Mstep: Class 9 contains 12176 members Mstep: Class 10 contains 1151 members Mstep: Class 11 contains 2676 members Mstep: Class 12 contains 561 members Mstep: Class 13 contains 1594 members Mstep: Class 14 contains 5338 members Mstep: Class 15 contains 2363 members Mstep: Class 16 contains 10031 members Mstep: Class 17 contains 1718 members Mstep: Class 18 contains 1412 members Mstep: Class 19 contains 4660 members Mstep: Class 20 contains 727 members Mstep: Class 21 contains 358 members Mstep: Class 22 contains 1506 members Mstep: Class 23 contains 1234 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 1816.330933 but Gain 1833.199219 Score: -7236343.000000 Penalty: 40330.363281 Iteration 40F: 23 clusters Score -7236343 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 685 members Mstep: Class 3 contains 2173 members Mstep: Class 4 contains 1644 members Mstep: Class 5 contains 14008 members Mstep: Class 6 contains 1085 members Mstep: Class 7 contains 8465 members Mstep: Class 8 contains 2612 members Mstep: Class 9 contains 12583 members Mstep: Class 10 contains 1143 members Mstep: Class 11 contains 2662 members Mstep: Class 12 contains 538 members Mstep: Class 13 contains 1570 members Mstep: Class 14 contains 5338 members Mstep: Class 15 contains 2240 members Mstep: Class 16 contains 10003 members Mstep: Class 17 contains 1803 members Mstep: Class 18 contains 1495 members Mstep: Class 19 contains 4644 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1546 members Mstep: Class 23 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -7238007.000000 Penalty: 40330.363281 Iteration 41Q: 23 clusters Score -7238007 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 703 members Mstep: Class 3 contains 2184 members Mstep: Class 4 contains 1643 members Mstep: Class 5 contains 14064 members Mstep: Class 6 contains 1083 members Mstep: Class 7 contains 8453 members Mstep: Class 8 contains 2585 members Mstep: Class 9 contains 12593 members Mstep: Class 10 contains 1143 members Mstep: Class 11 contains 2653 members Mstep: Class 12 contains 518 members Mstep: Class 13 contains 1539 members Mstep: Class 14 contains 5340 members Mstep: Class 15 contains 2163 members Mstep: Class 16 contains 9991 members Mstep: Class 17 contains 1796 members Mstep: Class 18 contains 1533 members Mstep: Class 19 contains 4631 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1558 members Mstep: Class 23 contains 1414 members Entering Unmasked Estep ConsiderDeletion Score: -7238435.000000 Penalty: 40330.363281 Iteration 42Q: 23 clusters Score -7238435 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 717 members Mstep: Class 3 contains 2193 members Mstep: Class 4 contains 1646 members Mstep: Class 5 contains 14116 members Mstep: Class 6 contains 1081 members Mstep: Class 7 contains 8438 members Mstep: Class 8 contains 2567 members Mstep: Class 9 contains 12597 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 2644 members Mstep: Class 12 contains 504 members Mstep: Class 13 contains 1505 members Mstep: Class 14 contains 5340 members Mstep: Class 15 contains 2109 members Mstep: Class 16 contains 9985 members Mstep: Class 17 contains 1797 members Mstep: Class 18 contains 1564 members Mstep: Class 19 contains 4618 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1565 members Mstep: Class 23 contains 1450 members Entering Unmasked Estep ConsiderDeletion Score: -7238707.000000 Penalty: 40330.363281 Iteration 43Q: 23 clusters Score -7238707 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 727 members Mstep: Class 3 contains 2200 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 14159 members Mstep: Class 6 contains 1081 members Mstep: Class 7 contains 8430 members Mstep: Class 8 contains 2565 members Mstep: Class 9 contains 12583 members Mstep: Class 10 contains 1151 members Mstep: Class 11 contains 2636 members Mstep: Class 12 contains 492 members Mstep: Class 13 contains 1478 members Mstep: Class 14 contains 5338 members Mstep: Class 15 contains 2059 members Mstep: Class 16 contains 9984 members Mstep: Class 17 contains 1797 members Mstep: Class 18 contains 1588 members Mstep: Class 19 contains 4612 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1572 members Mstep: Class 23 contains 1482 members Entering Unmasked Estep ConsiderDeletion Score: -7238963.000000 Penalty: 40330.363281 Iteration 44Q: 23 clusters Score -7238963 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 731 members Mstep: Class 3 contains 2205 members Mstep: Class 4 contains 1651 members Mstep: Class 5 contains 14192 members Mstep: Class 6 contains 1081 members Mstep: Class 7 contains 8426 members Mstep: Class 8 contains 2571 members Mstep: Class 9 contains 12571 members Mstep: Class 10 contains 1151 members Mstep: Class 11 contains 2628 members Mstep: Class 12 contains 482 members Mstep: Class 13 contains 1462 members Mstep: Class 14 contains 5338 members Mstep: Class 15 contains 2021 members Mstep: Class 16 contains 9984 members Mstep: Class 17 contains 1800 members Mstep: Class 18 contains 1600 members Mstep: Class 19 contains 4609 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1581 members Mstep: Class 23 contains 1500 members Entering Unmasked Estep ConsiderDeletion Score: -7239088.500000 Penalty: 40330.363281 Iteration 45Q: 23 clusters Score -7239088 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 735 members Mstep: Class 3 contains 2206 members Mstep: Class 4 contains 1652 members Mstep: Class 5 contains 14233 members Mstep: Class 6 contains 1081 members Mstep: Class 7 contains 8418 members Mstep: Class 8 contains 2572 members Mstep: Class 9 contains 12562 members Mstep: Class 10 contains 1150 members Mstep: Class 11 contains 2627 members Mstep: Class 12 contains 476 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 5338 members Mstep: Class 15 contains 1982 members Mstep: Class 16 contains 9986 members Mstep: Class 17 contains 1803 members Mstep: Class 18 contains 1611 members Mstep: Class 19 contains 4603 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1589 members Mstep: Class 23 contains 1511 members Entering Unmasked Estep ConsiderDeletion Score: -7239192.000000 Penalty: 40330.363281 Iteration 46Q: 23 clusters Score -7239192 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 736 members Mstep: Class 3 contains 2207 members Mstep: Class 4 contains 1651 members Mstep: Class 5 contains 14252 members Mstep: Class 6 contains 1081 members Mstep: Class 7 contains 8406 members Mstep: Class 8 contains 2571 members Mstep: Class 9 contains 12552 members Mstep: Class 10 contains 1151 members Mstep: Class 11 contains 2627 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 1443 members Mstep: Class 14 contains 5338 members Mstep: Class 15 contains 1960 members Mstep: Class 16 contains 9987 members Mstep: Class 17 contains 1809 members Mstep: Class 18 contains 1617 members Mstep: Class 19 contains 4601 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1602 members Mstep: Class 23 contains 1520 members Entering Unmasked Estep ConsiderDeletion Score: -7239257.000000 Penalty: 40330.363281 Iteration 47Q: 23 clusters Score -7239257 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 739 members Mstep: Class 3 contains 2207 members Mstep: Class 4 contains 1652 members Mstep: Class 5 contains 14267 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8403 members Mstep: Class 8 contains 2574 members Mstep: Class 9 contains 12544 members Mstep: Class 10 contains 1150 members Mstep: Class 11 contains 2626 members Mstep: Class 12 contains 467 members Mstep: Class 13 contains 1438 members Mstep: Class 14 contains 5338 members Mstep: Class 15 contains 1943 members Mstep: Class 16 contains 9987 members Mstep: Class 17 contains 1815 members Mstep: Class 18 contains 1621 members Mstep: Class 19 contains 4600 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1607 members Mstep: Class 23 contains 1523 members Entering Unmasked Estep ConsiderDeletion Score: -7239344.500000 Penalty: 40330.363281 Iteration 48Q: 23 clusters Score -7239344 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 741 members Mstep: Class 3 contains 2207 members Mstep: Class 4 contains 1652 members Mstep: Class 5 contains 14273 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8400 members Mstep: Class 8 contains 2576 members Mstep: Class 9 contains 12535 members Mstep: Class 10 contains 1150 members Mstep: Class 11 contains 2626 members Mstep: Class 12 contains 464 members Mstep: Class 13 contains 1433 members Mstep: Class 14 contains 5340 members Mstep: Class 15 contains 1938 members Mstep: Class 16 contains 9985 members Mstep: Class 17 contains 1824 members Mstep: Class 18 contains 1623 members Mstep: Class 19 contains 4600 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1609 members Mstep: Class 23 contains 1524 members Entering Unmasked Estep ConsiderDeletion Score: -7239405.000000 Penalty: 40330.363281 Iteration 49Q: 23 clusters Score -7239405 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 744 members Mstep: Class 3 contains 2209 members Mstep: Class 4 contains 1653 members Mstep: Class 5 contains 14285 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8395 members Mstep: Class 8 contains 2583 members Mstep: Class 9 contains 12519 members Mstep: Class 10 contains 1150 members Mstep: Class 11 contains 2625 members Mstep: Class 12 contains 463 members Mstep: Class 13 contains 1431 members Mstep: Class 14 contains 5341 members Mstep: Class 15 contains 1927 members Mstep: Class 16 contains 9988 members Mstep: Class 17 contains 1828 members Mstep: Class 18 contains 1626 members Mstep: Class 19 contains 4599 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1613 members Mstep: Class 23 contains 1521 members Entering Unmasked Estep ConsiderDeletion Score: -7239438.500000 Penalty: 40330.363281 Iteration 50Q: 23 clusters Score -7239438 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 748 members Mstep: Class 3 contains 2210 members Mstep: Class 4 contains 1653 members Mstep: Class 5 contains 14300 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8387 members Mstep: Class 8 contains 2577 members Mstep: Class 9 contains 12518 members Mstep: Class 10 contains 1150 members Mstep: Class 11 contains 2624 members Mstep: Class 12 contains 461 members Mstep: Class 13 contains 1430 members Mstep: Class 14 contains 5341 members Mstep: Class 15 contains 1911 members Mstep: Class 16 contains 9989 members Mstep: Class 17 contains 1827 members Mstep: Class 18 contains 1628 members Mstep: Class 19 contains 4596 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1619 members Mstep: Class 23 contains 1531 members Entering Unmasked Estep ConsiderDeletion Score: -7239498.500000 Penalty: 40330.363281 Iteration 51Q: 23 clusters Score -7239498 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 752 members Mstep: Class 3 contains 2210 members Mstep: Class 4 contains 1653 members Mstep: Class 5 contains 14307 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8378 members Mstep: Class 8 contains 2575 members Mstep: Class 9 contains 12514 members Mstep: Class 10 contains 1150 members Mstep: Class 11 contains 2625 members Mstep: Class 12 contains 457 members Mstep: Class 13 contains 1429 members Mstep: Class 14 contains 5340 members Mstep: Class 15 contains 1902 members Mstep: Class 16 contains 9987 members Mstep: Class 17 contains 1822 members Mstep: Class 18 contains 1629 members Mstep: Class 19 contains 4593 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1628 members Mstep: Class 23 contains 1549 members Entering Unmasked Estep ConsiderDeletion Score: -7239509.000000 Penalty: 40330.363281 Iteration 52Q: 23 clusters Score -7239509 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 757 members Mstep: Class 3 contains 2210 members Mstep: Class 4 contains 1654 members Mstep: Class 5 contains 14315 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8372 members Mstep: Class 8 contains 2576 members Mstep: Class 9 contains 12514 members Mstep: Class 10 contains 1150 members Mstep: Class 11 contains 2625 members Mstep: Class 12 contains 455 members Mstep: Class 13 contains 1426 members Mstep: Class 14 contains 5340 members Mstep: Class 15 contains 1895 members Mstep: Class 16 contains 9987 members Mstep: Class 17 contains 1811 members Mstep: Class 18 contains 1630 members Mstep: Class 19 contains 4590 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1634 members Mstep: Class 23 contains 1558 members Entering Unmasked Estep ConsiderDeletion Score: -7239535.500000 Penalty: 40330.363281 Iteration 53Q: 23 clusters Score -7239536 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 759 members Mstep: Class 3 contains 2211 members Mstep: Class 4 contains 1654 members Mstep: Class 5 contains 14320 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8366 members Mstep: Class 8 contains 2578 members Mstep: Class 9 contains 12510 members Mstep: Class 10 contains 1151 members Mstep: Class 11 contains 2623 members Mstep: Class 12 contains 455 members Mstep: Class 13 contains 1425 members Mstep: Class 14 contains 5340 members Mstep: Class 15 contains 1889 members Mstep: Class 16 contains 9986 members Mstep: Class 17 contains 1803 members Mstep: Class 18 contains 1629 members Mstep: Class 19 contains 4587 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1640 members Mstep: Class 23 contains 1574 members Entering Unmasked Estep ConsiderDeletion Score: -7239565.000000 Penalty: 40330.363281 Iteration 54Q: 23 clusters Score -7239565 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 762 members Mstep: Class 3 contains 2212 members Mstep: Class 4 contains 1654 members Mstep: Class 5 contains 14321 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8359 members Mstep: Class 8 contains 2583 members Mstep: Class 9 contains 12506 members Mstep: Class 10 contains 1151 members Mstep: Class 11 contains 2622 members Mstep: Class 12 contains 453 members Mstep: Class 13 contains 1424 members Mstep: Class 14 contains 5340 members Mstep: Class 15 contains 1885 members Mstep: Class 16 contains 9983 members Mstep: Class 17 contains 1799 members Mstep: Class 18 contains 1630 members Mstep: Class 19 contains 4587 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1647 members Mstep: Class 23 contains 1584 members Entering Unmasked Estep ConsiderDeletion Score: -7239617.000000 Penalty: 40330.363281 Iteration 55Q: 23 clusters Score -7239617 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 762 members Mstep: Class 3 contains 2213 members Mstep: Class 4 contains 1654 members Mstep: Class 5 contains 14324 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8355 members Mstep: Class 8 contains 2587 members Mstep: Class 9 contains 12501 members Mstep: Class 10 contains 1151 members Mstep: Class 11 contains 2621 members Mstep: Class 12 contains 449 members Mstep: Class 13 contains 1419 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1881 members Mstep: Class 16 contains 9983 members Mstep: Class 17 contains 1799 members Mstep: Class 18 contains 1630 members Mstep: Class 19 contains 4587 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1653 members Mstep: Class 23 contains 1591 members Entering Unmasked Estep ConsiderDeletion Score: -7239609.500000 Penalty: 40330.363281 Iteration 56Q: 23 clusters Score -7239610 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 760 members Mstep: Class 3 contains 2214 members Mstep: Class 4 contains 1654 members Mstep: Class 5 contains 14325 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8354 members Mstep: Class 8 contains 2593 members Mstep: Class 9 contains 12495 members Mstep: Class 10 contains 1150 members Mstep: Class 11 contains 2620 members Mstep: Class 12 contains 449 members Mstep: Class 13 contains 1416 members Mstep: Class 14 contains 5343 members Mstep: Class 15 contains 1879 members Mstep: Class 16 contains 9984 members Mstep: Class 17 contains 1798 members Mstep: Class 18 contains 1631 members Mstep: Class 19 contains 4586 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1658 members Mstep: Class 23 contains 1593 members Entering Unmasked Estep ConsiderDeletion Score: -7239639.000000 Penalty: 40330.363281 Iteration 57Q: 23 clusters Score -7239639 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 759 members Mstep: Class 3 contains 2214 members Mstep: Class 4 contains 1654 members Mstep: Class 5 contains 14326 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8351 members Mstep: Class 8 contains 2595 members Mstep: Class 9 contains 12493 members Mstep: Class 10 contains 1150 members Mstep: Class 11 contains 2620 members Mstep: Class 12 contains 449 members Mstep: Class 13 contains 1414 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1879 members Mstep: Class 16 contains 9985 members Mstep: Class 17 contains 1797 members Mstep: Class 18 contains 1632 members Mstep: Class 19 contains 4586 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1662 members Mstep: Class 23 contains 1594 members Entering Unmasked Estep ConsiderDeletion Score: -7239640.500000 Penalty: 40330.363281 Iteration 58Q: 23 clusters Score -7239640 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 758 members Mstep: Class 3 contains 2214 members Mstep: Class 4 contains 1654 members Mstep: Class 5 contains 14326 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8347 members Mstep: Class 8 contains 2599 members Mstep: Class 9 contains 12490 members Mstep: Class 10 contains 1150 members Mstep: Class 11 contains 2620 members Mstep: Class 12 contains 449 members Mstep: Class 13 contains 1412 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1879 members Mstep: Class 16 contains 9985 members Mstep: Class 17 contains 1797 members Mstep: Class 18 contains 1632 members Mstep: Class 19 contains 4586 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1667 members Mstep: Class 23 contains 1595 members Entering Unmasked Estep ConsiderDeletion Score: -7239650.000000 Penalty: 40330.363281 Iteration 59Q: 23 clusters Score -7239650 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 758 members Mstep: Class 3 contains 2214 members Mstep: Class 4 contains 1654 members Mstep: Class 5 contains 14326 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8343 members Mstep: Class 8 contains 2605 members Mstep: Class 9 contains 12484 members Mstep: Class 10 contains 1150 members Mstep: Class 11 contains 2620 members Mstep: Class 12 contains 449 members Mstep: Class 13 contains 1412 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1879 members Mstep: Class 16 contains 9985 members Mstep: Class 17 contains 1797 members Mstep: Class 18 contains 1632 members Mstep: Class 19 contains 4586 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1671 members Mstep: Class 23 contains 1595 members Entering Unmasked Estep ConsiderDeletion Score: -7239701.500000 Penalty: 40330.363281 Iteration 60F: 23 clusters Score -7239702 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 774 members Mstep: Class 3 contains 2214 members Mstep: Class 4 contains 1654 members Mstep: Class 5 contains 14326 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8334 members Mstep: Class 8 contains 2614 members Mstep: Class 9 contains 12477 members Mstep: Class 10 contains 1150 members Mstep: Class 11 contains 2620 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1407 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1879 members Mstep: Class 16 contains 9985 members Mstep: Class 17 contains 1797 members Mstep: Class 18 contains 1635 members Mstep: Class 19 contains 4586 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1665 members Mstep: Class 23 contains 1595 members Entering Unmasked Estep ConsiderDeletion Score: -7239730.500000 Penalty: 40330.363281 Iteration 61Q: 23 clusters Score -7239730 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 781 members Mstep: Class 3 contains 2214 members Mstep: Class 4 contains 1654 members Mstep: Class 5 contains 14326 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8326 members Mstep: Class 8 contains 2619 members Mstep: Class 9 contains 12469 members Mstep: Class 10 contains 1150 members Mstep: Class 11 contains 2620 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1406 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1879 members Mstep: Class 16 contains 9985 members Mstep: Class 17 contains 1797 members Mstep: Class 18 contains 1638 members Mstep: Class 19 contains 4586 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1667 members Mstep: Class 23 contains 1595 members Entering Unmasked Estep ConsiderDeletion Score: -7239736.500000 Penalty: 40330.363281 Iteration 62Q: 23 clusters Score -7239736 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 781 members Mstep: Class 3 contains 2214 members Mstep: Class 4 contains 1654 members Mstep: Class 5 contains 14326 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8323 members Mstep: Class 8 contains 2623 members Mstep: Class 9 contains 12464 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 2620 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1404 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1879 members Mstep: Class 16 contains 9985 members Mstep: Class 17 contains 1800 members Mstep: Class 18 contains 1638 members Mstep: Class 19 contains 4586 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1671 members Mstep: Class 23 contains 1595 members Entering Unmasked Estep ConsiderDeletion Score: -7239737.000000 Penalty: 40330.363281 Iteration 63Q: 23 clusters Score -7239737 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 780 members Mstep: Class 3 contains 2214 members Mstep: Class 4 contains 1654 members Mstep: Class 5 contains 14327 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8322 members Mstep: Class 8 contains 2624 members Mstep: Class 9 contains 12463 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 2620 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1404 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1879 members Mstep: Class 16 contains 9985 members Mstep: Class 17 contains 1800 members Mstep: Class 18 contains 1638 members Mstep: Class 19 contains 4586 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1672 members Mstep: Class 23 contains 1595 members Entering Unmasked Estep ConsiderDeletion Score: -7239727.000000 Penalty: 40330.363281 Iteration 64Q: 23 clusters Score -7239727 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 780 members Mstep: Class 3 contains 2214 members Mstep: Class 4 contains 1654 members Mstep: Class 5 contains 14327 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2624 members Mstep: Class 9 contains 12462 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 2620 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1404 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1879 members Mstep: Class 16 contains 9985 members Mstep: Class 17 contains 1800 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4586 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1595 members Entering Unmasked Estep ConsiderDeletion Score: -7239727.000000 Penalty: 40330.363281 Iteration 65Q: 23 clusters Score -7239727 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 780 members Mstep: Class 3 contains 2214 members Mstep: Class 4 contains 1654 members Mstep: Class 5 contains 14327 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2623 members Mstep: Class 9 contains 12463 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 2620 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1404 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1879 members Mstep: Class 16 contains 9985 members Mstep: Class 17 contains 1800 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4586 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1595 members Entering Unmasked Estep ConsiderDeletion Score: -7239727.500000 Penalty: 40330.363281 Iteration 66Q: 23 clusters Score -7239728 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 780 members Mstep: Class 3 contains 2214 members Mstep: Class 4 contains 1654 members Mstep: Class 5 contains 14327 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2622 members Mstep: Class 9 contains 12464 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 2620 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1404 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1879 members Mstep: Class 16 contains 9985 members Mstep: Class 17 contains 1800 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4586 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1595 members Entering Unmasked Estep ConsiderDeletion Score: -7239728.500000 Penalty: 40330.363281 Iteration 67Q: 23 clusters Score -7239728 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 780 members Mstep: Class 3 contains 2214 members Mstep: Class 4 contains 1654 members Mstep: Class 5 contains 14327 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2622 members Mstep: Class 9 contains 12464 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 2620 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1404 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1879 members Mstep: Class 16 contains 9985 members Mstep: Class 17 contains 1800 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4586 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1595 members Entering Unmasked Estep ConsiderDeletion Score: -7239728.500000 Penalty: 40330.363281 Iteration 68F: 23 clusters Score -7239728 nChanged 0 Entering ConstructFrom: Score: -7239728.500000 Penalty: 40330.363281 Entering ConstructFrom: Trying to split cluster 1 (1365 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Entering Unmasked Estep Score: -125529.156250 Penalty: 1173.072876 Iteration 0F: 2 clusters Score -125529.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -123823.875000 Penalty: 2346.145752 Iteration 0F: 3 clusters Score -123823.9 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -124241.585938 Penalty: 2346.145752 Iteration 1F: 3 clusters Score -124241.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -124453.164062 Penalty: 2346.145752 Iteration 2F: 3 clusters Score -124453.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -124618.984375 Penalty: 2346.145752 Iteration 3F: 3 clusters Score -124619 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -124717.687500 Penalty: 2346.145752 Iteration 4F: 3 clusters Score -124717.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -124803.062500 Penalty: 2346.145752 Iteration 5Q: 3 clusters Score -124803.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -124881.070312 Penalty: 2346.145752 Iteration 6Q: 3 clusters Score -124881.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -124930.148438 Penalty: 2346.145752 Iteration 7Q: 3 clusters Score -124930.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -124964.648438 Penalty: 2346.145752 Iteration 8Q: 3 clusters Score -124964.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -124982.804688 Penalty: 2346.145752 Iteration 9Q: 3 clusters Score -124982.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -124991.382812 Penalty: 2346.145752 Iteration 10Q: 3 clusters Score -124991.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -124995.500000 Penalty: 2346.145752 Iteration 11Q: 3 clusters Score -124995.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -125000.906250 Penalty: 2346.145752 Iteration 12Q: 3 clusters Score -125000.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -125006.804688 Penalty: 2346.145752 Iteration 13Q: 3 clusters Score -125006.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -125014.070312 Penalty: 2346.145752 Iteration 14Q: 3 clusters Score -125014.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -125018.445312 Penalty: 2346.145752 Iteration 15Q: 3 clusters Score -125018.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -125026.250000 Penalty: 2346.145752 Iteration 16Q: 3 clusters Score -125026.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -125030.125000 Penalty: 2346.145752 Iteration 17Q: 3 clusters Score -125030.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -125031.648438 Penalty: 2346.145752 Iteration 18Q: 3 clusters Score -125031.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -125033.289062 Penalty: 2346.145752 Iteration 19Q: 3 clusters Score -125033.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -125033.289062 Penalty: 2346.145752 Iteration 20F: 3 clusters Score -125033.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (780 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Entering Unmasked Estep Score: -66546.210938 Penalty: 1082.135254 Iteration 0F: 2 clusters Score -66546.21 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 388 members Entering Unmasked Estep Score: -65274.273438 Penalty: 2164.270508 Iteration 0F: 3 clusters Score -65274.27 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -65522.164062 Penalty: 2164.270508 Iteration 1F: 3 clusters Score -65522.16 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -65621.671875 Penalty: 2164.270508 Iteration 2F: 3 clusters Score -65621.67 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -65667.171875 Penalty: 2164.270508 Iteration 3Q: 3 clusters Score -65667.17 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -65707.242188 Penalty: 2164.270508 Iteration 4Q: 3 clusters Score -65707.24 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -65735.257812 Penalty: 2164.270508 Iteration 5Q: 3 clusters Score -65735.26 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -65755.265625 Penalty: 2164.270508 Iteration 6Q: 3 clusters Score -65755.27 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -65773.164062 Penalty: 2164.270508 Iteration 7Q: 3 clusters Score -65773.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -65784.828125 Penalty: 2164.270508 Iteration 8Q: 3 clusters Score -65784.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -65794.929688 Penalty: 2164.270508 Iteration 9Q: 3 clusters Score -65794.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -65799.367188 Penalty: 2164.270508 Iteration 10Q: 3 clusters Score -65799.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -65803.539062 Penalty: 2164.270508 Iteration 11Q: 3 clusters Score -65803.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -65808.804688 Penalty: 2164.270508 Iteration 12Q: 3 clusters Score -65808.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -65816.945312 Penalty: 2164.270508 Iteration 13Q: 3 clusters Score -65816.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -65841.906250 Penalty: 2164.270508 Iteration 14Q: 3 clusters Score -65841.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -65857.945312 Penalty: 2164.270508 Iteration 15Q: 3 clusters Score -65857.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -65872.867188 Penalty: 2164.270508 Iteration 16Q: 3 clusters Score -65872.87 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -65884.578125 Penalty: 2164.270508 Iteration 17Q: 3 clusters Score -65884.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -65894.281250 Penalty: 2164.270508 Iteration 18Q: 3 clusters Score -65894.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -65903.492188 Penalty: 2164.270508 Iteration 19Q: 3 clusters Score -65903.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -65904.820312 Penalty: 2164.270508 Iteration 20F: 3 clusters Score -65904.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -65909.093750 Penalty: 2164.270508 Iteration 21Q: 3 clusters Score -65909.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -65911.007812 Penalty: 2164.270508 Iteration 22Q: 3 clusters Score -65911.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -65911.007812 Penalty: 2164.270508 Iteration 23F: 3 clusters Score -65911.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2214 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Entering Unmasked Estep Score: -210220.359375 Penalty: 1251.665405 Iteration 0F: 2 clusters Score -210220.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -207953.437500 Penalty: 2503.330811 Iteration 0F: 3 clusters Score -207953.4 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -208457.218750 Penalty: 2503.330811 Iteration 1F: 3 clusters Score -208457.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -208583.390625 Penalty: 2503.330811 Iteration 2F: 3 clusters Score -208583.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -208664.890625 Penalty: 2503.330811 Iteration 3F: 3 clusters Score -208664.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -208711.421875 Penalty: 2503.330811 Iteration 4Q: 3 clusters Score -208711.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -208746.437500 Penalty: 2503.330811 Iteration 5Q: 3 clusters Score -208746.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -208773.140625 Penalty: 2503.330811 Iteration 6Q: 3 clusters Score -208773.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -208805.750000 Penalty: 2503.330811 Iteration 7Q: 3 clusters Score -208805.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -208829.156250 Penalty: 2503.330811 Iteration 8Q: 3 clusters Score -208829.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -208845.843750 Penalty: 2503.330811 Iteration 9Q: 3 clusters Score -208845.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -208860.343750 Penalty: 2503.330811 Iteration 10Q: 3 clusters Score -208860.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -208871.984375 Penalty: 2503.330811 Iteration 11Q: 3 clusters Score -208872 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -208876.937500 Penalty: 2503.330811 Iteration 12Q: 3 clusters Score -208876.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -208880.250000 Penalty: 2503.330811 Iteration 13Q: 3 clusters Score -208880.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -208883.859375 Penalty: 2503.330811 Iteration 14Q: 3 clusters Score -208883.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -208887.156250 Penalty: 2503.330811 Iteration 15Q: 3 clusters Score -208887.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -208889.125000 Penalty: 2503.330811 Iteration 16Q: 3 clusters Score -208889.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -208889.890625 Penalty: 2503.330811 Iteration 17Q: 3 clusters Score -208889.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -208891.843750 Penalty: 2503.330811 Iteration 18Q: 3 clusters Score -208891.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -208893.218750 Penalty: 2503.330811 Iteration 19Q: 3 clusters Score -208893.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -208894.906250 Penalty: 2503.330811 Iteration 20F: 3 clusters Score -208894.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -208896.531250 Penalty: 2503.330811 Iteration 21Q: 3 clusters Score -208896.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -208897.531250 Penalty: 2503.330811 Iteration 22Q: 3 clusters Score -208897.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -208897.921875 Penalty: 2503.330811 Iteration 23Q: 3 clusters Score -208897.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -208899.156250 Penalty: 2503.330811 Iteration 24Q: 3 clusters Score -208899.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -208899.531250 Penalty: 2503.330811 Iteration 25Q: 3 clusters Score -208899.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -208899.796875 Penalty: 2503.330811 Iteration 26Q: 3 clusters Score -208899.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -208900.468750 Penalty: 2503.330811 Iteration 27Q: 3 clusters Score -208900.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -208901.437500 Penalty: 2503.330811 Iteration 28Q: 3 clusters Score -208901.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -208902.390625 Penalty: 2503.330811 Iteration 29Q: 3 clusters Score -208902.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -208902.953125 Penalty: 2503.330811 Iteration 30Q: 3 clusters Score -208903 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -208902.953125 Penalty: 2503.330811 Iteration 31F: 3 clusters Score -208903 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1654 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Entering Unmasked Estep Score: -157060.703125 Penalty: 1204.279663 Iteration 0F: 2 clusters Score -157060.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -155214.531250 Penalty: 2408.559326 Iteration 0F: 3 clusters Score -155214.5 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -155628.250000 Penalty: 2408.559326 Iteration 1F: 3 clusters Score -155628.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -155758.718750 Penalty: 2408.559326 Iteration 2F: 3 clusters Score -155758.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -155835.265625 Penalty: 2408.559326 Iteration 3F: 3 clusters Score -155835.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -155889.140625 Penalty: 2408.559326 Iteration 4Q: 3 clusters Score -155889.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -155927.062500 Penalty: 2408.559326 Iteration 5Q: 3 clusters Score -155927.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -155963.156250 Penalty: 2408.559326 Iteration 6Q: 3 clusters Score -155963.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -156002.421875 Penalty: 2408.559326 Iteration 7Q: 3 clusters Score -156002.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -156035.265625 Penalty: 2408.559326 Iteration 8Q: 3 clusters Score -156035.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -156064.187500 Penalty: 2408.559326 Iteration 9Q: 3 clusters Score -156064.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -156092.421875 Penalty: 2408.559326 Iteration 10Q: 3 clusters Score -156092.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -156111.578125 Penalty: 2408.559326 Iteration 11Q: 3 clusters Score -156111.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -156119.734375 Penalty: 2408.559326 Iteration 12Q: 3 clusters Score -156119.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -156126.593750 Penalty: 2408.559326 Iteration 13Q: 3 clusters Score -156126.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -156135.421875 Penalty: 2408.559326 Iteration 14Q: 3 clusters Score -156135.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -156145.078125 Penalty: 2408.559326 Iteration 15Q: 3 clusters Score -156145.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -156154.453125 Penalty: 2408.559326 Iteration 16Q: 3 clusters Score -156154.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -156158.093750 Penalty: 2408.559326 Iteration 17Q: 3 clusters Score -156158.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -156162.750000 Penalty: 2408.559326 Iteration 18Q: 3 clusters Score -156162.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -156167.781250 Penalty: 2408.559326 Iteration 19Q: 3 clusters Score -156167.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -156169.578125 Penalty: 2408.559326 Iteration 20F: 3 clusters Score -156169.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -156171.921875 Penalty: 2408.559326 Iteration 21Q: 3 clusters Score -156171.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -156173.515625 Penalty: 2408.559326 Iteration 22Q: 3 clusters Score -156173.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -156174.578125 Penalty: 2408.559326 Iteration 23Q: 3 clusters Score -156174.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -156175.187500 Penalty: 2408.559326 Iteration 24Q: 3 clusters Score -156175.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -156175.187500 Penalty: 2408.559326 Iteration 25F: 3 clusters Score -156175.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (14327 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14327 members Entering Unmasked Estep Score: -1331683.875000 Penalty: 1555.109009 Iteration 0F: 2 clusters Score -1331684 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7217 members Mstep: Class 2 contains 7110 members Entering Unmasked Estep Score: -1321717.750000 Penalty: 3110.218018 Iteration 0F: 3 clusters Score -1321718 nChanged 6295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7306 members Mstep: Class 2 contains 7021 members Entering Unmasked Estep Score: -1325163.250000 Penalty: 3110.218018 Iteration 1F: 3 clusters Score -1325163 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7359 members Mstep: Class 2 contains 6968 members Entering Unmasked Estep Score: -1325411.375000 Penalty: 3110.218018 Iteration 2Q: 3 clusters Score -1325411 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7448 members Mstep: Class 2 contains 6879 members Entering Unmasked Estep Score: -1325626.500000 Penalty: 3110.218018 Iteration 3Q: 3 clusters Score -1325626 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7591 members Mstep: Class 2 contains 6736 members Entering Unmasked Estep Score: -1325858.875000 Penalty: 3110.218018 Iteration 4Q: 3 clusters Score -1325859 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7760 members Mstep: Class 2 contains 6567 members Entering Unmasked Estep Score: -1326119.750000 Penalty: 3110.218018 Iteration 5Q: 3 clusters Score -1326120 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7977 members Mstep: Class 2 contains 6350 members Entering Unmasked Estep Score: -1326444.250000 Penalty: 3110.218018 Iteration 6Q: 3 clusters Score -1326444 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8233 members Mstep: Class 2 contains 6094 members Entering Unmasked Estep Score: -1326798.250000 Penalty: 3110.218018 Iteration 7Q: 3 clusters Score -1326798 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8527 members Mstep: Class 2 contains 5800 members Entering Unmasked Estep Score: -1327187.625000 Penalty: 3110.218018 Iteration 8Q: 3 clusters Score -1327188 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8865 members Mstep: Class 2 contains 5462 members Entering Unmasked Estep Score: -1327627.250000 Penalty: 3110.218018 Iteration 9Q: 3 clusters Score -1327627 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9212 members Mstep: Class 2 contains 5115 members Entering Unmasked Estep Score: -1328049.750000 Penalty: 3110.218018 Iteration 10Q: 3 clusters Score -1328050 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9514 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -1328432.875000 Penalty: 3110.218018 Iteration 11Q: 3 clusters Score -1328433 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9831 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -1328841.375000 Penalty: 3110.218018 Iteration 12Q: 3 clusters Score -1328841 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10076 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -1329135.000000 Penalty: 3110.218018 Iteration 13Q: 3 clusters Score -1329135 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10273 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -1329341.625000 Penalty: 3110.218018 Iteration 14Q: 3 clusters Score -1329342 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10431 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -1329513.000000 Penalty: 3110.218018 Iteration 15Q: 3 clusters Score -1329513 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10580 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -1329654.750000 Penalty: 3110.218018 Iteration 16Q: 3 clusters Score -1329655 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10704 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -1329745.125000 Penalty: 3110.218018 Iteration 17Q: 3 clusters Score -1329745 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10812 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -1329810.375000 Penalty: 3110.218018 Iteration 18Q: 3 clusters Score -1329810 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10888 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -1329866.250000 Penalty: 3110.218018 Iteration 19Q: 3 clusters Score -1329866 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10943 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -1329919.875000 Penalty: 3110.218018 Iteration 20F: 3 clusters Score -1329920 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10960 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -1329955.250000 Penalty: 3110.218018 Iteration 21Q: 3 clusters Score -1329955 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10974 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -1329992.250000 Penalty: 3110.218018 Iteration 22Q: 3 clusters Score -1329992 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10989 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -1330023.875000 Penalty: 3110.218018 Iteration 23Q: 3 clusters Score -1330024 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11018 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -1330056.500000 Penalty: 3110.218018 Iteration 24Q: 3 clusters Score -1330056 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11043 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -1330073.250000 Penalty: 3110.218018 Iteration 25Q: 3 clusters Score -1330073 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11081 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -1330102.375000 Penalty: 3110.218018 Iteration 26Q: 3 clusters Score -1330102 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11116 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -1330127.500000 Penalty: 3110.218018 Iteration 27Q: 3 clusters Score -1330128 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11147 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -1330142.750000 Penalty: 3110.218018 Iteration 28Q: 3 clusters Score -1330143 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11178 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -1330148.625000 Penalty: 3110.218018 Iteration 29Q: 3 clusters Score -1330149 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11198 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -1330163.000000 Penalty: 3110.218018 Iteration 30Q: 3 clusters Score -1330163 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11213 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -1330169.875000 Penalty: 3110.218018 Iteration 31Q: 3 clusters Score -1330170 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11226 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -1330175.250000 Penalty: 3110.218018 Iteration 32Q: 3 clusters Score -1330175 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11249 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -1330181.000000 Penalty: 3110.218018 Iteration 33Q: 3 clusters Score -1330181 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11269 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -1330188.125000 Penalty: 3110.218018 Iteration 34Q: 3 clusters Score -1330188 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11285 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -1330190.375000 Penalty: 3110.218018 Iteration 35Q: 3 clusters Score -1330190 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11304 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -1330194.000000 Penalty: 3110.218018 Iteration 36Q: 3 clusters Score -1330194 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11322 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -1330199.000000 Penalty: 3110.218018 Iteration 37Q: 3 clusters Score -1330199 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11344 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -1330207.500000 Penalty: 3110.218018 Iteration 38Q: 3 clusters Score -1330208 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11358 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -1330211.125000 Penalty: 3110.218018 Iteration 39Q: 3 clusters Score -1330211 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11379 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -1330211.375000 Penalty: 3110.218018 Iteration 40F: 3 clusters Score -1330211 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11392 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -1330216.750000 Penalty: 3110.218018 Iteration 41Q: 3 clusters Score -1330217 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11410 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -1330220.000000 Penalty: 3110.218018 Iteration 42Q: 3 clusters Score -1330220 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11423 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -1330226.375000 Penalty: 3110.218018 Iteration 43Q: 3 clusters Score -1330226 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11438 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -1330233.125000 Penalty: 3110.218018 Iteration 44Q: 3 clusters Score -1330233 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11459 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -1330237.375000 Penalty: 3110.218018 Iteration 45Q: 3 clusters Score -1330237 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11480 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -1330244.375000 Penalty: 3110.218018 Iteration 46Q: 3 clusters Score -1330244 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11508 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -1330252.125000 Penalty: 3110.218018 Iteration 47Q: 3 clusters Score -1330252 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11530 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -1330253.375000 Penalty: 3110.218018 Iteration 48Q: 3 clusters Score -1330253 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11557 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -1330257.625000 Penalty: 3110.218018 Iteration 49Q: 3 clusters Score -1330258 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11576 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -1330269.500000 Penalty: 3110.218018 Iteration 50Q: 3 clusters Score -1330270 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11592 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -1330270.125000 Penalty: 3110.218018 Iteration 51Q: 3 clusters Score -1330270 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11608 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -1330277.500000 Penalty: 3110.218018 Iteration 52Q: 3 clusters Score -1330278 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11626 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -1330277.750000 Penalty: 3110.218018 Iteration 53Q: 3 clusters Score -1330278 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11644 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -1330279.500000 Penalty: 3110.218018 Iteration 54Q: 3 clusters Score -1330280 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11656 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -1330283.125000 Penalty: 3110.218018 Iteration 55Q: 3 clusters Score -1330283 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11666 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -1330289.000000 Penalty: 3110.218018 Iteration 56Q: 3 clusters Score -1330289 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11676 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -1330288.375000 Penalty: 3110.218018 Iteration 57Q: 3 clusters Score -1330288 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11688 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -1330289.250000 Penalty: 3110.218018 Iteration 58Q: 3 clusters Score -1330289 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11698 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -1330295.875000 Penalty: 3110.218018 Iteration 59Q: 3 clusters Score -1330296 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11714 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -1330294.875000 Penalty: 3110.218018 Iteration 60F: 3 clusters Score -1330295 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11727 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -1330298.250000 Penalty: 3110.218018 Iteration 61Q: 3 clusters Score -1330298 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11741 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -1330298.750000 Penalty: 3110.218018 Iteration 62Q: 3 clusters Score -1330299 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11749 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -1330298.875000 Penalty: 3110.218018 Iteration 63Q: 3 clusters Score -1330299 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11759 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -1330300.625000 Penalty: 3110.218018 Iteration 64Q: 3 clusters Score -1330301 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11771 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -1330300.000000 Penalty: 3110.218018 Iteration 65Q: 3 clusters Score -1330300 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11783 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -1330305.750000 Penalty: 3110.218018 Iteration 66Q: 3 clusters Score -1330306 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11796 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -1330306.625000 Penalty: 3110.218018 Iteration 67Q: 3 clusters Score -1330307 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11808 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -1330311.875000 Penalty: 3110.218018 Iteration 68Q: 3 clusters Score -1330312 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11823 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -1330312.250000 Penalty: 3110.218018 Iteration 69Q: 3 clusters Score -1330312 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11843 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -1330316.500000 Penalty: 3110.218018 Iteration 70Q: 3 clusters Score -1330316 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11857 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -1330322.125000 Penalty: 3110.218018 Iteration 71Q: 3 clusters Score -1330322 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11872 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -1330323.625000 Penalty: 3110.218018 Iteration 72Q: 3 clusters Score -1330324 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11881 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -1330323.375000 Penalty: 3110.218018 Iteration 73Q: 3 clusters Score -1330323 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11889 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -1330324.875000 Penalty: 3110.218018 Iteration 74Q: 3 clusters Score -1330325 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11895 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -1330326.750000 Penalty: 3110.218018 Iteration 75Q: 3 clusters Score -1330327 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11903 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -1330326.625000 Penalty: 3110.218018 Iteration 76Q: 3 clusters Score -1330327 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11910 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -1330328.875000 Penalty: 3110.218018 Iteration 77Q: 3 clusters Score -1330329 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11926 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -1330326.125000 Penalty: 3110.218018 Iteration 78Q: 3 clusters Score -1330326 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11938 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -1330333.500000 Penalty: 3110.218018 Iteration 79Q: 3 clusters Score -1330334 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11947 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -1330335.500000 Penalty: 3110.218018 Iteration 80F: 3 clusters Score -1330336 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11955 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -1330338.250000 Penalty: 3110.218018 Iteration 81Q: 3 clusters Score -1330338 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11962 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -1330340.500000 Penalty: 3110.218018 Iteration 82Q: 3 clusters Score -1330340 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11970 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -1330339.875000 Penalty: 3110.218018 Iteration 83Q: 3 clusters Score -1330340 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11971 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -1330342.125000 Penalty: 3110.218018 Iteration 84Q: 3 clusters Score -1330342 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11976 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -1330343.750000 Penalty: 3110.218018 Iteration 85Q: 3 clusters Score -1330344 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11980 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -1330348.750000 Penalty: 3110.218018 Iteration 86Q: 3 clusters Score -1330349 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11984 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -1330348.250000 Penalty: 3110.218018 Iteration 87Q: 3 clusters Score -1330348 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11986 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -1330348.000000 Penalty: 3110.218018 Iteration 88Q: 3 clusters Score -1330348 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11989 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -1330349.125000 Penalty: 3110.218018 Iteration 89Q: 3 clusters Score -1330349 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11991 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -1330348.000000 Penalty: 3110.218018 Iteration 90Q: 3 clusters Score -1330348 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11993 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -1330348.875000 Penalty: 3110.218018 Iteration 91Q: 3 clusters Score -1330349 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11994 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -1330351.250000 Penalty: 3110.218018 Iteration 92Q: 3 clusters Score -1330351 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11994 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -1330351.250000 Penalty: 3110.218018 Iteration 93F: 3 clusters Score -1330351 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1082 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Entering Unmasked Estep Score: -103694.742188 Penalty: 1135.317017 Iteration 0F: 2 clusters Score -103694.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -102204.273438 Penalty: 2270.634033 Iteration 0F: 3 clusters Score -102204.3 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -102454.265625 Penalty: 2270.634033 Iteration 1F: 3 clusters Score -102454.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -102518.671875 Penalty: 2270.634033 Iteration 2F: 3 clusters Score -102518.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -102564.367188 Penalty: 2270.634033 Iteration 3Q: 3 clusters Score -102564.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -102592.140625 Penalty: 2270.634033 Iteration 4Q: 3 clusters Score -102592.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -102613.164062 Penalty: 2270.634033 Iteration 5Q: 3 clusters Score -102613.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -102630.695312 Penalty: 2270.634033 Iteration 6Q: 3 clusters Score -102630.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -102642.789062 Penalty: 2270.634033 Iteration 7Q: 3 clusters Score -102642.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -102651.343750 Penalty: 2270.634033 Iteration 8Q: 3 clusters Score -102651.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -102660.281250 Penalty: 2270.634033 Iteration 9Q: 3 clusters Score -102660.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -102670.000000 Penalty: 2270.634033 Iteration 10Q: 3 clusters Score -102670 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -102678.296875 Penalty: 2270.634033 Iteration 11Q: 3 clusters Score -102678.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -102682.179688 Penalty: 2270.634033 Iteration 12Q: 3 clusters Score -102682.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -102683.507812 Penalty: 2270.634033 Iteration 13Q: 3 clusters Score -102683.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -102683.984375 Penalty: 2270.634033 Iteration 14Q: 3 clusters Score -102684 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -102683.984375 Penalty: 2270.634033 Iteration 15F: 3 clusters Score -102684 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (8321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8321 members Entering Unmasked Estep Score: -797436.062500 Penalty: 1466.812378 Iteration 0F: 2 clusters Score -797436.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -791330.750000 Penalty: 2933.624756 Iteration 0F: 3 clusters Score -791330.8 nChanged 3623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -793295.937500 Penalty: 2933.624756 Iteration 1F: 3 clusters Score -793295.9 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -793559.437500 Penalty: 2933.624756 Iteration 2F: 3 clusters Score -793559.4 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -793763.375000 Penalty: 2933.624756 Iteration 3F: 3 clusters Score -793763.4 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -793918.437500 Penalty: 2933.624756 Iteration 4Q: 3 clusters Score -793918.4 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 4887 members Entering Unmasked Estep Score: -794061.687500 Penalty: 2933.624756 Iteration 5Q: 3 clusters Score -794061.7 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 5077 members Entering Unmasked Estep Score: -794224.937500 Penalty: 2933.624756 Iteration 6Q: 3 clusters Score -794224.9 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 5291 members Entering Unmasked Estep Score: -794375.375000 Penalty: 2933.624756 Iteration 7Q: 3 clusters Score -794375.4 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 5527 members Entering Unmasked Estep Score: -794547.375000 Penalty: 2933.624756 Iteration 8Q: 3 clusters Score -794547.4 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 5770 members Entering Unmasked Estep Score: -794727.937500 Penalty: 2933.624756 Iteration 9Q: 3 clusters Score -794727.9 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 6026 members Entering Unmasked Estep Score: -794925.500000 Penalty: 2933.624756 Iteration 10Q: 3 clusters Score -794925.5 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 6271 members Entering Unmasked Estep Score: -795086.937500 Penalty: 2933.624756 Iteration 11Q: 3 clusters Score -795086.9 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 6505 members Entering Unmasked Estep Score: -795256.500000 Penalty: 2933.624756 Iteration 12Q: 3 clusters Score -795256.5 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 6744 members Entering Unmasked Estep Score: -795428.937500 Penalty: 2933.624756 Iteration 13Q: 3 clusters Score -795428.9 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 6953 members Entering Unmasked Estep Score: -795578.812500 Penalty: 2933.624756 Iteration 14Q: 3 clusters Score -795578.8 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 7131 members Entering Unmasked Estep Score: -795705.000000 Penalty: 2933.624756 Iteration 15Q: 3 clusters Score -795705 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 7291 members Entering Unmasked Estep Score: -795828.375000 Penalty: 2933.624756 Iteration 16Q: 3 clusters Score -795828.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 7401 members Entering Unmasked Estep Score: -795906.937500 Penalty: 2933.624756 Iteration 17Q: 3 clusters Score -795906.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 7490 members Entering Unmasked Estep Score: -795964.687500 Penalty: 2933.624756 Iteration 18Q: 3 clusters Score -795964.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 7558 members Entering Unmasked Estep Score: -796005.562500 Penalty: 2933.624756 Iteration 19Q: 3 clusters Score -796005.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 7618 members Entering Unmasked Estep Score: -796042.937500 Penalty: 2933.624756 Iteration 20F: 3 clusters Score -796042.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 7668 members Entering Unmasked Estep Score: -796069.875000 Penalty: 2933.624756 Iteration 21Q: 3 clusters Score -796069.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 7703 members Entering Unmasked Estep Score: -796089.250000 Penalty: 2933.624756 Iteration 22Q: 3 clusters Score -796089.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 7729 members Entering Unmasked Estep Score: -796112.000000 Penalty: 2933.624756 Iteration 23Q: 3 clusters Score -796112 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 7754 members Entering Unmasked Estep Score: -796126.875000 Penalty: 2933.624756 Iteration 24Q: 3 clusters Score -796126.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 7779 members Entering Unmasked Estep Score: -796146.187500 Penalty: 2933.624756 Iteration 25Q: 3 clusters Score -796146.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 7799 members Entering Unmasked Estep Score: -796162.875000 Penalty: 2933.624756 Iteration 26Q: 3 clusters Score -796162.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 7817 members Entering Unmasked Estep Score: -796170.375000 Penalty: 2933.624756 Iteration 27Q: 3 clusters Score -796170.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 7832 members Entering Unmasked Estep Score: -796175.875000 Penalty: 2933.624756 Iteration 28Q: 3 clusters Score -796175.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 7840 members Entering Unmasked Estep Score: -796183.750000 Penalty: 2933.624756 Iteration 29Q: 3 clusters Score -796183.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 7850 members Entering Unmasked Estep Score: -796187.937500 Penalty: 2933.624756 Iteration 30Q: 3 clusters Score -796187.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 7858 members Entering Unmasked Estep Score: -796189.687500 Penalty: 2933.624756 Iteration 31Q: 3 clusters Score -796189.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 7866 members Entering Unmasked Estep Score: -796192.437500 Penalty: 2933.624756 Iteration 32Q: 3 clusters Score -796192.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 7872 members Entering Unmasked Estep Score: -796195.000000 Penalty: 2933.624756 Iteration 33Q: 3 clusters Score -796195 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 7876 members Entering Unmasked Estep Score: -796199.937500 Penalty: 2933.624756 Iteration 34Q: 3 clusters Score -796199.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 7880 members Entering Unmasked Estep Score: -796202.250000 Penalty: 2933.624756 Iteration 35Q: 3 clusters Score -796202.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 7883 members Entering Unmasked Estep Score: -796203.375000 Penalty: 2933.624756 Iteration 36Q: 3 clusters Score -796203.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 7888 members Entering Unmasked Estep Score: -796206.062500 Penalty: 2933.624756 Iteration 37Q: 3 clusters Score -796206.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 7894 members Entering Unmasked Estep Score: -796209.125000 Penalty: 2933.624756 Iteration 38Q: 3 clusters Score -796209.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 7900 members Entering Unmasked Estep Score: -796210.625000 Penalty: 2933.624756 Iteration 39Q: 3 clusters Score -796210.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 7907 members Entering Unmasked Estep Score: -796216.500000 Penalty: 2933.624756 Iteration 40F: 3 clusters Score -796216.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 7912 members Entering Unmasked Estep Score: -796220.062500 Penalty: 2933.624756 Iteration 41Q: 3 clusters Score -796220.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 7913 members Entering Unmasked Estep Score: -796222.437500 Penalty: 2933.624756 Iteration 42Q: 3 clusters Score -796222.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 7913 members Entering Unmasked Estep Score: -796223.312500 Penalty: 2933.624756 Iteration 43Q: 3 clusters Score -796223.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 7917 members Entering Unmasked Estep Score: -796226.625000 Penalty: 2933.624756 Iteration 44Q: 3 clusters Score -796226.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 7921 members Entering Unmasked Estep Score: -796228.812500 Penalty: 2933.624756 Iteration 45Q: 3 clusters Score -796228.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 7923 members Entering Unmasked Estep Score: -796230.000000 Penalty: 2933.624756 Iteration 46Q: 3 clusters Score -796230 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 7925 members Entering Unmasked Estep Score: -796231.500000 Penalty: 2933.624756 Iteration 47Q: 3 clusters Score -796231.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 7928 members Entering Unmasked Estep Score: -796232.687500 Penalty: 2933.624756 Iteration 48Q: 3 clusters Score -796232.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 7929 members Entering Unmasked Estep Score: -796235.437500 Penalty: 2933.624756 Iteration 49Q: 3 clusters Score -796235.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 7931 members Entering Unmasked Estep Score: -796235.875000 Penalty: 2933.624756 Iteration 50Q: 3 clusters Score -796235.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 7931 members Entering Unmasked Estep Score: -796235.875000 Penalty: 2933.624756 Iteration 51F: 3 clusters Score -796235.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2622 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Entering Unmasked Estep Score: -240374.078125 Penalty: 1279.150024 Iteration 0F: 2 clusters Score -240374.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -237931.078125 Penalty: 2558.300049 Iteration 0F: 3 clusters Score -237931.1 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -238564.796875 Penalty: 2558.300049 Iteration 1F: 3 clusters Score -238564.8 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -238792.062500 Penalty: 2558.300049 Iteration 2F: 3 clusters Score -238792.1 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -239006.515625 Penalty: 2558.300049 Iteration 3F: 3 clusters Score -239006.5 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -239195.062500 Penalty: 2558.300049 Iteration 4F: 3 clusters Score -239195.1 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -239396.218750 Penalty: 2558.300049 Iteration 5F: 3 clusters Score -239396.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -239577.796875 Penalty: 2558.300049 Iteration 6F: 3 clusters Score -239577.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -239702.812500 Penalty: 2558.300049 Iteration 7Q: 3 clusters Score -239702.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -239766.468750 Penalty: 2558.300049 Iteration 8Q: 3 clusters Score -239766.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -239789.328125 Penalty: 2558.300049 Iteration 9Q: 3 clusters Score -239789.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -239807.843750 Penalty: 2558.300049 Iteration 10Q: 3 clusters Score -239807.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -239817.218750 Penalty: 2558.300049 Iteration 11Q: 3 clusters Score -239817.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -239824.296875 Penalty: 2558.300049 Iteration 12Q: 3 clusters Score -239824.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -239831.328125 Penalty: 2558.300049 Iteration 13Q: 3 clusters Score -239831.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -239835.093750 Penalty: 2558.300049 Iteration 14Q: 3 clusters Score -239835.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -239837.687500 Penalty: 2558.300049 Iteration 15Q: 3 clusters Score -239837.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -239839.453125 Penalty: 2558.300049 Iteration 16Q: 3 clusters Score -239839.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -239841.484375 Penalty: 2558.300049 Iteration 17Q: 3 clusters Score -239841.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -239843.343750 Penalty: 2558.300049 Iteration 18Q: 3 clusters Score -239843.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -239843.875000 Penalty: 2558.300049 Iteration 19Q: 3 clusters Score -239843.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -239844.546875 Penalty: 2558.300049 Iteration 20F: 3 clusters Score -239844.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -239845.265625 Penalty: 2558.300049 Iteration 21Q: 3 clusters Score -239845.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -239846.968750 Penalty: 2558.300049 Iteration 22Q: 3 clusters Score -239847 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -239848.218750 Penalty: 2558.300049 Iteration 23Q: 3 clusters Score -239848.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -239849.593750 Penalty: 2558.300049 Iteration 24Q: 3 clusters Score -239849.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -239850.718750 Penalty: 2558.300049 Iteration 25Q: 3 clusters Score -239850.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -239850.765625 Penalty: 2558.300049 Iteration 26Q: 3 clusters Score -239850.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -239850.781250 Penalty: 2558.300049 Iteration 27Q: 3 clusters Score -239850.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -239850.781250 Penalty: 2558.300049 Iteration 28F: 3 clusters Score -239850.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (12464 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12464 members Entering Unmasked Estep Score: -1202857.375000 Penalty: 1532.472534 Iteration 0F: 2 clusters Score -1202857 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6254 members Mstep: Class 2 contains 6210 members Entering Unmasked Estep Score: -1194017.125000 Penalty: 3064.945068 Iteration 0F: 3 clusters Score -1194017 nChanged 5520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6500 members Mstep: Class 2 contains 5964 members Entering Unmasked Estep Score: -1197014.500000 Penalty: 3064.945068 Iteration 1F: 3 clusters Score -1197014 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6586 members Mstep: Class 2 contains 5878 members Entering Unmasked Estep Score: -1197300.875000 Penalty: 3064.945068 Iteration 2F: 3 clusters Score -1197301 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 5778 members Entering Unmasked Estep Score: -1197551.250000 Penalty: 3064.945068 Iteration 3Q: 3 clusters Score -1197551 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6822 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -1197832.875000 Penalty: 3064.945068 Iteration 4Q: 3 clusters Score -1197833 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6981 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -1198112.000000 Penalty: 3064.945068 Iteration 5Q: 3 clusters Score -1198112 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7197 members Mstep: Class 2 contains 5267 members Entering Unmasked Estep Score: -1198399.875000 Penalty: 3064.945068 Iteration 6Q: 3 clusters Score -1198400 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7446 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -1198691.250000 Penalty: 3064.945068 Iteration 7Q: 3 clusters Score -1198691 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7727 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -1199013.875000 Penalty: 3064.945068 Iteration 8Q: 3 clusters Score -1199014 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8032 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -1199385.125000 Penalty: 3064.945068 Iteration 9Q: 3 clusters Score -1199385 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8301 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -1199737.375000 Penalty: 3064.945068 Iteration 10Q: 3 clusters Score -1199737 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8519 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -1200041.000000 Penalty: 3064.945068 Iteration 11Q: 3 clusters Score -1200041 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8724 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -1200321.250000 Penalty: 3064.945068 Iteration 12Q: 3 clusters Score -1200321 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8899 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -1200518.375000 Penalty: 3064.945068 Iteration 13Q: 3 clusters Score -1200518 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9044 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -1200637.750000 Penalty: 3064.945068 Iteration 14Q: 3 clusters Score -1200638 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9207 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -1200745.000000 Penalty: 3064.945068 Iteration 15Q: 3 clusters Score -1200745 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9372 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -1200826.000000 Penalty: 3064.945068 Iteration 16Q: 3 clusters Score -1200826 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9512 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -1200901.250000 Penalty: 3064.945068 Iteration 17Q: 3 clusters Score -1200901 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9651 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -1200974.125000 Penalty: 3064.945068 Iteration 18Q: 3 clusters Score -1200974 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9787 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -1201055.125000 Penalty: 3064.945068 Iteration 19Q: 3 clusters Score -1201055 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9910 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -1201121.000000 Penalty: 3064.945068 Iteration 20F: 3 clusters Score -1201121 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10024 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -1201170.875000 Penalty: 3064.945068 Iteration 21Q: 3 clusters Score -1201171 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10133 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -1201229.750000 Penalty: 3064.945068 Iteration 22Q: 3 clusters Score -1201230 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10244 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -1201284.875000 Penalty: 3064.945068 Iteration 23Q: 3 clusters Score -1201285 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10356 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -1201328.500000 Penalty: 3064.945068 Iteration 24Q: 3 clusters Score -1201328 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10424 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -1201360.875000 Penalty: 3064.945068 Iteration 25Q: 3 clusters Score -1201361 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10491 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -1201385.875000 Penalty: 3064.945068 Iteration 26Q: 3 clusters Score -1201386 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10564 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -1201413.250000 Penalty: 3064.945068 Iteration 27Q: 3 clusters Score -1201413 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10622 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -1201435.875000 Penalty: 3064.945068 Iteration 28Q: 3 clusters Score -1201436 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10687 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -1201468.000000 Penalty: 3064.945068 Iteration 29Q: 3 clusters Score -1201468 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10758 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -1201497.625000 Penalty: 3064.945068 Iteration 30Q: 3 clusters Score -1201498 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10826 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -1201531.875000 Penalty: 3064.945068 Iteration 31Q: 3 clusters Score -1201532 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10901 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -1201579.375000 Penalty: 3064.945068 Iteration 32Q: 3 clusters Score -1201579 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10976 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -1201616.875000 Penalty: 3064.945068 Iteration 33Q: 3 clusters Score -1201617 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11039 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -1201652.375000 Penalty: 3064.945068 Iteration 34Q: 3 clusters Score -1201652 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11088 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -1201677.250000 Penalty: 3064.945068 Iteration 35Q: 3 clusters Score -1201677 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11135 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -1201695.125000 Penalty: 3064.945068 Iteration 36Q: 3 clusters Score -1201695 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11170 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -1201706.750000 Penalty: 3064.945068 Iteration 37Q: 3 clusters Score -1201707 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11201 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -1201718.250000 Penalty: 3064.945068 Iteration 38Q: 3 clusters Score -1201718 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11226 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -1201728.875000 Penalty: 3064.945068 Iteration 39Q: 3 clusters Score -1201729 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11247 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -1201734.750000 Penalty: 3064.945068 Iteration 40F: 3 clusters Score -1201735 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11257 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -1201739.375000 Penalty: 3064.945068 Iteration 41Q: 3 clusters Score -1201739 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11274 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -1201750.500000 Penalty: 3064.945068 Iteration 42Q: 3 clusters Score -1201750 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11291 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -1201755.250000 Penalty: 3064.945068 Iteration 43Q: 3 clusters Score -1201755 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11308 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -1201762.750000 Penalty: 3064.945068 Iteration 44Q: 3 clusters Score -1201763 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11316 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -1201765.250000 Penalty: 3064.945068 Iteration 45Q: 3 clusters Score -1201765 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11326 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -1201766.750000 Penalty: 3064.945068 Iteration 46Q: 3 clusters Score -1201767 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11344 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -1201771.500000 Penalty: 3064.945068 Iteration 47Q: 3 clusters Score -1201772 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11357 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -1201775.250000 Penalty: 3064.945068 Iteration 48Q: 3 clusters Score -1201775 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11364 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -1201775.125000 Penalty: 3064.945068 Iteration 49Q: 3 clusters Score -1201775 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11371 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -1201781.125000 Penalty: 3064.945068 Iteration 50Q: 3 clusters Score -1201781 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11378 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -1201781.750000 Penalty: 3064.945068 Iteration 51Q: 3 clusters Score -1201782 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11387 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -1201783.750000 Penalty: 3064.945068 Iteration 52Q: 3 clusters Score -1201784 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11395 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -1201787.000000 Penalty: 3064.945068 Iteration 53Q: 3 clusters Score -1201787 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11399 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -1201786.750000 Penalty: 3064.945068 Iteration 54Q: 3 clusters Score -1201787 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11403 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -1201787.875000 Penalty: 3064.945068 Iteration 55Q: 3 clusters Score -1201788 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11406 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -1201787.125000 Penalty: 3064.945068 Iteration 56Q: 3 clusters Score -1201787 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11410 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -1201789.750000 Penalty: 3064.945068 Iteration 57Q: 3 clusters Score -1201790 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11413 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -1201790.000000 Penalty: 3064.945068 Iteration 58Q: 3 clusters Score -1201790 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11414 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -1201791.000000 Penalty: 3064.945068 Iteration 59Q: 3 clusters Score -1201791 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11415 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -1201793.000000 Penalty: 3064.945068 Iteration 60F: 3 clusters Score -1201793 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11416 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -1201792.125000 Penalty: 3064.945068 Iteration 61Q: 3 clusters Score -1201792 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11418 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -1201792.750000 Penalty: 3064.945068 Iteration 62Q: 3 clusters Score -1201793 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11419 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -1201795.875000 Penalty: 3064.945068 Iteration 63Q: 3 clusters Score -1201796 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11419 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -1201795.875000 Penalty: 3064.945068 Iteration 64F: 3 clusters Score -1201796 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1149 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Entering Unmasked Estep Score: -110747.023438 Penalty: 1145.080200 Iteration 0F: 2 clusters Score -110747 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -109213.929688 Penalty: 2290.160400 Iteration 0F: 3 clusters Score -109213.9 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -109496.343750 Penalty: 2290.160400 Iteration 1F: 3 clusters Score -109496.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -109562.531250 Penalty: 2290.160400 Iteration 2F: 3 clusters Score -109562.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -109595.328125 Penalty: 2290.160400 Iteration 3Q: 3 clusters Score -109595.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -109624.375000 Penalty: 2290.160400 Iteration 4Q: 3 clusters Score -109624.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -109645.734375 Penalty: 2290.160400 Iteration 5Q: 3 clusters Score -109645.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -109664.046875 Penalty: 2290.160400 Iteration 6Q: 3 clusters Score -109664 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -109676.875000 Penalty: 2290.160400 Iteration 7Q: 3 clusters Score -109676.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -109682.335938 Penalty: 2290.160400 Iteration 8Q: 3 clusters Score -109682.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -109685.632812 Penalty: 2290.160400 Iteration 9Q: 3 clusters Score -109685.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -109691.656250 Penalty: 2290.160400 Iteration 10Q: 3 clusters Score -109691.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -109696.968750 Penalty: 2290.160400 Iteration 11Q: 3 clusters Score -109697 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -109702.382812 Penalty: 2290.160400 Iteration 12Q: 3 clusters Score -109702.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -109711.546875 Penalty: 2290.160400 Iteration 13Q: 3 clusters Score -109711.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -109721.343750 Penalty: 2290.160400 Iteration 14Q: 3 clusters Score -109721.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -109728.523438 Penalty: 2290.160400 Iteration 15Q: 3 clusters Score -109728.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -109731.453125 Penalty: 2290.160400 Iteration 16Q: 3 clusters Score -109731.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -109733.593750 Penalty: 2290.160400 Iteration 17Q: 3 clusters Score -109733.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -109736.554688 Penalty: 2290.160400 Iteration 18Q: 3 clusters Score -109736.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -109739.171875 Penalty: 2290.160400 Iteration 19Q: 3 clusters Score -109739.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -109742.171875 Penalty: 2290.160400 Iteration 20F: 3 clusters Score -109742.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -109745.054688 Penalty: 2290.160400 Iteration 21Q: 3 clusters Score -109745.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -109748.062500 Penalty: 2290.160400 Iteration 22Q: 3 clusters Score -109748.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -109751.820312 Penalty: 2290.160400 Iteration 23Q: 3 clusters Score -109751.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -109755.632812 Penalty: 2290.160400 Iteration 24Q: 3 clusters Score -109755.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -109759.468750 Penalty: 2290.160400 Iteration 25Q: 3 clusters Score -109759.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -109763.898438 Penalty: 2290.160400 Iteration 26Q: 3 clusters Score -109763.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -109764.789062 Penalty: 2290.160400 Iteration 27Q: 3 clusters Score -109764.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -109765.890625 Penalty: 2290.160400 Iteration 28Q: 3 clusters Score -109765.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -109768.148438 Penalty: 2290.160400 Iteration 29Q: 3 clusters Score -109768.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -109769.656250 Penalty: 2290.160400 Iteration 30Q: 3 clusters Score -109769.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -109772.375000 Penalty: 2290.160400 Iteration 31Q: 3 clusters Score -109772.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -109776.593750 Penalty: 2290.160400 Iteration 32Q: 3 clusters Score -109776.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -109782.710938 Penalty: 2290.160400 Iteration 33Q: 3 clusters Score -109782.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -109786.578125 Penalty: 2290.160400 Iteration 34Q: 3 clusters Score -109786.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -109789.921875 Penalty: 2290.160400 Iteration 35Q: 3 clusters Score -109789.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -109793.015625 Penalty: 2290.160400 Iteration 36Q: 3 clusters Score -109793 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -109794.601562 Penalty: 2290.160400 Iteration 37Q: 3 clusters Score -109794.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -109796.453125 Penalty: 2290.160400 Iteration 38Q: 3 clusters Score -109796.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -109799.304688 Penalty: 2290.160400 Iteration 39Q: 3 clusters Score -109799.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -109800.898438 Penalty: 2290.160400 Iteration 40F: 3 clusters Score -109800.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -109802.234375 Penalty: 2290.160400 Iteration 41Q: 3 clusters Score -109802.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -109804.085938 Penalty: 2290.160400 Iteration 42Q: 3 clusters Score -109804.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -109805.906250 Penalty: 2290.160400 Iteration 43Q: 3 clusters Score -109805.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -109806.445312 Penalty: 2290.160400 Iteration 44Q: 3 clusters Score -109806.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -109807.171875 Penalty: 2290.160400 Iteration 45Q: 3 clusters Score -109807.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -109807.171875 Penalty: 2290.160400 Iteration 46F: 3 clusters Score -109807.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2620 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Entering Unmasked Estep Score: -244356.718750 Penalty: 1279.026123 Iteration 0F: 2 clusters Score -244356.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -241866.109375 Penalty: 2558.052246 Iteration 0F: 3 clusters Score -241866.1 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -242398.421875 Penalty: 2558.052246 Iteration 1F: 3 clusters Score -242398.4 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -242518.062500 Penalty: 2558.052246 Iteration 2F: 3 clusters Score -242518.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -242600.218750 Penalty: 2558.052246 Iteration 3Q: 3 clusters Score -242600.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -242668.765625 Penalty: 2558.052246 Iteration 4Q: 3 clusters Score -242668.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -242747.328125 Penalty: 2558.052246 Iteration 5Q: 3 clusters Score -242747.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -242828.875000 Penalty: 2558.052246 Iteration 6Q: 3 clusters Score -242828.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -242925.125000 Penalty: 2558.052246 Iteration 7Q: 3 clusters Score -242925.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -243078.406250 Penalty: 2558.052246 Iteration 8Q: 3 clusters Score -243078.4 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -243301.531250 Penalty: 2558.052246 Iteration 9F: 3 clusters Score -243301.5 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -243595.046875 Penalty: 2558.052246 Iteration 10F: 3 clusters Score -243595 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -244024.515625 Penalty: 2558.052246 Iteration 11F: 3 clusters Score -244024.5 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -244488.796875 Penalty: 2558.052246 Iteration 12F: 3 clusters Score -244488.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -244861.953125 Penalty: 2558.052246 Iteration 13F: 3 clusters Score -244862 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -244995.796875 Penalty: 2558.052246 Iteration 14Q: 3 clusters Score -244995.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -245059.546875 Penalty: 2558.052246 Iteration 15Q: 3 clusters Score -245059.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -245111.484375 Penalty: 2558.052246 Iteration 16Q: 3 clusters Score -245111.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -245150.406250 Penalty: 2558.052246 Iteration 17Q: 3 clusters Score -245150.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -245172.406250 Penalty: 2558.052246 Iteration 18Q: 3 clusters Score -245172.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -245191.984375 Penalty: 2558.052246 Iteration 19Q: 3 clusters Score -245192 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -245206.250000 Penalty: 2558.052246 Iteration 20F: 3 clusters Score -245206.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -245216.375000 Penalty: 2558.052246 Iteration 21Q: 3 clusters Score -245216.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -245222.390625 Penalty: 2558.052246 Iteration 22Q: 3 clusters Score -245222.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -245229.171875 Penalty: 2558.052246 Iteration 23Q: 3 clusters Score -245229.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -245231.875000 Penalty: 2558.052246 Iteration 24Q: 3 clusters Score -245231.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -245232.953125 Penalty: 2558.052246 Iteration 25Q: 3 clusters Score -245233 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -245232.953125 Penalty: 2558.052246 Iteration 26F: 3 clusters Score -245233 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 780 members Mstep: Class 3 contains 2214 members Mstep: Class 4 contains 1654 members Mstep: Class 5 contains 14327 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2622 members Mstep: Class 9 contains 12464 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1209 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1404 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1879 members Mstep: Class 16 contains 9985 members Mstep: Class 17 contains 1800 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4586 members Mstep: Class 20 contains 1411 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1595 members Entering Unmasked Estep Score: -7240048.000000 Penalty: 42163.562500 Splitting cluster 11 changes total score from -7239728.500000 to -7240048.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 12 (448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Entering Unmasked Estep Score: -40289.613281 Penalty: 992.028870 Iteration 0F: 2 clusters Score -40289.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -39296.929688 Penalty: 1984.057739 Iteration 0F: 3 clusters Score -39296.93 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -39469.480469 Penalty: 1984.057739 Iteration 1F: 3 clusters Score -39469.48 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -39527.824219 Penalty: 1984.057739 Iteration 2F: 3 clusters Score -39527.82 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -39550.285156 Penalty: 1984.057739 Iteration 3Q: 3 clusters Score -39550.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -39564.800781 Penalty: 1984.057739 Iteration 4Q: 3 clusters Score -39564.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -39570.367188 Penalty: 1984.057739 Iteration 5Q: 3 clusters Score -39570.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -39575.296875 Penalty: 1984.057739 Iteration 6Q: 3 clusters Score -39575.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -39577.765625 Penalty: 1984.057739 Iteration 7Q: 3 clusters Score -39577.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -39579.054688 Penalty: 1984.057739 Iteration 8Q: 3 clusters Score -39579.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -39581.851562 Penalty: 1984.057739 Iteration 9Q: 3 clusters Score -39581.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -39584.671875 Penalty: 1984.057739 Iteration 10Q: 3 clusters Score -39584.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -39591.128906 Penalty: 1984.057739 Iteration 11Q: 3 clusters Score -39591.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -39593.878906 Penalty: 1984.057739 Iteration 12Q: 3 clusters Score -39593.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -39595.355469 Penalty: 1984.057739 Iteration 13Q: 3 clusters Score -39595.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -39596.484375 Penalty: 1984.057739 Iteration 14Q: 3 clusters Score -39596.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -39599.878906 Penalty: 1984.057739 Iteration 15Q: 3 clusters Score -39599.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -39600.984375 Penalty: 1984.057739 Iteration 16Q: 3 clusters Score -39600.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -39602.726562 Penalty: 1984.057739 Iteration 17Q: 3 clusters Score -39602.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -39602.726562 Penalty: 1984.057739 Iteration 18F: 3 clusters Score -39602.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1404 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Entering Unmasked Estep Score: -130374.375000 Penalty: 1177.650635 Iteration 0F: 2 clusters Score -130374.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -128676.296875 Penalty: 2355.301270 Iteration 0F: 3 clusters Score -128676.3 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -129039.984375 Penalty: 2355.301270 Iteration 1F: 3 clusters Score -129040 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -129162.476562 Penalty: 2355.301270 Iteration 2F: 3 clusters Score -129162.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -129232.273438 Penalty: 2355.301270 Iteration 3F: 3 clusters Score -129232.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -129298.203125 Penalty: 2355.301270 Iteration 4Q: 3 clusters Score -129298.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -129368.437500 Penalty: 2355.301270 Iteration 5Q: 3 clusters Score -129368.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -129417.101562 Penalty: 2355.301270 Iteration 6Q: 3 clusters Score -129417.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -129466.382812 Penalty: 2355.301270 Iteration 7Q: 3 clusters Score -129466.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -129507.070312 Penalty: 2355.301270 Iteration 8Q: 3 clusters Score -129507.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -129548.796875 Penalty: 2355.301270 Iteration 9Q: 3 clusters Score -129548.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -129586.953125 Penalty: 2355.301270 Iteration 10Q: 3 clusters Score -129587 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -129614.859375 Penalty: 2355.301270 Iteration 11Q: 3 clusters Score -129614.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -129636.679688 Penalty: 2355.301270 Iteration 12Q: 3 clusters Score -129636.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -129655.578125 Penalty: 2355.301270 Iteration 13Q: 3 clusters Score -129655.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -129669.210938 Penalty: 2355.301270 Iteration 14Q: 3 clusters Score -129669.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -129678.296875 Penalty: 2355.301270 Iteration 15Q: 3 clusters Score -129678.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -129688.000000 Penalty: 2355.301270 Iteration 16Q: 3 clusters Score -129688 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -129694.304688 Penalty: 2355.301270 Iteration 17Q: 3 clusters Score -129694.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -129698.328125 Penalty: 2355.301270 Iteration 18Q: 3 clusters Score -129698.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -129703.632812 Penalty: 2355.301270 Iteration 19Q: 3 clusters Score -129703.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -129710.460938 Penalty: 2355.301270 Iteration 20F: 3 clusters Score -129710.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -129714.968750 Penalty: 2355.301270 Iteration 21Q: 3 clusters Score -129715 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -129719.398438 Penalty: 2355.301270 Iteration 22Q: 3 clusters Score -129719.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -129724.335938 Penalty: 2355.301270 Iteration 23Q: 3 clusters Score -129724.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -129733.453125 Penalty: 2355.301270 Iteration 24Q: 3 clusters Score -129733.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -129736.992188 Penalty: 2355.301270 Iteration 25Q: 3 clusters Score -129737 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -129739.593750 Penalty: 2355.301270 Iteration 26Q: 3 clusters Score -129739.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -129740.492188 Penalty: 2355.301270 Iteration 27Q: 3 clusters Score -129740.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -129741.367188 Penalty: 2355.301270 Iteration 28Q: 3 clusters Score -129741.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -129742.296875 Penalty: 2355.301270 Iteration 29Q: 3 clusters Score -129742.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -129743.609375 Penalty: 2355.301270 Iteration 30Q: 3 clusters Score -129743.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -129744.429688 Penalty: 2355.301270 Iteration 31Q: 3 clusters Score -129744.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -129745.312500 Penalty: 2355.301270 Iteration 32Q: 3 clusters Score -129745.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -129745.312500 Penalty: 2355.301270 Iteration 33F: 3 clusters Score -129745.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (5342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5342 members Entering Unmasked Estep Score: -497113.937500 Penalty: 1394.795166 Iteration 0F: 2 clusters Score -497113.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -492928.031250 Penalty: 2789.590332 Iteration 0F: 3 clusters Score -492928 nChanged 2172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -494113.437500 Penalty: 2789.590332 Iteration 1F: 3 clusters Score -494113.4 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -494350.375000 Penalty: 2789.590332 Iteration 2F: 3 clusters Score -494350.4 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -494529.000000 Penalty: 2789.590332 Iteration 3F: 3 clusters Score -494529 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -494694.093750 Penalty: 2789.590332 Iteration 4Q: 3 clusters Score -494694.1 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -494820.156250 Penalty: 2789.590332 Iteration 5Q: 3 clusters Score -494820.2 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -494926.625000 Penalty: 2789.590332 Iteration 6Q: 3 clusters Score -494926.6 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -495024.937500 Penalty: 2789.590332 Iteration 7Q: 3 clusters Score -495024.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -495108.750000 Penalty: 2789.590332 Iteration 8Q: 3 clusters Score -495108.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -495206.406250 Penalty: 2789.590332 Iteration 9Q: 3 clusters Score -495206.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -495314.937500 Penalty: 2789.590332 Iteration 10Q: 3 clusters Score -495314.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -495423.593750 Penalty: 2789.590332 Iteration 11Q: 3 clusters Score -495423.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -495518.718750 Penalty: 2789.590332 Iteration 12Q: 3 clusters Score -495518.7 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -495594.437500 Penalty: 2789.590332 Iteration 13Q: 3 clusters Score -495594.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -495677.625000 Penalty: 2789.590332 Iteration 14Q: 3 clusters Score -495677.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -495751.093750 Penalty: 2789.590332 Iteration 15Q: 3 clusters Score -495751.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -495797.843750 Penalty: 2789.590332 Iteration 16Q: 3 clusters Score -495797.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -495823.031250 Penalty: 2789.590332 Iteration 17Q: 3 clusters Score -495823 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -495840.875000 Penalty: 2789.590332 Iteration 18Q: 3 clusters Score -495840.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -495857.875000 Penalty: 2789.590332 Iteration 19Q: 3 clusters Score -495857.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -495874.500000 Penalty: 2789.590332 Iteration 20F: 3 clusters Score -495874.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -495888.250000 Penalty: 2789.590332 Iteration 21Q: 3 clusters Score -495888.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -495899.031250 Penalty: 2789.590332 Iteration 22Q: 3 clusters Score -495899 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -495907.875000 Penalty: 2789.590332 Iteration 23Q: 3 clusters Score -495907.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -495913.468750 Penalty: 2789.590332 Iteration 24Q: 3 clusters Score -495913.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -495918.437500 Penalty: 2789.590332 Iteration 25Q: 3 clusters Score -495918.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -495922.062500 Penalty: 2789.590332 Iteration 26Q: 3 clusters Score -495922.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -495923.156250 Penalty: 2789.590332 Iteration 27Q: 3 clusters Score -495923.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -495925.968750 Penalty: 2789.590332 Iteration 28Q: 3 clusters Score -495926 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -495926.718750 Penalty: 2789.590332 Iteration 29Q: 3 clusters Score -495926.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -495927.968750 Penalty: 2789.590332 Iteration 30Q: 3 clusters Score -495928 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -495929.875000 Penalty: 2789.590332 Iteration 31Q: 3 clusters Score -495929.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -495931.343750 Penalty: 2789.590332 Iteration 32Q: 3 clusters Score -495931.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -495936.375000 Penalty: 2789.590332 Iteration 33Q: 3 clusters Score -495936.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -495938.906250 Penalty: 2789.590332 Iteration 34Q: 3 clusters Score -495938.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -495939.593750 Penalty: 2789.590332 Iteration 35Q: 3 clusters Score -495939.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -495939.843750 Penalty: 2789.590332 Iteration 36Q: 3 clusters Score -495939.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -495939.843750 Penalty: 2789.590332 Iteration 37F: 3 clusters Score -495939.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1879 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Entering Unmasked Estep Score: -164310.453125 Penalty: 1225.005493 Iteration 0F: 2 clusters Score -164310.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -162288.781250 Penalty: 2450.010986 Iteration 0F: 3 clusters Score -162288.8 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -162706.734375 Penalty: 2450.010986 Iteration 1F: 3 clusters Score -162706.7 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -162809.156250 Penalty: 2450.010986 Iteration 2F: 3 clusters Score -162809.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -162875.765625 Penalty: 2450.010986 Iteration 3Q: 3 clusters Score -162875.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -162922.296875 Penalty: 2450.010986 Iteration 4Q: 3 clusters Score -162922.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -162955.656250 Penalty: 2450.010986 Iteration 5Q: 3 clusters Score -162955.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -163015.921875 Penalty: 2450.010986 Iteration 6Q: 3 clusters Score -163015.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -163108.609375 Penalty: 2450.010986 Iteration 7Q: 3 clusters Score -163108.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -163213.062500 Penalty: 2450.010986 Iteration 8Q: 3 clusters Score -163213.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -163315.093750 Penalty: 2450.010986 Iteration 9Q: 3 clusters Score -163315.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -163427.921875 Penalty: 2450.010986 Iteration 10Q: 3 clusters Score -163427.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -163560.671875 Penalty: 2450.010986 Iteration 11F: 3 clusters Score -163560.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -163723.203125 Penalty: 2450.010986 Iteration 12F: 3 clusters Score -163723.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -163879.031250 Penalty: 2450.010986 Iteration 13F: 3 clusters Score -163879 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -163992.281250 Penalty: 2450.010986 Iteration 14F: 3 clusters Score -163992.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -164079.515625 Penalty: 2450.010986 Iteration 15Q: 3 clusters Score -164079.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -164110.828125 Penalty: 2450.010986 Iteration 16Q: 3 clusters Score -164110.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -164127.437500 Penalty: 2450.010986 Iteration 17Q: 3 clusters Score -164127.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -164141.343750 Penalty: 2450.010986 Iteration 18Q: 3 clusters Score -164141.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -164151.296875 Penalty: 2450.010986 Iteration 19Q: 3 clusters Score -164151.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -164157.203125 Penalty: 2450.010986 Iteration 20F: 3 clusters Score -164157.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -164162.031250 Penalty: 2450.010986 Iteration 21Q: 3 clusters Score -164162 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -164164.984375 Penalty: 2450.010986 Iteration 22Q: 3 clusters Score -164165 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -164171.796875 Penalty: 2450.010986 Iteration 23Q: 3 clusters Score -164171.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -164172.125000 Penalty: 2450.010986 Iteration 24Q: 3 clusters Score -164172.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -164172.125000 Penalty: 2450.010986 Iteration 25F: 3 clusters Score -164172.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (9985 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9985 members Entering Unmasked Estep Score: -960325.812500 Penalty: 1496.436401 Iteration 0F: 2 clusters Score -960325.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 4974 members Entering Unmasked Estep Score: -953233.437500 Penalty: 2992.872803 Iteration 0F: 3 clusters Score -953233.4 nChanged 4333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5060 members Mstep: Class 2 contains 4925 members Entering Unmasked Estep Score: -955634.812500 Penalty: 2992.872803 Iteration 1F: 3 clusters Score -955634.8 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5048 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -955995.187500 Penalty: 2992.872803 Iteration 2F: 3 clusters Score -955995.2 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -956380.312500 Penalty: 2992.872803 Iteration 3F: 3 clusters Score -956380.3 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 5224 members Entering Unmasked Estep Score: -956816.312500 Penalty: 2992.872803 Iteration 4F: 3 clusters Score -956816.3 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 5445 members Entering Unmasked Estep Score: -957344.750000 Penalty: 2992.872803 Iteration 5F: 3 clusters Score -957344.8 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 5692 members Entering Unmasked Estep Score: -957857.687500 Penalty: 2992.872803 Iteration 6F: 3 clusters Score -957857.7 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 5925 members Entering Unmasked Estep Score: -958266.062500 Penalty: 2992.872803 Iteration 7F: 3 clusters Score -958266.1 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 6106 members Entering Unmasked Estep Score: -958559.562500 Penalty: 2992.872803 Iteration 8Q: 3 clusters Score -958559.6 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 6275 members Entering Unmasked Estep Score: -958728.312500 Penalty: 2992.872803 Iteration 9Q: 3 clusters Score -958728.3 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 6418 members Entering Unmasked Estep Score: -958830.375000 Penalty: 2992.872803 Iteration 10Q: 3 clusters Score -958830.4 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 6542 members Entering Unmasked Estep Score: -958897.125000 Penalty: 2992.872803 Iteration 11Q: 3 clusters Score -958897.1 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 6658 members Entering Unmasked Estep Score: -958955.187500 Penalty: 2992.872803 Iteration 12Q: 3 clusters Score -958955.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 6780 members Entering Unmasked Estep Score: -959003.250000 Penalty: 2992.872803 Iteration 13Q: 3 clusters Score -959003.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -959041.187500 Penalty: 2992.872803 Iteration 14Q: 3 clusters Score -959041.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 6987 members Entering Unmasked Estep Score: -959081.125000 Penalty: 2992.872803 Iteration 15Q: 3 clusters Score -959081.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 7088 members Entering Unmasked Estep Score: -959123.750000 Penalty: 2992.872803 Iteration 16Q: 3 clusters Score -959123.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 7193 members Entering Unmasked Estep Score: -959171.875000 Penalty: 2992.872803 Iteration 17Q: 3 clusters Score -959171.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 7291 members Entering Unmasked Estep Score: -959212.875000 Penalty: 2992.872803 Iteration 18Q: 3 clusters Score -959212.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 7383 members Entering Unmasked Estep Score: -959257.750000 Penalty: 2992.872803 Iteration 19Q: 3 clusters Score -959257.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 7465 members Entering Unmasked Estep Score: -959297.937500 Penalty: 2992.872803 Iteration 20F: 3 clusters Score -959297.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 7541 members Entering Unmasked Estep Score: -959326.187500 Penalty: 2992.872803 Iteration 21Q: 3 clusters Score -959326.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 7602 members Entering Unmasked Estep Score: -959344.625000 Penalty: 2992.872803 Iteration 22Q: 3 clusters Score -959344.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 7656 members Entering Unmasked Estep Score: -959366.500000 Penalty: 2992.872803 Iteration 23Q: 3 clusters Score -959366.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 7707 members Entering Unmasked Estep Score: -959376.500000 Penalty: 2992.872803 Iteration 24Q: 3 clusters Score -959376.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 7753 members Entering Unmasked Estep Score: -959391.375000 Penalty: 2992.872803 Iteration 25Q: 3 clusters Score -959391.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 7796 members Entering Unmasked Estep Score: -959400.062500 Penalty: 2992.872803 Iteration 26Q: 3 clusters Score -959400.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 7824 members Entering Unmasked Estep Score: -959408.562500 Penalty: 2992.872803 Iteration 27Q: 3 clusters Score -959408.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -959414.562500 Penalty: 2992.872803 Iteration 28Q: 3 clusters Score -959414.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 7892 members Entering Unmasked Estep Score: -959424.437500 Penalty: 2992.872803 Iteration 29Q: 3 clusters Score -959424.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 7926 members Entering Unmasked Estep Score: -959432.312500 Penalty: 2992.872803 Iteration 30Q: 3 clusters Score -959432.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 7952 members Entering Unmasked Estep Score: -959440.750000 Penalty: 2992.872803 Iteration 31Q: 3 clusters Score -959440.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 7976 members Entering Unmasked Estep Score: -959445.187500 Penalty: 2992.872803 Iteration 32Q: 3 clusters Score -959445.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 8004 members Entering Unmasked Estep Score: -959451.312500 Penalty: 2992.872803 Iteration 33Q: 3 clusters Score -959451.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 8032 members Entering Unmasked Estep Score: -959458.812500 Penalty: 2992.872803 Iteration 34Q: 3 clusters Score -959458.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 8053 members Entering Unmasked Estep Score: -959462.937500 Penalty: 2992.872803 Iteration 35Q: 3 clusters Score -959462.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 8074 members Entering Unmasked Estep Score: -959467.562500 Penalty: 2992.872803 Iteration 36Q: 3 clusters Score -959467.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 8102 members Entering Unmasked Estep Score: -959476.125000 Penalty: 2992.872803 Iteration 37Q: 3 clusters Score -959476.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 8126 members Entering Unmasked Estep Score: -959483.250000 Penalty: 2992.872803 Iteration 38Q: 3 clusters Score -959483.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 8145 members Entering Unmasked Estep Score: -959485.250000 Penalty: 2992.872803 Iteration 39Q: 3 clusters Score -959485.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 8163 members Entering Unmasked Estep Score: -959488.000000 Penalty: 2992.872803 Iteration 40F: 3 clusters Score -959488 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 8178 members Entering Unmasked Estep Score: -959492.312500 Penalty: 2992.872803 Iteration 41Q: 3 clusters Score -959492.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 8191 members Entering Unmasked Estep Score: -959496.062500 Penalty: 2992.872803 Iteration 42Q: 3 clusters Score -959496.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 8203 members Entering Unmasked Estep Score: -959499.875000 Penalty: 2992.872803 Iteration 43Q: 3 clusters Score -959499.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 8212 members Entering Unmasked Estep Score: -959501.500000 Penalty: 2992.872803 Iteration 44Q: 3 clusters Score -959501.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 8221 members Entering Unmasked Estep Score: -959503.625000 Penalty: 2992.872803 Iteration 45Q: 3 clusters Score -959503.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 8231 members Entering Unmasked Estep Score: -959502.937500 Penalty: 2992.872803 Iteration 46Q: 3 clusters Score -959502.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 8234 members Entering Unmasked Estep Score: -959504.437500 Penalty: 2992.872803 Iteration 47Q: 3 clusters Score -959504.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 8237 members Entering Unmasked Estep Score: -959503.750000 Penalty: 2992.872803 Iteration 48Q: 3 clusters Score -959503.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 8240 members Entering Unmasked Estep Score: -959504.875000 Penalty: 2992.872803 Iteration 49Q: 3 clusters Score -959504.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 8245 members Entering Unmasked Estep Score: -959507.187500 Penalty: 2992.872803 Iteration 50Q: 3 clusters Score -959507.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 8250 members Entering Unmasked Estep Score: -959509.062500 Penalty: 2992.872803 Iteration 51Q: 3 clusters Score -959509.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 8261 members Entering Unmasked Estep Score: -959510.937500 Penalty: 2992.872803 Iteration 52Q: 3 clusters Score -959510.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 8267 members Entering Unmasked Estep Score: -959512.375000 Penalty: 2992.872803 Iteration 53Q: 3 clusters Score -959512.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 8275 members Entering Unmasked Estep Score: -959516.000000 Penalty: 2992.872803 Iteration 54Q: 3 clusters Score -959516 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 8283 members Entering Unmasked Estep Score: -959517.250000 Penalty: 2992.872803 Iteration 55Q: 3 clusters Score -959517.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 8287 members Entering Unmasked Estep Score: -959519.375000 Penalty: 2992.872803 Iteration 56Q: 3 clusters Score -959519.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 8290 members Entering Unmasked Estep Score: -959518.062500 Penalty: 2992.872803 Iteration 57Q: 3 clusters Score -959518.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 8293 members Entering Unmasked Estep Score: -959517.312500 Penalty: 2992.872803 Iteration 58Q: 3 clusters Score -959517.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 8294 members Entering Unmasked Estep Score: -959517.937500 Penalty: 2992.872803 Iteration 59Q: 3 clusters Score -959517.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 8294 members Entering Unmasked Estep Score: -959517.937500 Penalty: 2992.872803 Iteration 60F: 3 clusters Score -959517.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1800 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Entering Unmasked Estep Score: -162407.484375 Penalty: 1218.025635 Iteration 0F: 2 clusters Score -162407.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -160453.906250 Penalty: 2436.051270 Iteration 0F: 3 clusters Score -160453.9 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -160924.687500 Penalty: 2436.051270 Iteration 1F: 3 clusters Score -160924.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -161080.046875 Penalty: 2436.051270 Iteration 2F: 3 clusters Score -161080 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -161181.046875 Penalty: 2436.051270 Iteration 3F: 3 clusters Score -161181 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -161264.875000 Penalty: 2436.051270 Iteration 4Q: 3 clusters Score -161264.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -161331.718750 Penalty: 2436.051270 Iteration 5Q: 3 clusters Score -161331.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -161393.937500 Penalty: 2436.051270 Iteration 6Q: 3 clusters Score -161393.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -161450.718750 Penalty: 2436.051270 Iteration 7Q: 3 clusters Score -161450.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -161484.968750 Penalty: 2436.051270 Iteration 8Q: 3 clusters Score -161485 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -161516.359375 Penalty: 2436.051270 Iteration 9Q: 3 clusters Score -161516.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -161547.625000 Penalty: 2436.051270 Iteration 10Q: 3 clusters Score -161547.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -161576.968750 Penalty: 2436.051270 Iteration 11Q: 3 clusters Score -161577 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -161602.234375 Penalty: 2436.051270 Iteration 12Q: 3 clusters Score -161602.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -161611.531250 Penalty: 2436.051270 Iteration 13Q: 3 clusters Score -161611.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -161616.812500 Penalty: 2436.051270 Iteration 14Q: 3 clusters Score -161616.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -161620.750000 Penalty: 2436.051270 Iteration 15Q: 3 clusters Score -161620.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -161625.125000 Penalty: 2436.051270 Iteration 16Q: 3 clusters Score -161625.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -161626.859375 Penalty: 2436.051270 Iteration 17Q: 3 clusters Score -161626.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -161626.859375 Penalty: 2436.051270 Iteration 18F: 3 clusters Score -161626.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1639 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Entering Unmasked Estep Score: -155171.812500 Penalty: 1202.799316 Iteration 0F: 2 clusters Score -155171.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -153315.859375 Penalty: 2405.598633 Iteration 0F: 3 clusters Score -153315.9 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -153769.968750 Penalty: 2405.598633 Iteration 1F: 3 clusters Score -153770 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -153917.546875 Penalty: 2405.598633 Iteration 2F: 3 clusters Score -153917.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -154003.734375 Penalty: 2405.598633 Iteration 3Q: 3 clusters Score -154003.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -154059.203125 Penalty: 2405.598633 Iteration 4Q: 3 clusters Score -154059.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -154123.093750 Penalty: 2405.598633 Iteration 5Q: 3 clusters Score -154123.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -154178.484375 Penalty: 2405.598633 Iteration 6Q: 3 clusters Score -154178.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -154206.328125 Penalty: 2405.598633 Iteration 7Q: 3 clusters Score -154206.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -154227.687500 Penalty: 2405.598633 Iteration 8Q: 3 clusters Score -154227.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -154246.921875 Penalty: 2405.598633 Iteration 9Q: 3 clusters Score -154246.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -154270.000000 Penalty: 2405.598633 Iteration 10Q: 3 clusters Score -154270 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -154289.656250 Penalty: 2405.598633 Iteration 11Q: 3 clusters Score -154289.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -154309.781250 Penalty: 2405.598633 Iteration 12Q: 3 clusters Score -154309.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -154322.640625 Penalty: 2405.598633 Iteration 13Q: 3 clusters Score -154322.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -154331.843750 Penalty: 2405.598633 Iteration 14Q: 3 clusters Score -154331.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -154343.500000 Penalty: 2405.598633 Iteration 15Q: 3 clusters Score -154343.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -154349.109375 Penalty: 2405.598633 Iteration 16Q: 3 clusters Score -154349.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -154356.796875 Penalty: 2405.598633 Iteration 17Q: 3 clusters Score -154356.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -154364.015625 Penalty: 2405.598633 Iteration 18Q: 3 clusters Score -154364 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -154376.093750 Penalty: 2405.598633 Iteration 19Q: 3 clusters Score -154376.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -154384.937500 Penalty: 2405.598633 Iteration 20F: 3 clusters Score -154384.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -154388.937500 Penalty: 2405.598633 Iteration 21Q: 3 clusters Score -154388.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -154391.750000 Penalty: 2405.598633 Iteration 22Q: 3 clusters Score -154391.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -154392.625000 Penalty: 2405.598633 Iteration 23Q: 3 clusters Score -154392.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -154395.828125 Penalty: 2405.598633 Iteration 24Q: 3 clusters Score -154395.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -154399.593750 Penalty: 2405.598633 Iteration 25Q: 3 clusters Score -154399.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -154401.093750 Penalty: 2405.598633 Iteration 26Q: 3 clusters Score -154401.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -154403.265625 Penalty: 2405.598633 Iteration 27Q: 3 clusters Score -154403.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -154404.171875 Penalty: 2405.598633 Iteration 28Q: 3 clusters Score -154404.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -154405.828125 Penalty: 2405.598633 Iteration 29Q: 3 clusters Score -154405.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -154409.531250 Penalty: 2405.598633 Iteration 30Q: 3 clusters Score -154409.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -154410.343750 Penalty: 2405.598633 Iteration 31Q: 3 clusters Score -154410.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -154411.281250 Penalty: 2405.598633 Iteration 32Q: 3 clusters Score -154411.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -154411.281250 Penalty: 2405.598633 Iteration 33F: 3 clusters Score -154411.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Entering Unmasked Estep Score: -434471.062500 Penalty: 1369.999023 Iteration 0F: 2 clusters Score -434471.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -430751.625000 Penalty: 2739.998047 Iteration 0F: 3 clusters Score -430751.6 nChanged 1871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -431939.687500 Penalty: 2739.998047 Iteration 1F: 3 clusters Score -431939.7 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -432388.875000 Penalty: 2739.998047 Iteration 2F: 3 clusters Score -432388.9 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -432874.687500 Penalty: 2739.998047 Iteration 3F: 3 clusters Score -432874.7 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -433352.750000 Penalty: 2739.998047 Iteration 4F: 3 clusters Score -433352.8 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -433691.281250 Penalty: 2739.998047 Iteration 5F: 3 clusters Score -433691.3 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -433887.937500 Penalty: 2739.998047 Iteration 6F: 3 clusters Score -433887.9 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -433998.593750 Penalty: 2739.998047 Iteration 7Q: 3 clusters Score -433998.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -434055.656250 Penalty: 2739.998047 Iteration 8Q: 3 clusters Score -434055.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -434097.062500 Penalty: 2739.998047 Iteration 9Q: 3 clusters Score -434097.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -434135.375000 Penalty: 2739.998047 Iteration 10Q: 3 clusters Score -434135.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -434162.468750 Penalty: 2739.998047 Iteration 11Q: 3 clusters Score -434162.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -434179.343750 Penalty: 2739.998047 Iteration 12Q: 3 clusters Score -434179.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -434193.593750 Penalty: 2739.998047 Iteration 13Q: 3 clusters Score -434193.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -434204.906250 Penalty: 2739.998047 Iteration 14Q: 3 clusters Score -434204.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -434209.750000 Penalty: 2739.998047 Iteration 15Q: 3 clusters Score -434209.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -434214.343750 Penalty: 2739.998047 Iteration 16Q: 3 clusters Score -434214.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -434220.750000 Penalty: 2739.998047 Iteration 17Q: 3 clusters Score -434220.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -434226.062500 Penalty: 2739.998047 Iteration 18Q: 3 clusters Score -434226.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -434230.500000 Penalty: 2739.998047 Iteration 19Q: 3 clusters Score -434230.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -434233.593750 Penalty: 2739.998047 Iteration 20F: 3 clusters Score -434233.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -434235.062500 Penalty: 2739.998047 Iteration 21Q: 3 clusters Score -434235.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -434235.000000 Penalty: 2739.998047 Iteration 22Q: 3 clusters Score -434235 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -434236.375000 Penalty: 2739.998047 Iteration 23Q: 3 clusters Score -434236.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -434237.500000 Penalty: 2739.998047 Iteration 24Q: 3 clusters Score -434237.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -434238.156250 Penalty: 2739.998047 Iteration 25Q: 3 clusters Score -434238.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -434238.187500 Penalty: 2739.998047 Iteration 26Q: 3 clusters Score -434238.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -434238.187500 Penalty: 2739.998047 Iteration 27F: 3 clusters Score -434238.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (361 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Entering Unmasked Estep Score: -32365.205078 Penalty: 956.942627 Iteration 0F: 2 clusters Score -32365.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -31428.365234 Penalty: 1913.885254 Iteration 0F: 3 clusters Score -31428.37 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -31607.945312 Penalty: 1913.885254 Iteration 1F: 3 clusters Score -31607.95 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -31660.283203 Penalty: 1913.885254 Iteration 2F: 3 clusters Score -31660.28 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -31696.406250 Penalty: 1913.885254 Iteration 3Q: 3 clusters Score -31696.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -31730.361328 Penalty: 1913.885254 Iteration 4Q: 3 clusters Score -31730.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -31742.837891 Penalty: 1913.885254 Iteration 5Q: 3 clusters Score -31742.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -31763.519531 Penalty: 1913.885254 Iteration 6Q: 3 clusters Score -31763.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -31769.865234 Penalty: 1913.885254 Iteration 7Q: 3 clusters Score -31769.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -31769.865234 Penalty: 1913.885254 Iteration 8F: 3 clusters Score -31769.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1673 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Entering Unmasked Estep Score: -160770.796875 Penalty: 1206.135742 Iteration 0F: 2 clusters Score -160770.8 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 831 members Entering Unmasked Estep Score: -158892.531250 Penalty: 2412.271484 Iteration 0F: 3 clusters Score -158892.5 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -159247.250000 Penalty: 2412.271484 Iteration 1F: 3 clusters Score -159247.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -159351.109375 Penalty: 2412.271484 Iteration 2F: 3 clusters Score -159351.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -159432.031250 Penalty: 2412.271484 Iteration 3F: 3 clusters Score -159432 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -159477.468750 Penalty: 2412.271484 Iteration 4Q: 3 clusters Score -159477.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -159504.296875 Penalty: 2412.271484 Iteration 5Q: 3 clusters Score -159504.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -159530.203125 Penalty: 2412.271484 Iteration 6Q: 3 clusters Score -159530.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -159555.296875 Penalty: 2412.271484 Iteration 7Q: 3 clusters Score -159555.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -159581.000000 Penalty: 2412.271484 Iteration 8Q: 3 clusters Score -159581 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -159610.312500 Penalty: 2412.271484 Iteration 9Q: 3 clusters Score -159610.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -159632.843750 Penalty: 2412.271484 Iteration 10Q: 3 clusters Score -159632.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -159654.468750 Penalty: 2412.271484 Iteration 11Q: 3 clusters Score -159654.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -159675.796875 Penalty: 2412.271484 Iteration 12Q: 3 clusters Score -159675.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -159690.843750 Penalty: 2412.271484 Iteration 13Q: 3 clusters Score -159690.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -159700.312500 Penalty: 2412.271484 Iteration 14Q: 3 clusters Score -159700.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -159706.953125 Penalty: 2412.271484 Iteration 15Q: 3 clusters Score -159707 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -159714.328125 Penalty: 2412.271484 Iteration 16Q: 3 clusters Score -159714.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -159719.687500 Penalty: 2412.271484 Iteration 17Q: 3 clusters Score -159719.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -159722.968750 Penalty: 2412.271484 Iteration 18Q: 3 clusters Score -159723 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -159723.484375 Penalty: 2412.271484 Iteration 19Q: 3 clusters Score -159723.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -159723.484375 Penalty: 2412.271484 Iteration 20F: 3 clusters Score -159723.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1595 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Entering Unmasked Estep Score: -132703.203125 Penalty: 1198.377197 Iteration 0F: 2 clusters Score -132703.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -130908.742188 Penalty: 2396.754395 Iteration 0F: 3 clusters Score -130908.7 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -131319.750000 Penalty: 2396.754395 Iteration 1F: 3 clusters Score -131319.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -131533.906250 Penalty: 2396.754395 Iteration 2F: 3 clusters Score -131533.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -131734.031250 Penalty: 2396.754395 Iteration 3F: 3 clusters Score -131734 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -131878.125000 Penalty: 2396.754395 Iteration 4F: 3 clusters Score -131878.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -132013.406250 Penalty: 2396.754395 Iteration 5F: 3 clusters Score -132013.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -132088.437500 Penalty: 2396.754395 Iteration 6F: 3 clusters Score -132088.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -132135.609375 Penalty: 2396.754395 Iteration 7Q: 3 clusters Score -132135.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -132181.375000 Penalty: 2396.754395 Iteration 8Q: 3 clusters Score -132181.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -132220.531250 Penalty: 2396.754395 Iteration 9Q: 3 clusters Score -132220.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -132240.468750 Penalty: 2396.754395 Iteration 10Q: 3 clusters Score -132240.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -132252.062500 Penalty: 2396.754395 Iteration 11Q: 3 clusters Score -132252.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -132261.187500 Penalty: 2396.754395 Iteration 12Q: 3 clusters Score -132261.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -132267.250000 Penalty: 2396.754395 Iteration 13Q: 3 clusters Score -132267.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -132279.234375 Penalty: 2396.754395 Iteration 14Q: 3 clusters Score -132279.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -132293.578125 Penalty: 2396.754395 Iteration 15Q: 3 clusters Score -132293.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -132301.812500 Penalty: 2396.754395 Iteration 16Q: 3 clusters Score -132301.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -132304.109375 Penalty: 2396.754395 Iteration 17Q: 3 clusters Score -132304.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -132304.437500 Penalty: 2396.754395 Iteration 18Q: 3 clusters Score -132304.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -132304.437500 Penalty: 2396.754395 Iteration 19F: 3 clusters Score -132304.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 780 members Mstep: Class 3 contains 2214 members Mstep: Class 4 contains 1654 members Mstep: Class 5 contains 14327 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2622 members Mstep: Class 9 contains 12464 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1209 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1404 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1879 members Mstep: Class 16 contains 9985 members Mstep: Class 17 contains 1800 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4586 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1595 members Entering Unmasked Estep ConsiderDeletion Score: -7240286.500000 Penalty: 42163.562500 Iteration 69F: 24 clusters Score -7240286 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 780 members Mstep: Class 3 contains 2212 members Mstep: Class 4 contains 1587 members Mstep: Class 5 contains 14329 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2623 members Mstep: Class 9 contains 12464 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1278 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1394 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1879 members Mstep: Class 16 contains 9959 members Mstep: Class 17 contains 1795 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4573 members Mstep: Class 20 contains 1467 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1590 members Entering Unmasked Estep ConsiderDeletion Score: -7240509.000000 Penalty: 42163.562500 Iteration 70Q: 24 clusters Score -7240509 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 780 members Mstep: Class 3 contains 2209 members Mstep: Class 4 contains 1552 members Mstep: Class 5 contains 14329 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2624 members Mstep: Class 9 contains 12461 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1312 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1390 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1879 members Mstep: Class 16 contains 9957 members Mstep: Class 17 contains 1795 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4554 members Mstep: Class 20 contains 1494 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1594 members Entering Unmasked Estep ConsiderDeletion Score: -7240611.000000 Penalty: 42163.562500 Iteration 71Q: 24 clusters Score -7240611 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 780 members Mstep: Class 3 contains 2207 members Mstep: Class 4 contains 1520 members Mstep: Class 5 contains 14329 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2625 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1339 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1389 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1879 members Mstep: Class 16 contains 9950 members Mstep: Class 17 contains 1794 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4544 members Mstep: Class 20 contains 1516 members Mstep: Class 21 contains 362 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1598 members Entering Unmasked Estep ConsiderDeletion Score: -7240643.500000 Penalty: 42163.562500 Iteration 72Q: 24 clusters Score -7240644 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 780 members Mstep: Class 3 contains 2205 members Mstep: Class 4 contains 1490 members Mstep: Class 5 contains 14328 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2625 members Mstep: Class 9 contains 12458 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1369 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1879 members Mstep: Class 16 contains 9945 members Mstep: Class 17 contains 1794 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4533 members Mstep: Class 20 contains 1533 members Mstep: Class 21 contains 362 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1603 members Entering Unmasked Estep ConsiderDeletion Score: -7240681.500000 Penalty: 42163.562500 Iteration 73Q: 24 clusters Score -7240682 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 780 members Mstep: Class 3 contains 2202 members Mstep: Class 4 contains 1465 members Mstep: Class 5 contains 14329 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2625 members Mstep: Class 9 contains 12458 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1394 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1879 members Mstep: Class 16 contains 9945 members Mstep: Class 17 contains 1792 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4526 members Mstep: Class 20 contains 1544 members Mstep: Class 21 contains 362 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1603 members Entering Unmasked Estep ConsiderDeletion Score: -7240717.000000 Penalty: 42163.562500 Iteration 74Q: 24 clusters Score -7240717 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 780 members Mstep: Class 3 contains 2201 members Mstep: Class 4 contains 1448 members Mstep: Class 5 contains 14330 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2625 members Mstep: Class 9 contains 12458 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1412 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1879 members Mstep: Class 16 contains 9944 members Mstep: Class 17 contains 1790 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4519 members Mstep: Class 20 contains 1550 members Mstep: Class 21 contains 362 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1606 members Entering Unmasked Estep ConsiderDeletion Score: -7240743.500000 Penalty: 42163.562500 Iteration 75Q: 24 clusters Score -7240744 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 780 members Mstep: Class 3 contains 2199 members Mstep: Class 4 contains 1436 members Mstep: Class 5 contains 14331 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2627 members Mstep: Class 9 contains 12458 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1424 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1879 members Mstep: Class 16 contains 9942 members Mstep: Class 17 contains 1788 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4515 members Mstep: Class 20 contains 1557 members Mstep: Class 21 contains 362 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1606 members Entering Unmasked Estep ConsiderDeletion Score: -7240744.000000 Penalty: 42163.562500 Iteration 76Q: 24 clusters Score -7240744 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 780 members Mstep: Class 3 contains 2199 members Mstep: Class 4 contains 1426 members Mstep: Class 5 contains 14331 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1432 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1878 members Mstep: Class 16 contains 9942 members Mstep: Class 17 contains 1788 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4513 members Mstep: Class 20 contains 1559 members Mstep: Class 21 contains 362 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1609 members Entering Unmasked Estep ConsiderDeletion Score: -7240761.500000 Penalty: 42163.562500 Iteration 77Q: 24 clusters Score -7240762 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 780 members Mstep: Class 3 contains 2200 members Mstep: Class 4 contains 1419 members Mstep: Class 5 contains 14332 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1439 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9941 members Mstep: Class 17 contains 1788 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4511 members Mstep: Class 20 contains 1561 members Mstep: Class 21 contains 362 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1609 members Entering Unmasked Estep ConsiderDeletion Score: -7240763.000000 Penalty: 42163.562500 Iteration 78Q: 24 clusters Score -7240763 nChanged 15 Entering ConstructFrom: Score: -7240763.000000 Penalty: 42163.562500 Entering ConstructFrom: Trying to split cluster 1 (1366 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Entering Unmasked Estep Score: -125619.445312 Penalty: 1173.191895 Iteration 0F: 2 clusters Score -125619.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -123971.968750 Penalty: 2346.383789 Iteration 0F: 3 clusters Score -123972 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -124321.023438 Penalty: 2346.383789 Iteration 1F: 3 clusters Score -124321 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -124422.507812 Penalty: 2346.383789 Iteration 2F: 3 clusters Score -124422.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -124495.289062 Penalty: 2346.383789 Iteration 3Q: 3 clusters Score -124495.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -124543.398438 Penalty: 2346.383789 Iteration 4Q: 3 clusters Score -124543.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -124580.218750 Penalty: 2346.383789 Iteration 5Q: 3 clusters Score -124580.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -124621.484375 Penalty: 2346.383789 Iteration 6Q: 3 clusters Score -124621.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -124646.406250 Penalty: 2346.383789 Iteration 7Q: 3 clusters Score -124646.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -124664.734375 Penalty: 2346.383789 Iteration 8Q: 3 clusters Score -124664.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -124685.664062 Penalty: 2346.383789 Iteration 9Q: 3 clusters Score -124685.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -124704.914062 Penalty: 2346.383789 Iteration 10Q: 3 clusters Score -124704.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -124720.367188 Penalty: 2346.383789 Iteration 11Q: 3 clusters Score -124720.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -124737.695312 Penalty: 2346.383789 Iteration 12Q: 3 clusters Score -124737.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -124755.000000 Penalty: 2346.383789 Iteration 13Q: 3 clusters Score -124755 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -124774.328125 Penalty: 2346.383789 Iteration 14Q: 3 clusters Score -124774.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -124786.656250 Penalty: 2346.383789 Iteration 15Q: 3 clusters Score -124786.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -124799.578125 Penalty: 2346.383789 Iteration 16Q: 3 clusters Score -124799.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -124804.000000 Penalty: 2346.383789 Iteration 17Q: 3 clusters Score -124804 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -124807.804688 Penalty: 2346.383789 Iteration 18Q: 3 clusters Score -124807.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -124814.476562 Penalty: 2346.383789 Iteration 19Q: 3 clusters Score -124814.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -124829.062500 Penalty: 2346.383789 Iteration 20F: 3 clusters Score -124829.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -124833.914062 Penalty: 2346.383789 Iteration 21Q: 3 clusters Score -124833.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -124837.929688 Penalty: 2346.383789 Iteration 22Q: 3 clusters Score -124837.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -124839.835938 Penalty: 2346.383789 Iteration 23Q: 3 clusters Score -124839.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -124840.687500 Penalty: 2346.383789 Iteration 24Q: 3 clusters Score -124840.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -124841.812500 Penalty: 2346.383789 Iteration 25Q: 3 clusters Score -124841.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -124841.812500 Penalty: 2346.383789 Iteration 26F: 3 clusters Score -124841.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (779 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Entering Unmasked Estep Score: -66472.437500 Penalty: 1081.926758 Iteration 0F: 2 clusters Score -66472.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -65196.269531 Penalty: 2163.853516 Iteration 0F: 3 clusters Score -65196.27 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -65525.195312 Penalty: 2163.853516 Iteration 1F: 3 clusters Score -65525.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -65628.140625 Penalty: 2163.853516 Iteration 2F: 3 clusters Score -65628.14 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -65671.078125 Penalty: 2163.853516 Iteration 3Q: 3 clusters Score -65671.08 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -65694.992188 Penalty: 2163.853516 Iteration 4Q: 3 clusters Score -65694.99 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -65714.890625 Penalty: 2163.853516 Iteration 5Q: 3 clusters Score -65714.89 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -65731.007812 Penalty: 2163.853516 Iteration 6Q: 3 clusters Score -65731.01 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -65747.820312 Penalty: 2163.853516 Iteration 7Q: 3 clusters Score -65747.82 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -65760.351562 Penalty: 2163.853516 Iteration 8Q: 3 clusters Score -65760.35 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -65769.390625 Penalty: 2163.853516 Iteration 9Q: 3 clusters Score -65769.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -65773.375000 Penalty: 2163.853516 Iteration 10Q: 3 clusters Score -65773.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -65773.812500 Penalty: 2163.853516 Iteration 11Q: 3 clusters Score -65773.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -65775.851562 Penalty: 2163.853516 Iteration 12Q: 3 clusters Score -65775.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -65778.140625 Penalty: 2163.853516 Iteration 13Q: 3 clusters Score -65778.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -65778.789062 Penalty: 2163.853516 Iteration 14Q: 3 clusters Score -65778.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -65781.304688 Penalty: 2163.853516 Iteration 15Q: 3 clusters Score -65781.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -65784.781250 Penalty: 2163.853516 Iteration 16Q: 3 clusters Score -65784.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -65788.328125 Penalty: 2163.853516 Iteration 17Q: 3 clusters Score -65788.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -65792.250000 Penalty: 2163.853516 Iteration 18Q: 3 clusters Score -65792.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -65792.250000 Penalty: 2163.853516 Iteration 19F: 3 clusters Score -65792.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2200 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Entering Unmasked Estep Score: -208894.546875 Penalty: 1250.634521 Iteration 0F: 2 clusters Score -208894.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -206674.000000 Penalty: 2501.269043 Iteration 0F: 3 clusters Score -206674 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -207167.640625 Penalty: 2501.269043 Iteration 1F: 3 clusters Score -207167.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -207265.625000 Penalty: 2501.269043 Iteration 2F: 3 clusters Score -207265.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -207329.203125 Penalty: 2501.269043 Iteration 3Q: 3 clusters Score -207329.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -207370.359375 Penalty: 2501.269043 Iteration 4Q: 3 clusters Score -207370.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -207402.906250 Penalty: 2501.269043 Iteration 5Q: 3 clusters Score -207402.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -207430.171875 Penalty: 2501.269043 Iteration 6Q: 3 clusters Score -207430.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -207451.781250 Penalty: 2501.269043 Iteration 7Q: 3 clusters Score -207451.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -207464.046875 Penalty: 2501.269043 Iteration 8Q: 3 clusters Score -207464 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -207471.906250 Penalty: 2501.269043 Iteration 9Q: 3 clusters Score -207471.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -207481.140625 Penalty: 2501.269043 Iteration 10Q: 3 clusters Score -207481.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -207488.078125 Penalty: 2501.269043 Iteration 11Q: 3 clusters Score -207488.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -207494.718750 Penalty: 2501.269043 Iteration 12Q: 3 clusters Score -207494.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -207499.484375 Penalty: 2501.269043 Iteration 13Q: 3 clusters Score -207499.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -207505.968750 Penalty: 2501.269043 Iteration 14Q: 3 clusters Score -207506 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -207516.765625 Penalty: 2501.269043 Iteration 15Q: 3 clusters Score -207516.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -207524.640625 Penalty: 2501.269043 Iteration 16Q: 3 clusters Score -207524.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -207532.375000 Penalty: 2501.269043 Iteration 17Q: 3 clusters Score -207532.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -207545.500000 Penalty: 2501.269043 Iteration 18Q: 3 clusters Score -207545.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -207562.031250 Penalty: 2501.269043 Iteration 19Q: 3 clusters Score -207562 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -207578.796875 Penalty: 2501.269043 Iteration 20F: 3 clusters Score -207578.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -207590.500000 Penalty: 2501.269043 Iteration 21Q: 3 clusters Score -207590.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -207603.375000 Penalty: 2501.269043 Iteration 22Q: 3 clusters Score -207603.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -207611.453125 Penalty: 2501.269043 Iteration 23Q: 3 clusters Score -207611.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -207614.859375 Penalty: 2501.269043 Iteration 24Q: 3 clusters Score -207614.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -207615.890625 Penalty: 2501.269043 Iteration 25Q: 3 clusters Score -207615.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -207619.812500 Penalty: 2501.269043 Iteration 26Q: 3 clusters Score -207619.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -207624.046875 Penalty: 2501.269043 Iteration 27Q: 3 clusters Score -207624 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -207628.453125 Penalty: 2501.269043 Iteration 28Q: 3 clusters Score -207628.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -207630.875000 Penalty: 2501.269043 Iteration 29Q: 3 clusters Score -207630.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -207636.312500 Penalty: 2501.269043 Iteration 30Q: 3 clusters Score -207636.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -207645.250000 Penalty: 2501.269043 Iteration 31Q: 3 clusters Score -207645.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -207658.421875 Penalty: 2501.269043 Iteration 32Q: 3 clusters Score -207658.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -207669.500000 Penalty: 2501.269043 Iteration 33Q: 3 clusters Score -207669.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -207680.281250 Penalty: 2501.269043 Iteration 34Q: 3 clusters Score -207680.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -207686.968750 Penalty: 2501.269043 Iteration 35Q: 3 clusters Score -207687 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -207692.078125 Penalty: 2501.269043 Iteration 36Q: 3 clusters Score -207692.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -207697.093750 Penalty: 2501.269043 Iteration 37Q: 3 clusters Score -207697.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -207701.078125 Penalty: 2501.269043 Iteration 38Q: 3 clusters Score -207701.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -207707.593750 Penalty: 2501.269043 Iteration 39Q: 3 clusters Score -207707.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -207711.546875 Penalty: 2501.269043 Iteration 40F: 3 clusters Score -207711.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -207716.359375 Penalty: 2501.269043 Iteration 41Q: 3 clusters Score -207716.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -207721.093750 Penalty: 2501.269043 Iteration 42Q: 3 clusters Score -207721.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -207726.468750 Penalty: 2501.269043 Iteration 43Q: 3 clusters Score -207726.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -207732.093750 Penalty: 2501.269043 Iteration 44Q: 3 clusters Score -207732.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -207736.609375 Penalty: 2501.269043 Iteration 45Q: 3 clusters Score -207736.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -207738.328125 Penalty: 2501.269043 Iteration 46Q: 3 clusters Score -207738.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -207739.953125 Penalty: 2501.269043 Iteration 47Q: 3 clusters Score -207740 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -207743.078125 Penalty: 2501.269043 Iteration 48Q: 3 clusters Score -207743.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -207746.781250 Penalty: 2501.269043 Iteration 49Q: 3 clusters Score -207746.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -207750.656250 Penalty: 2501.269043 Iteration 50Q: 3 clusters Score -207750.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -207753.906250 Penalty: 2501.269043 Iteration 51Q: 3 clusters Score -207753.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -207758.218750 Penalty: 2501.269043 Iteration 52Q: 3 clusters Score -207758.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -207761.796875 Penalty: 2501.269043 Iteration 53Q: 3 clusters Score -207761.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -207762.718750 Penalty: 2501.269043 Iteration 54Q: 3 clusters Score -207762.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -207764.046875 Penalty: 2501.269043 Iteration 55Q: 3 clusters Score -207764 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -207765.562500 Penalty: 2501.269043 Iteration 56Q: 3 clusters Score -207765.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -207766.609375 Penalty: 2501.269043 Iteration 57Q: 3 clusters Score -207766.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -207770.625000 Penalty: 2501.269043 Iteration 58Q: 3 clusters Score -207770.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -207776.546875 Penalty: 2501.269043 Iteration 59Q: 3 clusters Score -207776.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -207780.484375 Penalty: 2501.269043 Iteration 60F: 3 clusters Score -207780.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -207783.750000 Penalty: 2501.269043 Iteration 61Q: 3 clusters Score -207783.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -207786.718750 Penalty: 2501.269043 Iteration 62Q: 3 clusters Score -207786.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -207787.796875 Penalty: 2501.269043 Iteration 63Q: 3 clusters Score -207787.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -207790.265625 Penalty: 2501.269043 Iteration 64Q: 3 clusters Score -207790.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -207791.078125 Penalty: 2501.269043 Iteration 65Q: 3 clusters Score -207791.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -207795.031250 Penalty: 2501.269043 Iteration 66Q: 3 clusters Score -207795 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -207796.093750 Penalty: 2501.269043 Iteration 67Q: 3 clusters Score -207796.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -207796.453125 Penalty: 2501.269043 Iteration 68Q: 3 clusters Score -207796.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -207797.453125 Penalty: 2501.269043 Iteration 69Q: 3 clusters Score -207797.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -207798.250000 Penalty: 2501.269043 Iteration 70Q: 3 clusters Score -207798.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -207798.437500 Penalty: 2501.269043 Iteration 71Q: 3 clusters Score -207798.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -207798.437500 Penalty: 2501.269043 Iteration 72F: 3 clusters Score -207798.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1411 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Entering Unmasked Estep Score: -133663.734375 Penalty: 1178.458740 Iteration 0F: 2 clusters Score -133663.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -131970.328125 Penalty: 2356.917480 Iteration 0F: 3 clusters Score -131970.3 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -132296.078125 Penalty: 2356.917480 Iteration 1F: 3 clusters Score -132296.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -132374.421875 Penalty: 2356.917480 Iteration 2F: 3 clusters Score -132374.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -132416.453125 Penalty: 2356.917480 Iteration 3Q: 3 clusters Score -132416.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -132441.875000 Penalty: 2356.917480 Iteration 4Q: 3 clusters Score -132441.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -132455.718750 Penalty: 2356.917480 Iteration 5Q: 3 clusters Score -132455.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -132471.312500 Penalty: 2356.917480 Iteration 6Q: 3 clusters Score -132471.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -132482.937500 Penalty: 2356.917480 Iteration 7Q: 3 clusters Score -132482.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -132487.578125 Penalty: 2356.917480 Iteration 8Q: 3 clusters Score -132487.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -132491.453125 Penalty: 2356.917480 Iteration 9Q: 3 clusters Score -132491.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -132496.968750 Penalty: 2356.917480 Iteration 10Q: 3 clusters Score -132497 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -132500.578125 Penalty: 2356.917480 Iteration 11Q: 3 clusters Score -132500.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -132509.468750 Penalty: 2356.917480 Iteration 12Q: 3 clusters Score -132509.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -132526.281250 Penalty: 2356.917480 Iteration 13Q: 3 clusters Score -132526.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -132533.937500 Penalty: 2356.917480 Iteration 14Q: 3 clusters Score -132533.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -132542.281250 Penalty: 2356.917480 Iteration 15Q: 3 clusters Score -132542.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -132548.093750 Penalty: 2356.917480 Iteration 16Q: 3 clusters Score -132548.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -132549.843750 Penalty: 2356.917480 Iteration 17Q: 3 clusters Score -132549.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -132550.765625 Penalty: 2356.917480 Iteration 18Q: 3 clusters Score -132550.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -132551.734375 Penalty: 2356.917480 Iteration 19Q: 3 clusters Score -132551.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -132552.234375 Penalty: 2356.917480 Iteration 20F: 3 clusters Score -132552.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (14333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14333 members Entering Unmasked Estep Score: -1332208.750000 Penalty: 1555.177002 Iteration 0F: 2 clusters Score -1332209 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7246 members Mstep: Class 2 contains 7087 members Entering Unmasked Estep Score: -1322283.250000 Penalty: 3110.354004 Iteration 0F: 3 clusters Score -1322283 nChanged 6391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7631 members Mstep: Class 2 contains 6702 members Entering Unmasked Estep Score: -1325694.500000 Penalty: 3110.354004 Iteration 1F: 3 clusters Score -1325694 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7879 members Mstep: Class 2 contains 6454 members Entering Unmasked Estep Score: -1326026.625000 Penalty: 3110.354004 Iteration 2F: 3 clusters Score -1326027 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8188 members Mstep: Class 2 contains 6145 members Entering Unmasked Estep Score: -1326362.875000 Penalty: 3110.354004 Iteration 3F: 3 clusters Score -1326363 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8531 members Mstep: Class 2 contains 5802 members Entering Unmasked Estep Score: -1326754.875000 Penalty: 3110.354004 Iteration 4Q: 3 clusters Score -1326755 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8892 members Mstep: Class 2 contains 5441 members Entering Unmasked Estep Score: -1327231.125000 Penalty: 3110.354004 Iteration 5F: 3 clusters Score -1327231 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9282 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -1327860.500000 Penalty: 3110.354004 Iteration 6F: 3 clusters Score -1327860 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9684 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -1328476.500000 Penalty: 3110.354004 Iteration 7F: 3 clusters Score -1328476 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10059 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -1329013.875000 Penalty: 3110.354004 Iteration 8F: 3 clusters Score -1329014 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10413 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -1329453.375000 Penalty: 3110.354004 Iteration 9Q: 3 clusters Score -1329453 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10733 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -1329754.125000 Penalty: 3110.354004 Iteration 10Q: 3 clusters Score -1329754 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11046 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -1329973.625000 Penalty: 3110.354004 Iteration 11Q: 3 clusters Score -1329974 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11335 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -1330149.875000 Penalty: 3110.354004 Iteration 12Q: 3 clusters Score -1330150 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11595 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -1330289.375000 Penalty: 3110.354004 Iteration 13Q: 3 clusters Score -1330289 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11813 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -1330396.000000 Penalty: 3110.354004 Iteration 14Q: 3 clusters Score -1330396 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11990 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -1330478.625000 Penalty: 3110.354004 Iteration 15Q: 3 clusters Score -1330479 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12154 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -1330549.750000 Penalty: 3110.354004 Iteration 16Q: 3 clusters Score -1330550 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12281 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -1330592.375000 Penalty: 3110.354004 Iteration 17Q: 3 clusters Score -1330592 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12402 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -1330634.375000 Penalty: 3110.354004 Iteration 18Q: 3 clusters Score -1330634 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12500 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -1330663.875000 Penalty: 3110.354004 Iteration 19Q: 3 clusters Score -1330664 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12577 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -1330687.500000 Penalty: 3110.354004 Iteration 20F: 3 clusters Score -1330688 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12646 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -1330708.625000 Penalty: 3110.354004 Iteration 21Q: 3 clusters Score -1330709 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12702 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -1330727.625000 Penalty: 3110.354004 Iteration 22Q: 3 clusters Score -1330728 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12752 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -1330741.000000 Penalty: 3110.354004 Iteration 23Q: 3 clusters Score -1330741 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12785 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -1330746.875000 Penalty: 3110.354004 Iteration 24Q: 3 clusters Score -1330747 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12824 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -1330758.750000 Penalty: 3110.354004 Iteration 25Q: 3 clusters Score -1330759 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12855 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -1330763.875000 Penalty: 3110.354004 Iteration 26Q: 3 clusters Score -1330764 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12896 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -1330786.125000 Penalty: 3110.354004 Iteration 27Q: 3 clusters Score -1330786 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12941 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -1330800.875000 Penalty: 3110.354004 Iteration 28Q: 3 clusters Score -1330801 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12981 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -1330811.375000 Penalty: 3110.354004 Iteration 29Q: 3 clusters Score -1330811 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13023 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -1330828.625000 Penalty: 3110.354004 Iteration 30Q: 3 clusters Score -1330829 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13061 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -1330845.875000 Penalty: 3110.354004 Iteration 31Q: 3 clusters Score -1330846 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13101 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -1330859.250000 Penalty: 3110.354004 Iteration 32Q: 3 clusters Score -1330859 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13137 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -1330867.875000 Penalty: 3110.354004 Iteration 33Q: 3 clusters Score -1330868 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13167 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -1330881.750000 Penalty: 3110.354004 Iteration 34Q: 3 clusters Score -1330882 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13189 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -1330891.000000 Penalty: 3110.354004 Iteration 35Q: 3 clusters Score -1330891 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13210 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -1330895.750000 Penalty: 3110.354004 Iteration 36Q: 3 clusters Score -1330896 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13224 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -1330896.625000 Penalty: 3110.354004 Iteration 37Q: 3 clusters Score -1330897 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13236 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -1330901.500000 Penalty: 3110.354004 Iteration 38Q: 3 clusters Score -1330902 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13241 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -1330904.625000 Penalty: 3110.354004 Iteration 39Q: 3 clusters Score -1330905 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13250 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -1330906.500000 Penalty: 3110.354004 Iteration 40F: 3 clusters Score -1330906 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13258 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -1330908.875000 Penalty: 3110.354004 Iteration 41Q: 3 clusters Score -1330909 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13264 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -1330909.750000 Penalty: 3110.354004 Iteration 42Q: 3 clusters Score -1330910 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13270 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -1330910.125000 Penalty: 3110.354004 Iteration 43Q: 3 clusters Score -1330910 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13278 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -1330912.500000 Penalty: 3110.354004 Iteration 44Q: 3 clusters Score -1330912 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13289 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -1330916.750000 Penalty: 3110.354004 Iteration 45Q: 3 clusters Score -1330917 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13301 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -1330918.625000 Penalty: 3110.354004 Iteration 46Q: 3 clusters Score -1330919 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13319 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -1330923.875000 Penalty: 3110.354004 Iteration 47Q: 3 clusters Score -1330924 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13336 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -1330928.000000 Penalty: 3110.354004 Iteration 48Q: 3 clusters Score -1330928 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13352 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -1330937.375000 Penalty: 3110.354004 Iteration 49Q: 3 clusters Score -1330937 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13368 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -1330943.625000 Penalty: 3110.354004 Iteration 50Q: 3 clusters Score -1330944 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13384 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -1330951.625000 Penalty: 3110.354004 Iteration 51Q: 3 clusters Score -1330952 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13395 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -1330955.000000 Penalty: 3110.354004 Iteration 52Q: 3 clusters Score -1330955 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13407 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -1330959.000000 Penalty: 3110.354004 Iteration 53Q: 3 clusters Score -1330959 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13416 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -1330961.750000 Penalty: 3110.354004 Iteration 54Q: 3 clusters Score -1330962 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13428 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -1330966.250000 Penalty: 3110.354004 Iteration 55Q: 3 clusters Score -1330966 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13442 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -1330971.250000 Penalty: 3110.354004 Iteration 56Q: 3 clusters Score -1330971 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13449 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -1330974.625000 Penalty: 3110.354004 Iteration 57Q: 3 clusters Score -1330975 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13458 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -1330976.500000 Penalty: 3110.354004 Iteration 58Q: 3 clusters Score -1330976 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13467 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -1330978.000000 Penalty: 3110.354004 Iteration 59Q: 3 clusters Score -1330978 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13470 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -1330980.500000 Penalty: 3110.354004 Iteration 60F: 3 clusters Score -1330980 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13470 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -1330981.250000 Penalty: 3110.354004 Iteration 61Q: 3 clusters Score -1330981 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13471 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -1330983.250000 Penalty: 3110.354004 Iteration 62Q: 3 clusters Score -1330983 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13474 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -1330985.500000 Penalty: 3110.354004 Iteration 63Q: 3 clusters Score -1330986 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13477 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -1330986.250000 Penalty: 3110.354004 Iteration 64Q: 3 clusters Score -1330986 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13481 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -1330986.500000 Penalty: 3110.354004 Iteration 65Q: 3 clusters Score -1330986 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13481 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -1330985.750000 Penalty: 3110.354004 Iteration 66Q: 3 clusters Score -1330986 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13481 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -1330985.750000 Penalty: 3110.354004 Iteration 67F: 3 clusters Score -1330986 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1082 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Entering Unmasked Estep Score: -103694.742188 Penalty: 1135.317017 Iteration 0F: 2 clusters Score -103694.7 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 510 members Entering Unmasked Estep Score: -102251.281250 Penalty: 2270.634033 Iteration 0F: 3 clusters Score -102251.3 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -102493.242188 Penalty: 2270.634033 Iteration 1F: 3 clusters Score -102493.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -102564.375000 Penalty: 2270.634033 Iteration 2F: 3 clusters Score -102564.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -102595.601562 Penalty: 2270.634033 Iteration 3Q: 3 clusters Score -102595.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -102609.234375 Penalty: 2270.634033 Iteration 4Q: 3 clusters Score -102609.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -102625.945312 Penalty: 2270.634033 Iteration 5Q: 3 clusters Score -102625.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -102635.023438 Penalty: 2270.634033 Iteration 6Q: 3 clusters Score -102635 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -102641.898438 Penalty: 2270.634033 Iteration 7Q: 3 clusters Score -102641.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -102648.734375 Penalty: 2270.634033 Iteration 8Q: 3 clusters Score -102648.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -102655.820312 Penalty: 2270.634033 Iteration 9Q: 3 clusters Score -102655.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -102661.078125 Penalty: 2270.634033 Iteration 10Q: 3 clusters Score -102661.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -102664.226562 Penalty: 2270.634033 Iteration 11Q: 3 clusters Score -102664.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -102669.359375 Penalty: 2270.634033 Iteration 12Q: 3 clusters Score -102669.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -102672.351562 Penalty: 2270.634033 Iteration 13Q: 3 clusters Score -102672.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -102672.914062 Penalty: 2270.634033 Iteration 14Q: 3 clusters Score -102672.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -102673.328125 Penalty: 2270.634033 Iteration 15Q: 3 clusters Score -102673.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -102674.203125 Penalty: 2270.634033 Iteration 16Q: 3 clusters Score -102674.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -102674.203125 Penalty: 2270.634033 Iteration 17F: 3 clusters Score -102674.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (8321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8321 members Entering Unmasked Estep Score: -797436.062500 Penalty: 1466.812378 Iteration 0F: 2 clusters Score -797436.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 4234 members Entering Unmasked Estep Score: -791332.812500 Penalty: 2933.624756 Iteration 0F: 3 clusters Score -791332.8 nChanged 3553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -793215.250000 Penalty: 2933.624756 Iteration 1F: 3 clusters Score -793215.2 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -793413.437500 Penalty: 2933.624756 Iteration 2F: 3 clusters Score -793413.4 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -793560.500000 Penalty: 2933.624756 Iteration 3Q: 3 clusters Score -793560.5 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 4855 members Entering Unmasked Estep Score: -793694.937500 Penalty: 2933.624756 Iteration 4Q: 3 clusters Score -793694.9 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -793828.187500 Penalty: 2933.624756 Iteration 5Q: 3 clusters Score -793828.2 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 5249 members Entering Unmasked Estep Score: -793966.187500 Penalty: 2933.624756 Iteration 6Q: 3 clusters Score -793966.2 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 5491 members Entering Unmasked Estep Score: -794111.812500 Penalty: 2933.624756 Iteration 7Q: 3 clusters Score -794111.8 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 5790 members Entering Unmasked Estep Score: -794312.750000 Penalty: 2933.624756 Iteration 8Q: 3 clusters Score -794312.8 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 6162 members Entering Unmasked Estep Score: -794566.062500 Penalty: 2933.624756 Iteration 9Q: 3 clusters Score -794566.1 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 6546 members Entering Unmasked Estep Score: -794865.250000 Penalty: 2933.624756 Iteration 10Q: 3 clusters Score -794865.2 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 6951 members Entering Unmasked Estep Score: -795206.937500 Penalty: 2933.624756 Iteration 11Q: 3 clusters Score -795206.9 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 7301 members Entering Unmasked Estep Score: -795533.062500 Penalty: 2933.624756 Iteration 12Q: 3 clusters Score -795533.1 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 7548 members Entering Unmasked Estep Score: -795755.875000 Penalty: 2933.624756 Iteration 13Q: 3 clusters Score -795755.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 7719 members Entering Unmasked Estep Score: -795906.250000 Penalty: 2933.624756 Iteration 14Q: 3 clusters Score -795906.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 7842 members Entering Unmasked Estep Score: -796007.562500 Penalty: 2933.624756 Iteration 15Q: 3 clusters Score -796007.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 7917 members Entering Unmasked Estep Score: -796079.437500 Penalty: 2933.624756 Iteration 16Q: 3 clusters Score -796079.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 7972 members Entering Unmasked Estep Score: -796133.375000 Penalty: 2933.624756 Iteration 17Q: 3 clusters Score -796133.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 8004 members Entering Unmasked Estep Score: -796165.625000 Penalty: 2933.624756 Iteration 18Q: 3 clusters Score -796165.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 8025 members Entering Unmasked Estep Score: -796191.000000 Penalty: 2933.624756 Iteration 19Q: 3 clusters Score -796191 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 8038 members Entering Unmasked Estep Score: -796206.750000 Penalty: 2933.624756 Iteration 20F: 3 clusters Score -796206.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 8044 members Entering Unmasked Estep Score: -796213.000000 Penalty: 2933.624756 Iteration 21Q: 3 clusters Score -796213 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 8049 members Entering Unmasked Estep Score: -796218.000000 Penalty: 2933.624756 Iteration 22Q: 3 clusters Score -796218 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 8054 members Entering Unmasked Estep Score: -796224.125000 Penalty: 2933.624756 Iteration 23Q: 3 clusters Score -796224.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 8059 members Entering Unmasked Estep Score: -796232.062500 Penalty: 2933.624756 Iteration 24Q: 3 clusters Score -796232.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 8058 members Entering Unmasked Estep Score: -796235.562500 Penalty: 2933.624756 Iteration 25Q: 3 clusters Score -796235.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 8061 members Entering Unmasked Estep Score: -796237.875000 Penalty: 2933.624756 Iteration 26Q: 3 clusters Score -796237.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 8064 members Entering Unmasked Estep Score: -796244.250000 Penalty: 2933.624756 Iteration 27Q: 3 clusters Score -796244.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 8067 members Entering Unmasked Estep Score: -796249.687500 Penalty: 2933.624756 Iteration 28Q: 3 clusters Score -796249.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 8067 members Entering Unmasked Estep Score: -796254.937500 Penalty: 2933.624756 Iteration 29Q: 3 clusters Score -796254.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 8067 members Entering Unmasked Estep Score: -796257.000000 Penalty: 2933.624756 Iteration 30Q: 3 clusters Score -796257 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 8068 members Entering Unmasked Estep Score: -796260.562500 Penalty: 2933.624756 Iteration 31Q: 3 clusters Score -796260.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 8069 members Entering Unmasked Estep Score: -796261.937500 Penalty: 2933.624756 Iteration 32Q: 3 clusters Score -796261.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 8070 members Entering Unmasked Estep Score: -796262.312500 Penalty: 2933.624756 Iteration 33Q: 3 clusters Score -796262.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 8070 members Entering Unmasked Estep Score: -796264.625000 Penalty: 2933.624756 Iteration 34Q: 3 clusters Score -796264.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 8071 members Entering Unmasked Estep Score: -796265.625000 Penalty: 2933.624756 Iteration 35Q: 3 clusters Score -796265.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 8071 members Entering Unmasked Estep Score: -796265.625000 Penalty: 2933.624756 Iteration 36F: 3 clusters Score -796265.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Entering Unmasked Estep Score: -240729.750000 Penalty: 1279.397827 Iteration 0F: 2 clusters Score -240729.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -238302.125000 Penalty: 2558.795654 Iteration 0F: 3 clusters Score -238302.1 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -238923.359375 Penalty: 2558.795654 Iteration 1F: 3 clusters Score -238923.4 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -239094.734375 Penalty: 2558.795654 Iteration 2F: 3 clusters Score -239094.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -239231.281250 Penalty: 2558.795654 Iteration 3F: 3 clusters Score -239231.3 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -239333.906250 Penalty: 2558.795654 Iteration 4Q: 3 clusters Score -239333.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -239405.343750 Penalty: 2558.795654 Iteration 5Q: 3 clusters Score -239405.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -239476.031250 Penalty: 2558.795654 Iteration 6Q: 3 clusters Score -239476 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -239537.031250 Penalty: 2558.795654 Iteration 7Q: 3 clusters Score -239537 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -239580.437500 Penalty: 2558.795654 Iteration 8Q: 3 clusters Score -239580.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -239605.078125 Penalty: 2558.795654 Iteration 9Q: 3 clusters Score -239605.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -239624.406250 Penalty: 2558.795654 Iteration 10Q: 3 clusters Score -239624.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -239641.125000 Penalty: 2558.795654 Iteration 11Q: 3 clusters Score -239641.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -239652.421875 Penalty: 2558.795654 Iteration 12Q: 3 clusters Score -239652.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -239659.593750 Penalty: 2558.795654 Iteration 13Q: 3 clusters Score -239659.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -239666.453125 Penalty: 2558.795654 Iteration 14Q: 3 clusters Score -239666.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -239671.828125 Penalty: 2558.795654 Iteration 15Q: 3 clusters Score -239671.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -239677.953125 Penalty: 2558.795654 Iteration 16Q: 3 clusters Score -239678 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -239685.218750 Penalty: 2558.795654 Iteration 17Q: 3 clusters Score -239685.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -239703.109375 Penalty: 2558.795654 Iteration 18Q: 3 clusters Score -239703.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -239719.046875 Penalty: 2558.795654 Iteration 19Q: 3 clusters Score -239719 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -239727.515625 Penalty: 2558.795654 Iteration 20F: 3 clusters Score -239727.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -239735.953125 Penalty: 2558.795654 Iteration 21Q: 3 clusters Score -239736 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -239746.968750 Penalty: 2558.795654 Iteration 22Q: 3 clusters Score -239747 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -239753.031250 Penalty: 2558.795654 Iteration 23Q: 3 clusters Score -239753 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -239757.453125 Penalty: 2558.795654 Iteration 24Q: 3 clusters Score -239757.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -239769.515625 Penalty: 2558.795654 Iteration 25Q: 3 clusters Score -239769.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -239785.953125 Penalty: 2558.795654 Iteration 26Q: 3 clusters Score -239786 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -239805.328125 Penalty: 2558.795654 Iteration 27Q: 3 clusters Score -239805.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -239823.296875 Penalty: 2558.795654 Iteration 28Q: 3 clusters Score -239823.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -239833.062500 Penalty: 2558.795654 Iteration 29Q: 3 clusters Score -239833.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -239841.437500 Penalty: 2558.795654 Iteration 30Q: 3 clusters Score -239841.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -239849.453125 Penalty: 2558.795654 Iteration 31Q: 3 clusters Score -239849.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -239859.906250 Penalty: 2558.795654 Iteration 32Q: 3 clusters Score -239859.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -239867.687500 Penalty: 2558.795654 Iteration 33Q: 3 clusters Score -239867.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -239875.171875 Penalty: 2558.795654 Iteration 34Q: 3 clusters Score -239875.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -239884.078125 Penalty: 2558.795654 Iteration 35Q: 3 clusters Score -239884.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -239895.765625 Penalty: 2558.795654 Iteration 36Q: 3 clusters Score -239895.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -239905.500000 Penalty: 2558.795654 Iteration 37Q: 3 clusters Score -239905.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -239914.687500 Penalty: 2558.795654 Iteration 38Q: 3 clusters Score -239914.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -239923.781250 Penalty: 2558.795654 Iteration 39Q: 3 clusters Score -239923.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -239932.062500 Penalty: 2558.795654 Iteration 40F: 3 clusters Score -239932.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -239939.734375 Penalty: 2558.795654 Iteration 41Q: 3 clusters Score -239939.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -239945.609375 Penalty: 2558.795654 Iteration 42Q: 3 clusters Score -239945.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -239952.671875 Penalty: 2558.795654 Iteration 43Q: 3 clusters Score -239952.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -239961.734375 Penalty: 2558.795654 Iteration 44Q: 3 clusters Score -239961.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -239965.828125 Penalty: 2558.795654 Iteration 45Q: 3 clusters Score -239965.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -239971.312500 Penalty: 2558.795654 Iteration 46Q: 3 clusters Score -239971.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -239976.578125 Penalty: 2558.795654 Iteration 47Q: 3 clusters Score -239976.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -239982.921875 Penalty: 2558.795654 Iteration 48Q: 3 clusters Score -239982.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -239988.500000 Penalty: 2558.795654 Iteration 49Q: 3 clusters Score -239988.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -239994.046875 Penalty: 2558.795654 Iteration 50Q: 3 clusters Score -239994 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -239997.203125 Penalty: 2558.795654 Iteration 51Q: 3 clusters Score -239997.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -240001.000000 Penalty: 2558.795654 Iteration 52Q: 3 clusters Score -240001 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -240009.421875 Penalty: 2558.795654 Iteration 53Q: 3 clusters Score -240009.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -240015.437500 Penalty: 2558.795654 Iteration 54Q: 3 clusters Score -240015.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -240020.140625 Penalty: 2558.795654 Iteration 55Q: 3 clusters Score -240020.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -240028.421875 Penalty: 2558.795654 Iteration 56Q: 3 clusters Score -240028.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -240040.531250 Penalty: 2558.795654 Iteration 57Q: 3 clusters Score -240040.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -240052.046875 Penalty: 2558.795654 Iteration 58Q: 3 clusters Score -240052 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -240064.656250 Penalty: 2558.795654 Iteration 59Q: 3 clusters Score -240064.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -240076.234375 Penalty: 2558.795654 Iteration 60F: 3 clusters Score -240076.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -240092.609375 Penalty: 2558.795654 Iteration 61Q: 3 clusters Score -240092.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -240115.593750 Penalty: 2558.795654 Iteration 62Q: 3 clusters Score -240115.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -240146.906250 Penalty: 2558.795654 Iteration 63Q: 3 clusters Score -240146.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -240163.734375 Penalty: 2558.795654 Iteration 64Q: 3 clusters Score -240163.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -240174.156250 Penalty: 2558.795654 Iteration 65Q: 3 clusters Score -240174.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -240181.828125 Penalty: 2558.795654 Iteration 66Q: 3 clusters Score -240181.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -240184.953125 Penalty: 2558.795654 Iteration 67Q: 3 clusters Score -240185 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -240188.062500 Penalty: 2558.795654 Iteration 68Q: 3 clusters Score -240188.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -240191.421875 Penalty: 2558.795654 Iteration 69Q: 3 clusters Score -240191.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -240199.062500 Penalty: 2558.795654 Iteration 70Q: 3 clusters Score -240199.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -240202.343750 Penalty: 2558.795654 Iteration 71Q: 3 clusters Score -240202.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -240204.656250 Penalty: 2558.795654 Iteration 72Q: 3 clusters Score -240204.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -240204.500000 Penalty: 2558.795654 Iteration 73Q: 3 clusters Score -240204.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -240205.468750 Penalty: 2558.795654 Iteration 74Q: 3 clusters Score -240205.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -240205.468750 Penalty: 2558.795654 Iteration 75F: 3 clusters Score -240205.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (12459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12459 members Entering Unmasked Estep Score: -1202390.000000 Penalty: 1532.407227 Iteration 0F: 2 clusters Score -1202390 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 6355 members Entering Unmasked Estep Score: -1193620.625000 Penalty: 3064.814453 Iteration 0F: 3 clusters Score -1193621 nChanged 5516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5522 members Mstep: Class 2 contains 6937 members Entering Unmasked Estep Score: -1196730.125000 Penalty: 3064.814453 Iteration 1F: 3 clusters Score -1196730 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5168 members Mstep: Class 2 contains 7291 members Entering Unmasked Estep Score: -1197092.375000 Penalty: 3064.814453 Iteration 2F: 3 clusters Score -1197092 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 7696 members Entering Unmasked Estep Score: -1197435.375000 Penalty: 3064.814453 Iteration 3F: 3 clusters Score -1197435 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 8158 members Entering Unmasked Estep Score: -1197796.250000 Penalty: 3064.814453 Iteration 4F: 3 clusters Score -1197796 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 8676 members Entering Unmasked Estep Score: -1198234.500000 Penalty: 3064.814453 Iteration 5F: 3 clusters Score -1198234 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 9297 members Entering Unmasked Estep Score: -1198812.000000 Penalty: 3064.814453 Iteration 6F: 3 clusters Score -1198812 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 9954 members Entering Unmasked Estep Score: -1199449.375000 Penalty: 3064.814453 Iteration 7F: 3 clusters Score -1199449 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 10493 members Entering Unmasked Estep Score: -1199958.250000 Penalty: 3064.814453 Iteration 8Q: 3 clusters Score -1199958 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 10878 members Entering Unmasked Estep Score: -1200300.500000 Penalty: 3064.814453 Iteration 9Q: 3 clusters Score -1200300 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 11174 members Entering Unmasked Estep Score: -1200569.000000 Penalty: 3064.814453 Iteration 10Q: 3 clusters Score -1200569 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 11391 members Entering Unmasked Estep Score: -1200763.125000 Penalty: 3064.814453 Iteration 11Q: 3 clusters Score -1200763 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 11547 members Entering Unmasked Estep Score: -1200906.750000 Penalty: 3064.814453 Iteration 12Q: 3 clusters Score -1200907 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 11670 members Entering Unmasked Estep Score: -1201013.250000 Penalty: 3064.814453 Iteration 13Q: 3 clusters Score -1201013 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 11753 members Entering Unmasked Estep Score: -1201084.750000 Penalty: 3064.814453 Iteration 14Q: 3 clusters Score -1201085 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 11814 members Entering Unmasked Estep Score: -1201140.875000 Penalty: 3064.814453 Iteration 15Q: 3 clusters Score -1201141 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 11859 members Entering Unmasked Estep Score: -1201201.375000 Penalty: 3064.814453 Iteration 16Q: 3 clusters Score -1201201 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 11900 members Entering Unmasked Estep Score: -1201250.875000 Penalty: 3064.814453 Iteration 17Q: 3 clusters Score -1201251 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 11921 members Entering Unmasked Estep Score: -1201278.125000 Penalty: 3064.814453 Iteration 18Q: 3 clusters Score -1201278 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 11939 members Entering Unmasked Estep Score: -1201292.375000 Penalty: 3064.814453 Iteration 19Q: 3 clusters Score -1201292 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 11944 members Entering Unmasked Estep Score: -1201303.125000 Penalty: 3064.814453 Iteration 20F: 3 clusters Score -1201303 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 11948 members Entering Unmasked Estep Score: -1201305.875000 Penalty: 3064.814453 Iteration 21Q: 3 clusters Score -1201306 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 11949 members Entering Unmasked Estep Score: -1201306.125000 Penalty: 3064.814453 Iteration 22Q: 3 clusters Score -1201306 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 11951 members Entering Unmasked Estep Score: -1201309.750000 Penalty: 3064.814453 Iteration 23Q: 3 clusters Score -1201310 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 11952 members Entering Unmasked Estep Score: -1201312.000000 Penalty: 3064.814453 Iteration 24Q: 3 clusters Score -1201312 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 11952 members Entering Unmasked Estep Score: -1201314.375000 Penalty: 3064.814453 Iteration 25Q: 3 clusters Score -1201314 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 11954 members Entering Unmasked Estep Score: -1201315.250000 Penalty: 3064.814453 Iteration 26Q: 3 clusters Score -1201315 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 11955 members Entering Unmasked Estep Score: -1201316.750000 Penalty: 3064.814453 Iteration 27Q: 3 clusters Score -1201317 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 11958 members Entering Unmasked Estep Score: -1201317.875000 Penalty: 3064.814453 Iteration 28Q: 3 clusters Score -1201318 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 11959 members Entering Unmasked Estep Score: -1201321.125000 Penalty: 3064.814453 Iteration 29Q: 3 clusters Score -1201321 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 11959 members Entering Unmasked Estep Score: -1201321.125000 Penalty: 3064.814453 Iteration 30F: 3 clusters Score -1201321 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1149 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Entering Unmasked Estep Score: -110747.023438 Penalty: 1145.080200 Iteration 0F: 2 clusters Score -110747 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -109214.507812 Penalty: 2290.160400 Iteration 0F: 3 clusters Score -109214.5 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -109478.640625 Penalty: 2290.160400 Iteration 1F: 3 clusters Score -109478.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -109571.929688 Penalty: 2290.160400 Iteration 2F: 3 clusters Score -109571.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -109614.242188 Penalty: 2290.160400 Iteration 3Q: 3 clusters Score -109614.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -109637.132812 Penalty: 2290.160400 Iteration 4Q: 3 clusters Score -109637.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -109660.929688 Penalty: 2290.160400 Iteration 5Q: 3 clusters Score -109660.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -109677.265625 Penalty: 2290.160400 Iteration 6Q: 3 clusters Score -109677.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -109688.789062 Penalty: 2290.160400 Iteration 7Q: 3 clusters Score -109688.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -109697.921875 Penalty: 2290.160400 Iteration 8Q: 3 clusters Score -109697.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -109711.257812 Penalty: 2290.160400 Iteration 9Q: 3 clusters Score -109711.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -109720.476562 Penalty: 2290.160400 Iteration 10Q: 3 clusters Score -109720.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -109726.406250 Penalty: 2290.160400 Iteration 11Q: 3 clusters Score -109726.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -109731.171875 Penalty: 2290.160400 Iteration 12Q: 3 clusters Score -109731.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -109735.093750 Penalty: 2290.160400 Iteration 13Q: 3 clusters Score -109735.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -109745.421875 Penalty: 2290.160400 Iteration 14Q: 3 clusters Score -109745.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -109749.710938 Penalty: 2290.160400 Iteration 15Q: 3 clusters Score -109749.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -109751.898438 Penalty: 2290.160400 Iteration 16Q: 3 clusters Score -109751.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -109756.054688 Penalty: 2290.160400 Iteration 17Q: 3 clusters Score -109756.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -109758.539062 Penalty: 2290.160400 Iteration 18Q: 3 clusters Score -109758.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -109759.695312 Penalty: 2290.160400 Iteration 19Q: 3 clusters Score -109759.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -109760.609375 Penalty: 2290.160400 Iteration 20F: 3 clusters Score -109760.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -109760.812500 Penalty: 2290.160400 Iteration 21Q: 3 clusters Score -109760.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -109761.773438 Penalty: 2290.160400 Iteration 22Q: 3 clusters Score -109761.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -109762.718750 Penalty: 2290.160400 Iteration 23Q: 3 clusters Score -109762.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -109762.718750 Penalty: 2290.160400 Iteration 24F: 3 clusters Score -109762.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1446 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Entering Unmasked Estep Score: -138350.625000 Penalty: 1182.440430 Iteration 0F: 2 clusters Score -138350.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -136589.812500 Penalty: 2364.880859 Iteration 0F: 3 clusters Score -136589.8 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -136942.046875 Penalty: 2364.880859 Iteration 1F: 3 clusters Score -136942 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -137041.750000 Penalty: 2364.880859 Iteration 2F: 3 clusters Score -137041.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -137088.359375 Penalty: 2364.880859 Iteration 3Q: 3 clusters Score -137088.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -137112.828125 Penalty: 2364.880859 Iteration 4Q: 3 clusters Score -137112.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -137135.843750 Penalty: 2364.880859 Iteration 5Q: 3 clusters Score -137135.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -137149.796875 Penalty: 2364.880859 Iteration 6Q: 3 clusters Score -137149.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -137164.937500 Penalty: 2364.880859 Iteration 7Q: 3 clusters Score -137164.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -137175.812500 Penalty: 2364.880859 Iteration 8Q: 3 clusters Score -137175.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -137185.453125 Penalty: 2364.880859 Iteration 9Q: 3 clusters Score -137185.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -137198.265625 Penalty: 2364.880859 Iteration 10Q: 3 clusters Score -137198.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -137208.203125 Penalty: 2364.880859 Iteration 11Q: 3 clusters Score -137208.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -137215.953125 Penalty: 2364.880859 Iteration 12Q: 3 clusters Score -137216 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -137220.796875 Penalty: 2364.880859 Iteration 13Q: 3 clusters Score -137220.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -137223.593750 Penalty: 2364.880859 Iteration 14Q: 3 clusters Score -137223.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -137228.171875 Penalty: 2364.880859 Iteration 15Q: 3 clusters Score -137228.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -137233.203125 Penalty: 2364.880859 Iteration 16Q: 3 clusters Score -137233.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -137237.671875 Penalty: 2364.880859 Iteration 17Q: 3 clusters Score -137237.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -137240.921875 Penalty: 2364.880859 Iteration 18Q: 3 clusters Score -137240.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -137244.406250 Penalty: 2364.880859 Iteration 19Q: 3 clusters Score -137244.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -137247.718750 Penalty: 2364.880859 Iteration 20F: 3 clusters Score -137247.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -137249.468750 Penalty: 2364.880859 Iteration 21Q: 3 clusters Score -137249.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -137253.875000 Penalty: 2364.880859 Iteration 22Q: 3 clusters Score -137253.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -137255.125000 Penalty: 2364.880859 Iteration 23Q: 3 clusters Score -137255.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -137255.281250 Penalty: 2364.880859 Iteration 24Q: 3 clusters Score -137255.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -137255.281250 Penalty: 2364.880859 Iteration 25F: 3 clusters Score -137255.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Entering Unmasked Estep Score: -40289.613281 Penalty: 992.028870 Iteration 0F: 2 clusters Score -40289.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -39295.960938 Penalty: 1984.057739 Iteration 0F: 3 clusters Score -39295.96 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -39463.707031 Penalty: 1984.057739 Iteration 1F: 3 clusters Score -39463.71 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -39504.718750 Penalty: 1984.057739 Iteration 2F: 3 clusters Score -39504.72 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -39515.148438 Penalty: 1984.057739 Iteration 3Q: 3 clusters Score -39515.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -39517.613281 Penalty: 1984.057739 Iteration 4Q: 3 clusters Score -39517.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -39520.445312 Penalty: 1984.057739 Iteration 5Q: 3 clusters Score -39520.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -39523.687500 Penalty: 1984.057739 Iteration 6Q: 3 clusters Score -39523.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -39526.871094 Penalty: 1984.057739 Iteration 7Q: 3 clusters Score -39526.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -39527.328125 Penalty: 1984.057739 Iteration 8Q: 3 clusters Score -39527.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -39529.257812 Penalty: 1984.057739 Iteration 9Q: 3 clusters Score -39529.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -39530.234375 Penalty: 1984.057739 Iteration 10Q: 3 clusters Score -39530.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -39535.324219 Penalty: 1984.057739 Iteration 11Q: 3 clusters Score -39535.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -39535.324219 Penalty: 1984.057739 Iteration 12F: 3 clusters Score -39535.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Entering Unmasked Estep Score: -128815.718750 Penalty: 1175.553833 Iteration 0F: 2 clusters Score -128815.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -127109.984375 Penalty: 2351.107666 Iteration 0F: 3 clusters Score -127110 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -127453.812500 Penalty: 2351.107666 Iteration 1F: 3 clusters Score -127453.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -127533.648438 Penalty: 2351.107666 Iteration 2F: 3 clusters Score -127533.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -127580.523438 Penalty: 2351.107666 Iteration 3Q: 3 clusters Score -127580.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -127610.937500 Penalty: 2351.107666 Iteration 4Q: 3 clusters Score -127610.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -127638.500000 Penalty: 2351.107666 Iteration 5Q: 3 clusters Score -127638.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -127659.031250 Penalty: 2351.107666 Iteration 6Q: 3 clusters Score -127659 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -127671.382812 Penalty: 2351.107666 Iteration 7Q: 3 clusters Score -127671.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -127685.476562 Penalty: 2351.107666 Iteration 8Q: 3 clusters Score -127685.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -127696.804688 Penalty: 2351.107666 Iteration 9Q: 3 clusters Score -127696.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -127706.375000 Penalty: 2351.107666 Iteration 10Q: 3 clusters Score -127706.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -127717.257812 Penalty: 2351.107666 Iteration 11Q: 3 clusters Score -127717.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -127725.078125 Penalty: 2351.107666 Iteration 12Q: 3 clusters Score -127725.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -127729.710938 Penalty: 2351.107666 Iteration 13Q: 3 clusters Score -127729.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -127733.351562 Penalty: 2351.107666 Iteration 14Q: 3 clusters Score -127733.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -127743.015625 Penalty: 2351.107666 Iteration 15Q: 3 clusters Score -127743 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -127752.953125 Penalty: 2351.107666 Iteration 16Q: 3 clusters Score -127753 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -127765.476562 Penalty: 2351.107666 Iteration 17Q: 3 clusters Score -127765.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -127776.867188 Penalty: 2351.107666 Iteration 18Q: 3 clusters Score -127776.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -127784.570312 Penalty: 2351.107666 Iteration 19Q: 3 clusters Score -127784.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -127789.023438 Penalty: 2351.107666 Iteration 20F: 3 clusters Score -127789 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -127791.195312 Penalty: 2351.107666 Iteration 21Q: 3 clusters Score -127791.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -127792.734375 Penalty: 2351.107666 Iteration 22Q: 3 clusters Score -127792.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -127793.671875 Penalty: 2351.107666 Iteration 23Q: 3 clusters Score -127793.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -127794.773438 Penalty: 2351.107666 Iteration 24Q: 3 clusters Score -127794.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -127796.015625 Penalty: 2351.107666 Iteration 25Q: 3 clusters Score -127796 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -127798.500000 Penalty: 2351.107666 Iteration 26Q: 3 clusters Score -127798.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -127801.156250 Penalty: 2351.107666 Iteration 27Q: 3 clusters Score -127801.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -127802.250000 Penalty: 2351.107666 Iteration 28Q: 3 clusters Score -127802.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -127803.687500 Penalty: 2351.107666 Iteration 29Q: 3 clusters Score -127803.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -127808.171875 Penalty: 2351.107666 Iteration 30Q: 3 clusters Score -127808.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -127810.554688 Penalty: 2351.107666 Iteration 31Q: 3 clusters Score -127810.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -127813.718750 Penalty: 2351.107666 Iteration 32Q: 3 clusters Score -127813.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -127815.093750 Penalty: 2351.107666 Iteration 33Q: 3 clusters Score -127815.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -127815.937500 Penalty: 2351.107666 Iteration 34Q: 3 clusters Score -127815.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -127816.664062 Penalty: 2351.107666 Iteration 35Q: 3 clusters Score -127816.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -127818.093750 Penalty: 2351.107666 Iteration 36Q: 3 clusters Score -127818.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -127820.500000 Penalty: 2351.107666 Iteration 37Q: 3 clusters Score -127820.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -127821.875000 Penalty: 2351.107666 Iteration 38Q: 3 clusters Score -127821.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -127822.992188 Penalty: 2351.107666 Iteration 39Q: 3 clusters Score -127823 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -127823.226562 Penalty: 2351.107666 Iteration 40F: 3 clusters Score -127823.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (5342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5342 members Entering Unmasked Estep Score: -497113.937500 Penalty: 1394.795166 Iteration 0F: 2 clusters Score -497113.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -492964.718750 Penalty: 2789.590332 Iteration 0F: 3 clusters Score -492964.7 nChanged 2097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -494128.906250 Penalty: 2789.590332 Iteration 1F: 3 clusters Score -494128.9 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -494316.218750 Penalty: 2789.590332 Iteration 2F: 3 clusters Score -494316.2 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -494439.750000 Penalty: 2789.590332 Iteration 3Q: 3 clusters Score -494439.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -494561.281250 Penalty: 2789.590332 Iteration 4Q: 3 clusters Score -494561.3 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -494690.000000 Penalty: 2789.590332 Iteration 5Q: 3 clusters Score -494690 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -494808.187500 Penalty: 2789.590332 Iteration 6Q: 3 clusters Score -494808.2 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -494925.062500 Penalty: 2789.590332 Iteration 7Q: 3 clusters Score -494925.1 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -495035.687500 Penalty: 2789.590332 Iteration 8Q: 3 clusters Score -495035.7 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -495156.812500 Penalty: 2789.590332 Iteration 9Q: 3 clusters Score -495156.8 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -495258.750000 Penalty: 2789.590332 Iteration 10Q: 3 clusters Score -495258.8 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -495375.593750 Penalty: 2789.590332 Iteration 11Q: 3 clusters Score -495375.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -495489.250000 Penalty: 2789.590332 Iteration 12Q: 3 clusters Score -495489.2 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -495595.093750 Penalty: 2789.590332 Iteration 13Q: 3 clusters Score -495595.1 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -495695.343750 Penalty: 2789.590332 Iteration 14Q: 3 clusters Score -495695.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -495774.250000 Penalty: 2789.590332 Iteration 15Q: 3 clusters Score -495774.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -495821.218750 Penalty: 2789.590332 Iteration 16Q: 3 clusters Score -495821.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -495860.812500 Penalty: 2789.590332 Iteration 17Q: 3 clusters Score -495860.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -495893.562500 Penalty: 2789.590332 Iteration 18Q: 3 clusters Score -495893.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -495924.906250 Penalty: 2789.590332 Iteration 19Q: 3 clusters Score -495924.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -495943.906250 Penalty: 2789.590332 Iteration 20F: 3 clusters Score -495943.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -495963.125000 Penalty: 2789.590332 Iteration 21Q: 3 clusters Score -495963.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -495979.562500 Penalty: 2789.590332 Iteration 22Q: 3 clusters Score -495979.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -495995.906250 Penalty: 2789.590332 Iteration 23Q: 3 clusters Score -495995.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -496015.187500 Penalty: 2789.590332 Iteration 24Q: 3 clusters Score -496015.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -496032.656250 Penalty: 2789.590332 Iteration 25Q: 3 clusters Score -496032.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -496043.125000 Penalty: 2789.590332 Iteration 26Q: 3 clusters Score -496043.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4369 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -496050.656250 Penalty: 2789.590332 Iteration 27Q: 3 clusters Score -496050.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -496060.281250 Penalty: 2789.590332 Iteration 28Q: 3 clusters Score -496060.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -496073.031250 Penalty: 2789.590332 Iteration 29Q: 3 clusters Score -496073 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -496087.906250 Penalty: 2789.590332 Iteration 30Q: 3 clusters Score -496087.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -496095.781250 Penalty: 2789.590332 Iteration 31Q: 3 clusters Score -496095.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -496102.281250 Penalty: 2789.590332 Iteration 32Q: 3 clusters Score -496102.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -496108.937500 Penalty: 2789.590332 Iteration 33Q: 3 clusters Score -496108.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -496115.250000 Penalty: 2789.590332 Iteration 34Q: 3 clusters Score -496115.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -496120.750000 Penalty: 2789.590332 Iteration 35Q: 3 clusters Score -496120.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -496129.593750 Penalty: 2789.590332 Iteration 36Q: 3 clusters Score -496129.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -496135.000000 Penalty: 2789.590332 Iteration 37Q: 3 clusters Score -496135 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -496138.687500 Penalty: 2789.590332 Iteration 38Q: 3 clusters Score -496138.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -496143.500000 Penalty: 2789.590332 Iteration 39Q: 3 clusters Score -496143.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -496144.281250 Penalty: 2789.590332 Iteration 40F: 3 clusters Score -496144.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1877 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Entering Unmasked Estep Score: -164118.609375 Penalty: 1224.832397 Iteration 0F: 2 clusters Score -164118.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -162120.875000 Penalty: 2449.664795 Iteration 0F: 3 clusters Score -162120.9 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -162550.062500 Penalty: 2449.664795 Iteration 1F: 3 clusters Score -162550.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -162646.734375 Penalty: 2449.664795 Iteration 2F: 3 clusters Score -162646.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -162703.640625 Penalty: 2449.664795 Iteration 3Q: 3 clusters Score -162703.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -162736.375000 Penalty: 2449.664795 Iteration 4Q: 3 clusters Score -162736.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -162760.890625 Penalty: 2449.664795 Iteration 5Q: 3 clusters Score -162760.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -162779.750000 Penalty: 2449.664795 Iteration 6Q: 3 clusters Score -162779.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -162798.265625 Penalty: 2449.664795 Iteration 7Q: 3 clusters Score -162798.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -162818.781250 Penalty: 2449.664795 Iteration 8Q: 3 clusters Score -162818.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -162849.296875 Penalty: 2449.664795 Iteration 9Q: 3 clusters Score -162849.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -162876.812500 Penalty: 2449.664795 Iteration 10Q: 3 clusters Score -162876.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -162909.781250 Penalty: 2449.664795 Iteration 11Q: 3 clusters Score -162909.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -162951.859375 Penalty: 2449.664795 Iteration 12Q: 3 clusters Score -162951.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -163011.093750 Penalty: 2449.664795 Iteration 13Q: 3 clusters Score -163011.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -163117.343750 Penalty: 2449.664795 Iteration 14Q: 3 clusters Score -163117.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -163299.203125 Penalty: 2449.664795 Iteration 15Q: 3 clusters Score -163299.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -163565.062500 Penalty: 2449.664795 Iteration 16Q: 3 clusters Score -163565.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -163759.171875 Penalty: 2449.664795 Iteration 17Q: 3 clusters Score -163759.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -163855.781250 Penalty: 2449.664795 Iteration 18Q: 3 clusters Score -163855.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -163900.500000 Penalty: 2449.664795 Iteration 19Q: 3 clusters Score -163900.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -163926.046875 Penalty: 2449.664795 Iteration 20F: 3 clusters Score -163926 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -163940.640625 Penalty: 2449.664795 Iteration 21Q: 3 clusters Score -163940.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -163953.781250 Penalty: 2449.664795 Iteration 22Q: 3 clusters Score -163953.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -163962.546875 Penalty: 2449.664795 Iteration 23Q: 3 clusters Score -163962.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -163974.828125 Penalty: 2449.664795 Iteration 24Q: 3 clusters Score -163974.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -163977.015625 Penalty: 2449.664795 Iteration 25Q: 3 clusters Score -163977 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -163977.937500 Penalty: 2449.664795 Iteration 26Q: 3 clusters Score -163977.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -163979.171875 Penalty: 2449.664795 Iteration 27Q: 3 clusters Score -163979.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -163979.171875 Penalty: 2449.664795 Iteration 28F: 3 clusters Score -163979.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (9941 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9941 members Entering Unmasked Estep Score: -956292.250000 Penalty: 1495.718750 Iteration 0F: 2 clusters Score -956292.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4989 members Mstep: Class 2 contains 4952 members Entering Unmasked Estep Score: -949187.625000 Penalty: 2991.437500 Iteration 0F: 3 clusters Score -949187.6 nChanged 4286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5057 members Mstep: Class 2 contains 4884 members Entering Unmasked Estep Score: -951450.812500 Penalty: 2991.437500 Iteration 1F: 3 clusters Score -951450.8 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5102 members Mstep: Class 2 contains 4839 members Entering Unmasked Estep Score: -951797.500000 Penalty: 2991.437500 Iteration 2F: 3 clusters Score -951797.5 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5162 members Mstep: Class 2 contains 4779 members Entering Unmasked Estep Score: -952151.750000 Penalty: 2991.437500 Iteration 3F: 3 clusters Score -952151.8 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Mstep: Class 2 contains 4721 members Entering Unmasked Estep Score: -952489.375000 Penalty: 2991.437500 Iteration 4F: 3 clusters Score -952489.4 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5274 members Mstep: Class 2 contains 4667 members Entering Unmasked Estep Score: -952781.937500 Penalty: 2991.437500 Iteration 5Q: 3 clusters Score -952781.9 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -953135.812500 Penalty: 2991.437500 Iteration 6F: 3 clusters Score -953135.8 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5355 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -953539.875000 Penalty: 2991.437500 Iteration 7F: 3 clusters Score -953539.9 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -953916.750000 Penalty: 2991.437500 Iteration 8F: 3 clusters Score -953916.8 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5210 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -954269.812500 Penalty: 2991.437500 Iteration 9Q: 3 clusters Score -954269.8 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5080 members Mstep: Class 2 contains 4861 members Entering Unmasked Estep Score: -954634.187500 Penalty: 2991.437500 Iteration 10Q: 3 clusters Score -954634.2 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -954935.000000 Penalty: 2991.437500 Iteration 11Q: 3 clusters Score -954935 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -955162.125000 Penalty: 2991.437500 Iteration 12Q: 3 clusters Score -955162.1 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 5215 members Entering Unmasked Estep Score: -955320.437500 Penalty: 2991.437500 Iteration 13Q: 3 clusters Score -955320.4 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 5300 members Entering Unmasked Estep Score: -955420.687500 Penalty: 2991.437500 Iteration 14Q: 3 clusters Score -955420.7 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -955486.125000 Penalty: 2991.437500 Iteration 15Q: 3 clusters Score -955486.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -955525.625000 Penalty: 2991.437500 Iteration 16Q: 3 clusters Score -955525.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 5450 members Entering Unmasked Estep Score: -955567.375000 Penalty: 2991.437500 Iteration 17Q: 3 clusters Score -955567.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 5508 members Entering Unmasked Estep Score: -955604.812500 Penalty: 2991.437500 Iteration 18Q: 3 clusters Score -955604.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 5553 members Entering Unmasked Estep Score: -955631.437500 Penalty: 2991.437500 Iteration 19Q: 3 clusters Score -955631.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 5598 members Entering Unmasked Estep Score: -955650.687500 Penalty: 2991.437500 Iteration 20F: 3 clusters Score -955650.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4298 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -955666.875000 Penalty: 2991.437500 Iteration 21Q: 3 clusters Score -955666.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -955678.062500 Penalty: 2991.437500 Iteration 22Q: 3 clusters Score -955678.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 5688 members Entering Unmasked Estep Score: -955688.500000 Penalty: 2991.437500 Iteration 23Q: 3 clusters Score -955688.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -955694.937500 Penalty: 2991.437500 Iteration 24Q: 3 clusters Score -955694.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -955701.250000 Penalty: 2991.437500 Iteration 25Q: 3 clusters Score -955701.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 5752 members Entering Unmasked Estep Score: -955707.875000 Penalty: 2991.437500 Iteration 26Q: 3 clusters Score -955707.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 5762 members Entering Unmasked Estep Score: -955708.312500 Penalty: 2991.437500 Iteration 27Q: 3 clusters Score -955708.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 5770 members Entering Unmasked Estep Score: -955709.000000 Penalty: 2991.437500 Iteration 28Q: 3 clusters Score -955709 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -955713.250000 Penalty: 2991.437500 Iteration 29Q: 3 clusters Score -955713.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 5782 members Entering Unmasked Estep Score: -955717.812500 Penalty: 2991.437500 Iteration 30Q: 3 clusters Score -955717.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 5792 members Entering Unmasked Estep Score: -955717.312500 Penalty: 2991.437500 Iteration 31Q: 3 clusters Score -955717.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 5802 members Entering Unmasked Estep Score: -955721.125000 Penalty: 2991.437500 Iteration 32Q: 3 clusters Score -955721.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 5814 members Entering Unmasked Estep Score: -955722.000000 Penalty: 2991.437500 Iteration 33Q: 3 clusters Score -955722 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 5824 members Entering Unmasked Estep Score: -955722.312500 Penalty: 2991.437500 Iteration 34Q: 3 clusters Score -955722.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 5831 members Entering Unmasked Estep Score: -955722.937500 Penalty: 2991.437500 Iteration 35Q: 3 clusters Score -955722.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 5832 members Entering Unmasked Estep Score: -955722.937500 Penalty: 2991.437500 Iteration 36Q: 3 clusters Score -955722.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 5835 members Entering Unmasked Estep Score: -955723.375000 Penalty: 2991.437500 Iteration 37Q: 3 clusters Score -955723.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -955724.625000 Penalty: 2991.437500 Iteration 38Q: 3 clusters Score -955724.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -955725.312500 Penalty: 2991.437500 Iteration 39Q: 3 clusters Score -955725.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 5840 members Entering Unmasked Estep Score: -955725.312500 Penalty: 2991.437500 Iteration 40F: 3 clusters Score -955725.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 5842 members Entering Unmasked Estep Score: -955725.437500 Penalty: 2991.437500 Iteration 41Q: 3 clusters Score -955725.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 5844 members Entering Unmasked Estep Score: -955727.750000 Penalty: 2991.437500 Iteration 42Q: 3 clusters Score -955727.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 5846 members Entering Unmasked Estep Score: -955728.562500 Penalty: 2991.437500 Iteration 43Q: 3 clusters Score -955728.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 5852 members Entering Unmasked Estep Score: -955727.000000 Penalty: 2991.437500 Iteration 44Q: 3 clusters Score -955727 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 5853 members Entering Unmasked Estep Score: -955725.000000 Penalty: 2991.437500 Iteration 45Q: 3 clusters Score -955725 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 5853 members Entering Unmasked Estep Score: -955725.000000 Penalty: 2991.437500 Iteration 46F: 3 clusters Score -955725 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1788 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Entering Unmasked Estep Score: -161392.671875 Penalty: 1216.938599 Iteration 0F: 2 clusters Score -161392.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -159428.609375 Penalty: 2433.877197 Iteration 0F: 3 clusters Score -159428.6 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -159808.921875 Penalty: 2433.877197 Iteration 1F: 3 clusters Score -159808.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -159908.359375 Penalty: 2433.877197 Iteration 2F: 3 clusters Score -159908.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -160006.093750 Penalty: 2433.877197 Iteration 3F: 3 clusters Score -160006.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -160083.453125 Penalty: 2433.877197 Iteration 4Q: 3 clusters Score -160083.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -160161.343750 Penalty: 2433.877197 Iteration 5Q: 3 clusters Score -160161.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -160207.421875 Penalty: 2433.877197 Iteration 6Q: 3 clusters Score -160207.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -160254.671875 Penalty: 2433.877197 Iteration 7Q: 3 clusters Score -160254.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -160292.734375 Penalty: 2433.877197 Iteration 8Q: 3 clusters Score -160292.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -160319.437500 Penalty: 2433.877197 Iteration 9Q: 3 clusters Score -160319.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -160343.437500 Penalty: 2433.877197 Iteration 10Q: 3 clusters Score -160343.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -160364.531250 Penalty: 2433.877197 Iteration 11Q: 3 clusters Score -160364.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -160385.546875 Penalty: 2433.877197 Iteration 12Q: 3 clusters Score -160385.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -160409.312500 Penalty: 2433.877197 Iteration 13Q: 3 clusters Score -160409.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -160430.046875 Penalty: 2433.877197 Iteration 14Q: 3 clusters Score -160430 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -160442.187500 Penalty: 2433.877197 Iteration 15Q: 3 clusters Score -160442.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -160456.000000 Penalty: 2433.877197 Iteration 16Q: 3 clusters Score -160456 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -160470.484375 Penalty: 2433.877197 Iteration 17Q: 3 clusters Score -160470.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -160484.250000 Penalty: 2433.877197 Iteration 18Q: 3 clusters Score -160484.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -160493.906250 Penalty: 2433.877197 Iteration 19Q: 3 clusters Score -160493.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -160510.328125 Penalty: 2433.877197 Iteration 20F: 3 clusters Score -160510.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -160536.953125 Penalty: 2433.877197 Iteration 21Q: 3 clusters Score -160537 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -160557.031250 Penalty: 2433.877197 Iteration 22Q: 3 clusters Score -160557 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -160571.906250 Penalty: 2433.877197 Iteration 23Q: 3 clusters Score -160571.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -160587.421875 Penalty: 2433.877197 Iteration 24Q: 3 clusters Score -160587.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -160598.765625 Penalty: 2433.877197 Iteration 25Q: 3 clusters Score -160598.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -160609.343750 Penalty: 2433.877197 Iteration 26Q: 3 clusters Score -160609.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -160617.250000 Penalty: 2433.877197 Iteration 27Q: 3 clusters Score -160617.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -160621.546875 Penalty: 2433.877197 Iteration 28Q: 3 clusters Score -160621.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -160627.375000 Penalty: 2433.877197 Iteration 29Q: 3 clusters Score -160627.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -160632.515625 Penalty: 2433.877197 Iteration 30Q: 3 clusters Score -160632.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -160641.437500 Penalty: 2433.877197 Iteration 31Q: 3 clusters Score -160641.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -160646.890625 Penalty: 2433.877197 Iteration 32Q: 3 clusters Score -160646.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -160647.984375 Penalty: 2433.877197 Iteration 33Q: 3 clusters Score -160648 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -160648.468750 Penalty: 2433.877197 Iteration 34Q: 3 clusters Score -160648.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -160650.078125 Penalty: 2433.877197 Iteration 35Q: 3 clusters Score -160650.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -160650.703125 Penalty: 2433.877197 Iteration 36Q: 3 clusters Score -160650.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -160650.703125 Penalty: 2433.877197 Iteration 37F: 3 clusters Score -160650.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1639 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Entering Unmasked Estep Score: -155171.812500 Penalty: 1202.799316 Iteration 0F: 2 clusters Score -155171.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -153302.671875 Penalty: 2405.598633 Iteration 0F: 3 clusters Score -153302.7 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -153694.546875 Penalty: 2405.598633 Iteration 1F: 3 clusters Score -153694.5 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -153833.437500 Penalty: 2405.598633 Iteration 2F: 3 clusters Score -153833.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -153920.968750 Penalty: 2405.598633 Iteration 3F: 3 clusters Score -153921 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -153981.375000 Penalty: 2405.598633 Iteration 4Q: 3 clusters Score -153981.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -154035.125000 Penalty: 2405.598633 Iteration 5Q: 3 clusters Score -154035.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -154059.531250 Penalty: 2405.598633 Iteration 6Q: 3 clusters Score -154059.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -154080.062500 Penalty: 2405.598633 Iteration 7Q: 3 clusters Score -154080.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -154099.343750 Penalty: 2405.598633 Iteration 8Q: 3 clusters Score -154099.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -154115.578125 Penalty: 2405.598633 Iteration 9Q: 3 clusters Score -154115.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -154131.750000 Penalty: 2405.598633 Iteration 10Q: 3 clusters Score -154131.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -154141.640625 Penalty: 2405.598633 Iteration 11Q: 3 clusters Score -154141.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -154148.765625 Penalty: 2405.598633 Iteration 12Q: 3 clusters Score -154148.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -154150.859375 Penalty: 2405.598633 Iteration 13Q: 3 clusters Score -154150.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -154153.406250 Penalty: 2405.598633 Iteration 14Q: 3 clusters Score -154153.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -154155.359375 Penalty: 2405.598633 Iteration 15Q: 3 clusters Score -154155.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -154156.343750 Penalty: 2405.598633 Iteration 16Q: 3 clusters Score -154156.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -154157.531250 Penalty: 2405.598633 Iteration 17Q: 3 clusters Score -154157.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -154159.046875 Penalty: 2405.598633 Iteration 18Q: 3 clusters Score -154159 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -154160.359375 Penalty: 2405.598633 Iteration 19Q: 3 clusters Score -154160.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -154161.812500 Penalty: 2405.598633 Iteration 20F: 3 clusters Score -154161.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -154163.171875 Penalty: 2405.598633 Iteration 21Q: 3 clusters Score -154163.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -154164.859375 Penalty: 2405.598633 Iteration 22Q: 3 clusters Score -154164.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -154165.671875 Penalty: 2405.598633 Iteration 23Q: 3 clusters Score -154165.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -154166.531250 Penalty: 2405.598633 Iteration 24Q: 3 clusters Score -154166.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -154167.328125 Penalty: 2405.598633 Iteration 25Q: 3 clusters Score -154167.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -154168.484375 Penalty: 2405.598633 Iteration 26Q: 3 clusters Score -154168.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -154168.484375 Penalty: 2405.598633 Iteration 27F: 3 clusters Score -154168.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4508 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Entering Unmasked Estep Score: -427411.968750 Penalty: 1367.211426 Iteration 0F: 2 clusters Score -427412 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -423757.718750 Penalty: 2734.422852 Iteration 0F: 3 clusters Score -423757.7 nChanged 1785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -424894.500000 Penalty: 2734.422852 Iteration 1F: 3 clusters Score -424894.5 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -425324.625000 Penalty: 2734.422852 Iteration 2F: 3 clusters Score -425324.6 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -425781.156250 Penalty: 2734.422852 Iteration 3F: 3 clusters Score -425781.2 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -426147.062500 Penalty: 2734.422852 Iteration 4F: 3 clusters Score -426147.1 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -426430.031250 Penalty: 2734.422852 Iteration 5F: 3 clusters Score -426430 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -426639.531250 Penalty: 2734.422852 Iteration 6F: 3 clusters Score -426639.5 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -426799.968750 Penalty: 2734.422852 Iteration 7Q: 3 clusters Score -426800 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -426934.687500 Penalty: 2734.422852 Iteration 8Q: 3 clusters Score -426934.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -427015.875000 Penalty: 2734.422852 Iteration 9Q: 3 clusters Score -427015.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -427057.000000 Penalty: 2734.422852 Iteration 10Q: 3 clusters Score -427057 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -427091.906250 Penalty: 2734.422852 Iteration 11Q: 3 clusters Score -427091.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -427111.312500 Penalty: 2734.422852 Iteration 12Q: 3 clusters Score -427111.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -427119.125000 Penalty: 2734.422852 Iteration 13Q: 3 clusters Score -427119.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -427126.406250 Penalty: 2734.422852 Iteration 14Q: 3 clusters Score -427126.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -427133.312500 Penalty: 2734.422852 Iteration 15Q: 3 clusters Score -427133.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -427140.312500 Penalty: 2734.422852 Iteration 16Q: 3 clusters Score -427140.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -427148.250000 Penalty: 2734.422852 Iteration 17Q: 3 clusters Score -427148.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -427154.187500 Penalty: 2734.422852 Iteration 18Q: 3 clusters Score -427154.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -427155.062500 Penalty: 2734.422852 Iteration 19Q: 3 clusters Score -427155.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -427158.406250 Penalty: 2734.422852 Iteration 20F: 3 clusters Score -427158.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -427161.968750 Penalty: 2734.422852 Iteration 21Q: 3 clusters Score -427162 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -427163.437500 Penalty: 2734.422852 Iteration 22Q: 3 clusters Score -427163.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -427165.625000 Penalty: 2734.422852 Iteration 23Q: 3 clusters Score -427165.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -427168.656250 Penalty: 2734.422852 Iteration 24Q: 3 clusters Score -427168.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -427173.687500 Penalty: 2734.422852 Iteration 25Q: 3 clusters Score -427173.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -427176.156250 Penalty: 2734.422852 Iteration 26Q: 3 clusters Score -427176.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -427179.031250 Penalty: 2734.422852 Iteration 27Q: 3 clusters Score -427179 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -427179.937500 Penalty: 2734.422852 Iteration 28Q: 3 clusters Score -427179.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -427181.062500 Penalty: 2734.422852 Iteration 29Q: 3 clusters Score -427181.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -427181.187500 Penalty: 2734.422852 Iteration 30Q: 3 clusters Score -427181.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -427181.218750 Penalty: 2734.422852 Iteration 31Q: 3 clusters Score -427181.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -427181.218750 Penalty: 2734.422852 Iteration 32F: 3 clusters Score -427181.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1565 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Entering Unmasked Estep Score: -146659.812500 Penalty: 1195.291626 Iteration 0F: 2 clusters Score -146659.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -144832.781250 Penalty: 2390.583252 Iteration 0F: 3 clusters Score -144832.8 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -145165.359375 Penalty: 2390.583252 Iteration 1F: 3 clusters Score -145165.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -145267.984375 Penalty: 2390.583252 Iteration 2F: 3 clusters Score -145268 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -145345.531250 Penalty: 2390.583252 Iteration 3F: 3 clusters Score -145345.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -145411.437500 Penalty: 2390.583252 Iteration 4Q: 3 clusters Score -145411.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -145465.718750 Penalty: 2390.583252 Iteration 5Q: 3 clusters Score -145465.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -145533.000000 Penalty: 2390.583252 Iteration 6Q: 3 clusters Score -145533 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -145592.718750 Penalty: 2390.583252 Iteration 7Q: 3 clusters Score -145592.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -145638.593750 Penalty: 2390.583252 Iteration 8Q: 3 clusters Score -145638.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -145691.812500 Penalty: 2390.583252 Iteration 9Q: 3 clusters Score -145691.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -145764.078125 Penalty: 2390.583252 Iteration 10Q: 3 clusters Score -145764.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -145831.031250 Penalty: 2390.583252 Iteration 11Q: 3 clusters Score -145831 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -145893.796875 Penalty: 2390.583252 Iteration 12Q: 3 clusters Score -145893.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -145937.937500 Penalty: 2390.583252 Iteration 13Q: 3 clusters Score -145937.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -145970.234375 Penalty: 2390.583252 Iteration 14Q: 3 clusters Score -145970.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -145981.328125 Penalty: 2390.583252 Iteration 15Q: 3 clusters Score -145981.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -145992.359375 Penalty: 2390.583252 Iteration 16Q: 3 clusters Score -145992.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -146000.921875 Penalty: 2390.583252 Iteration 17Q: 3 clusters Score -146000.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -146008.968750 Penalty: 2390.583252 Iteration 18Q: 3 clusters Score -146009 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -146013.062500 Penalty: 2390.583252 Iteration 19Q: 3 clusters Score -146013.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -146016.687500 Penalty: 2390.583252 Iteration 20F: 3 clusters Score -146016.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -146018.109375 Penalty: 2390.583252 Iteration 21Q: 3 clusters Score -146018.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -146019.781250 Penalty: 2390.583252 Iteration 22Q: 3 clusters Score -146019.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -146021.437500 Penalty: 2390.583252 Iteration 23Q: 3 clusters Score -146021.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -146022.921875 Penalty: 2390.583252 Iteration 24Q: 3 clusters Score -146022.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -146024.593750 Penalty: 2390.583252 Iteration 25Q: 3 clusters Score -146024.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -146024.859375 Penalty: 2390.583252 Iteration 26Q: 3 clusters Score -146024.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -146025.359375 Penalty: 2390.583252 Iteration 27Q: 3 clusters Score -146025.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -146025.953125 Penalty: 2390.583252 Iteration 28Q: 3 clusters Score -146026 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -146027.078125 Penalty: 2390.583252 Iteration 29Q: 3 clusters Score -146027.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -146027.078125 Penalty: 2390.583252 Iteration 30F: 3 clusters Score -146027.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (362 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Entering Unmasked Estep Score: -32450.322266 Penalty: 957.392151 Iteration 0F: 2 clusters Score -32450.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -31528.595703 Penalty: 1914.784302 Iteration 0F: 3 clusters Score -31528.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -31655.769531 Penalty: 1914.784302 Iteration 1F: 3 clusters Score -31655.77 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -31715.728516 Penalty: 1914.784302 Iteration 2Q: 3 clusters Score -31715.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -31747.857422 Penalty: 1914.784302 Iteration 3Q: 3 clusters Score -31747.86 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -31783.992188 Penalty: 1914.784302 Iteration 4Q: 3 clusters Score -31783.99 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -31809.484375 Penalty: 1914.784302 Iteration 5Q: 3 clusters Score -31809.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -31818.021484 Penalty: 1914.784302 Iteration 6Q: 3 clusters Score -31818.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -31833.912109 Penalty: 1914.784302 Iteration 7Q: 3 clusters Score -31833.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -31844.220703 Penalty: 1914.784302 Iteration 8Q: 3 clusters Score -31844.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -31848.482422 Penalty: 1914.784302 Iteration 9Q: 3 clusters Score -31848.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -31849.507812 Penalty: 1914.784302 Iteration 10Q: 3 clusters Score -31849.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -31849.507812 Penalty: 1914.784302 Iteration 11F: 3 clusters Score -31849.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1673 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Entering Unmasked Estep Score: -160770.796875 Penalty: 1206.135742 Iteration 0F: 2 clusters Score -160770.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -158873.265625 Penalty: 2412.271484 Iteration 0F: 3 clusters Score -158873.3 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -159240.203125 Penalty: 2412.271484 Iteration 1F: 3 clusters Score -159240.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -159325.718750 Penalty: 2412.271484 Iteration 2F: 3 clusters Score -159325.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -159377.171875 Penalty: 2412.271484 Iteration 3Q: 3 clusters Score -159377.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -159421.093750 Penalty: 2412.271484 Iteration 4Q: 3 clusters Score -159421.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -159446.125000 Penalty: 2412.271484 Iteration 5Q: 3 clusters Score -159446.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -159465.453125 Penalty: 2412.271484 Iteration 6Q: 3 clusters Score -159465.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -159480.609375 Penalty: 2412.271484 Iteration 7Q: 3 clusters Score -159480.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -159487.828125 Penalty: 2412.271484 Iteration 8Q: 3 clusters Score -159487.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -159490.203125 Penalty: 2412.271484 Iteration 9Q: 3 clusters Score -159490.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -159494.578125 Penalty: 2412.271484 Iteration 10Q: 3 clusters Score -159494.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -159497.234375 Penalty: 2412.271484 Iteration 11Q: 3 clusters Score -159497.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -159501.359375 Penalty: 2412.271484 Iteration 12Q: 3 clusters Score -159501.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -159504.937500 Penalty: 2412.271484 Iteration 13Q: 3 clusters Score -159504.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -159511.234375 Penalty: 2412.271484 Iteration 14Q: 3 clusters Score -159511.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -159514.015625 Penalty: 2412.271484 Iteration 15Q: 3 clusters Score -159514 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -159515.562500 Penalty: 2412.271484 Iteration 16Q: 3 clusters Score -159515.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -159515.859375 Penalty: 2412.271484 Iteration 17Q: 3 clusters Score -159515.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -159515.859375 Penalty: 2412.271484 Iteration 18F: 3 clusters Score -159515.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1609 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Entering Unmasked Estep Score: -133923.859375 Penalty: 1199.797363 Iteration 0F: 2 clusters Score -133923.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -132080.375000 Penalty: 2399.594727 Iteration 0F: 3 clusters Score -132080.4 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -132508.718750 Penalty: 2399.594727 Iteration 1F: 3 clusters Score -132508.7 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -132715.921875 Penalty: 2399.594727 Iteration 2F: 3 clusters Score -132715.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -132953.125000 Penalty: 2399.594727 Iteration 3F: 3 clusters Score -132953.1 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -133191.140625 Penalty: 2399.594727 Iteration 4F: 3 clusters Score -133191.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -133359.468750 Penalty: 2399.594727 Iteration 5F: 3 clusters Score -133359.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -133469.125000 Penalty: 2399.594727 Iteration 6Q: 3 clusters Score -133469.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -133529.078125 Penalty: 2399.594727 Iteration 7Q: 3 clusters Score -133529.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -133564.390625 Penalty: 2399.594727 Iteration 8Q: 3 clusters Score -133564.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -133581.328125 Penalty: 2399.594727 Iteration 9Q: 3 clusters Score -133581.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -133590.312500 Penalty: 2399.594727 Iteration 10Q: 3 clusters Score -133590.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -133593.046875 Penalty: 2399.594727 Iteration 11Q: 3 clusters Score -133593 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -133594.437500 Penalty: 2399.594727 Iteration 12Q: 3 clusters Score -133594.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -133596.265625 Penalty: 2399.594727 Iteration 13Q: 3 clusters Score -133596.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -133597.531250 Penalty: 2399.594727 Iteration 14Q: 3 clusters Score -133597.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -133598.375000 Penalty: 2399.594727 Iteration 15Q: 3 clusters Score -133598.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -133601.187500 Penalty: 2399.594727 Iteration 16Q: 3 clusters Score -133601.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -133605.062500 Penalty: 2399.594727 Iteration 17Q: 3 clusters Score -133605.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -133606.140625 Penalty: 2399.594727 Iteration 18Q: 3 clusters Score -133606.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -133606.656250 Penalty: 2399.594727 Iteration 19Q: 3 clusters Score -133606.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -133610.640625 Penalty: 2399.594727 Iteration 20F: 3 clusters Score -133610.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -133617.671875 Penalty: 2399.594727 Iteration 21Q: 3 clusters Score -133617.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -133619.250000 Penalty: 2399.594727 Iteration 22Q: 3 clusters Score -133619.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -133620.125000 Penalty: 2399.594727 Iteration 23Q: 3 clusters Score -133620.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -133621.015625 Penalty: 2399.594727 Iteration 24Q: 3 clusters Score -133621 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -133622.468750 Penalty: 2399.594727 Iteration 25Q: 3 clusters Score -133622.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -133622.687500 Penalty: 2399.594727 Iteration 26Q: 3 clusters Score -133622.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -133622.687500 Penalty: 2399.594727 Iteration 27F: 3 clusters Score -133622.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 779 members Mstep: Class 3 contains 2200 members Mstep: Class 4 contains 1411 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1446 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9941 members Mstep: Class 17 contains 1788 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4508 members Mstep: Class 20 contains 1565 members Mstep: Class 21 contains 362 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1609 members Entering Unmasked Estep ConsiderDeletion Score: -7240760.500000 Penalty: 42163.562500 Iteration 79Q: 24 clusters Score -7240760 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 778 members Mstep: Class 3 contains 2199 members Mstep: Class 4 contains 1405 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1449 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9941 members Mstep: Class 17 contains 1788 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4505 members Mstep: Class 20 contains 1572 members Mstep: Class 21 contains 362 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1610 members Entering Unmasked Estep ConsiderDeletion Score: -7240767.500000 Penalty: 42163.562500 Iteration 80F: 24 clusters Score -7240768 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 778 members Mstep: Class 3 contains 2199 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9940 members Mstep: Class 17 contains 1788 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4503 members Mstep: Class 20 contains 1576 members Mstep: Class 21 contains 362 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1610 members Entering Unmasked Estep ConsiderDeletion Score: -7240788.000000 Penalty: 42163.562500 Iteration 81Q: 24 clusters Score -7240788 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 778 members Mstep: Class 3 contains 2197 members Mstep: Class 4 contains 1392 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1461 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9940 members Mstep: Class 17 contains 1788 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4501 members Mstep: Class 20 contains 1580 members Mstep: Class 21 contains 362 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1610 members Entering Unmasked Estep ConsiderDeletion Score: -7240789.500000 Penalty: 42163.562500 Iteration 82Q: 24 clusters Score -7240790 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 778 members Mstep: Class 3 contains 2197 members Mstep: Class 4 contains 1384 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1470 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9939 members Mstep: Class 17 contains 1787 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4499 members Mstep: Class 20 contains 1584 members Mstep: Class 21 contains 362 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1609 members Entering Unmasked Estep ConsiderDeletion Score: -7240795.000000 Penalty: 42163.562500 Iteration 83Q: 24 clusters Score -7240795 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 778 members Mstep: Class 3 contains 2197 members Mstep: Class 4 contains 1374 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1479 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9940 members Mstep: Class 17 contains 1785 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4495 members Mstep: Class 20 contains 1588 members Mstep: Class 21 contains 362 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1611 members Entering Unmasked Estep ConsiderDeletion Score: -7240789.000000 Penalty: 42163.562500 Iteration 84Q: 24 clusters Score -7240789 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 778 members Mstep: Class 3 contains 2198 members Mstep: Class 4 contains 1365 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1487 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9942 members Mstep: Class 17 contains 1784 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4489 members Mstep: Class 20 contains 1591 members Mstep: Class 21 contains 362 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1613 members Entering Unmasked Estep ConsiderDeletion Score: -7240800.000000 Penalty: 42163.562500 Iteration 85Q: 24 clusters Score -7240800 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2199 members Mstep: Class 4 contains 1356 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1495 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9944 members Mstep: Class 17 contains 1784 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4487 members Mstep: Class 20 contains 1593 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1613 members Entering Unmasked Estep ConsiderDeletion Score: -7240811.500000 Penalty: 42163.562500 Iteration 86Q: 24 clusters Score -7240812 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2199 members Mstep: Class 4 contains 1341 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1511 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9947 members Mstep: Class 17 contains 1784 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4484 members Mstep: Class 20 contains 1593 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1612 members Entering Unmasked Estep ConsiderDeletion Score: -7240823.500000 Penalty: 42163.562500 Iteration 87Q: 24 clusters Score -7240824 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2199 members Mstep: Class 4 contains 1328 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1524 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9947 members Mstep: Class 17 contains 1784 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4484 members Mstep: Class 20 contains 1593 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1612 members Entering Unmasked Estep ConsiderDeletion Score: -7240832.500000 Penalty: 42163.562500 Iteration 88Q: 24 clusters Score -7240832 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2199 members Mstep: Class 4 contains 1313 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1537 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9947 members Mstep: Class 17 contains 1784 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4484 members Mstep: Class 20 contains 1593 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1614 members Entering Unmasked Estep ConsiderDeletion Score: -7240844.500000 Penalty: 42163.562500 Iteration 89Q: 24 clusters Score -7240844 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2199 members Mstep: Class 4 contains 1295 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1555 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9947 members Mstep: Class 17 contains 1784 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4483 members Mstep: Class 20 contains 1593 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1615 members Entering Unmasked Estep ConsiderDeletion Score: -7240859.000000 Penalty: 42163.562500 Iteration 90Q: 24 clusters Score -7240859 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2199 members Mstep: Class 4 contains 1283 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1567 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9947 members Mstep: Class 17 contains 1784 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4482 members Mstep: Class 20 contains 1593 members Mstep: Class 21 contains 361 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1616 members Entering Unmasked Estep ConsiderDeletion Score: -7240851.000000 Penalty: 42163.562500 Iteration 91Q: 24 clusters Score -7240851 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2198 members Mstep: Class 4 contains 1270 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1582 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9947 members Mstep: Class 17 contains 1784 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4482 members Mstep: Class 20 contains 1593 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1616 members Entering Unmasked Estep ConsiderDeletion Score: -7240863.000000 Penalty: 42163.562500 Iteration 92Q: 24 clusters Score -7240863 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2198 members Mstep: Class 4 contains 1259 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1595 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9947 members Mstep: Class 17 contains 1784 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4481 members Mstep: Class 20 contains 1592 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1616 members Entering Unmasked Estep ConsiderDeletion Score: -7240858.000000 Penalty: 42163.562500 Iteration 93Q: 24 clusters Score -7240858 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2198 members Mstep: Class 4 contains 1247 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1606 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9948 members Mstep: Class 17 contains 1784 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4480 members Mstep: Class 20 contains 1592 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1617 members Entering Unmasked Estep ConsiderDeletion Score: -7240858.000000 Penalty: 42163.562500 Iteration 94Q: 24 clusters Score -7240858 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2198 members Mstep: Class 4 contains 1237 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1616 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9949 members Mstep: Class 17 contains 1783 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4479 members Mstep: Class 20 contains 1592 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1618 members Entering Unmasked Estep ConsiderDeletion Score: -7240859.500000 Penalty: 42163.562500 Iteration 95Q: 24 clusters Score -7240860 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2198 members Mstep: Class 4 contains 1228 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1625 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9949 members Mstep: Class 17 contains 1783 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4478 members Mstep: Class 20 contains 1592 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1619 members Entering Unmasked Estep ConsiderDeletion Score: -7240869.000000 Penalty: 42163.562500 Iteration 96Q: 24 clusters Score -7240869 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2198 members Mstep: Class 4 contains 1219 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1633 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9949 members Mstep: Class 17 contains 1783 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4478 members Mstep: Class 20 contains 1592 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1620 members Entering Unmasked Estep ConsiderDeletion Score: -7240872.000000 Penalty: 42163.562500 Iteration 97Q: 24 clusters Score -7240872 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2198 members Mstep: Class 4 contains 1213 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1639 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9949 members Mstep: Class 17 contains 1783 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4478 members Mstep: Class 20 contains 1592 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1620 members Entering Unmasked Estep ConsiderDeletion Score: -7240874.000000 Penalty: 42163.562500 Iteration 98Q: 24 clusters Score -7240874 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2198 members Mstep: Class 4 contains 1208 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1643 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9949 members Mstep: Class 17 contains 1783 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4478 members Mstep: Class 20 contains 1592 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1621 members Entering Unmasked Estep ConsiderDeletion Score: -7240874.500000 Penalty: 42163.562500 Iteration 99Q: 24 clusters Score -7240874 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2198 members Mstep: Class 4 contains 1205 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1646 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9949 members Mstep: Class 17 contains 1783 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4478 members Mstep: Class 20 contains 1592 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1621 members Entering Unmasked Estep ConsiderDeletion Score: -7240875.500000 Penalty: 42163.562500 Iteration 100F: 24 clusters Score -7240876 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2198 members Mstep: Class 4 contains 1197 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1654 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9949 members Mstep: Class 17 contains 1783 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4478 members Mstep: Class 20 contains 1592 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1621 members Entering Unmasked Estep ConsiderDeletion Score: -7240887.500000 Penalty: 42163.562500 Iteration 101Q: 24 clusters Score -7240888 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2198 members Mstep: Class 4 contains 1189 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9949 members Mstep: Class 17 contains 1783 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4478 members Mstep: Class 20 contains 1592 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1621 members Entering Unmasked Estep ConsiderDeletion Score: -7240883.500000 Penalty: 42163.562500 Iteration 102Q: 24 clusters Score -7240884 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2198 members Mstep: Class 4 contains 1180 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1672 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9949 members Mstep: Class 17 contains 1783 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4478 members Mstep: Class 20 contains 1592 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1620 members Entering Unmasked Estep ConsiderDeletion Score: -7240894.500000 Penalty: 42163.562500 Iteration 103Q: 24 clusters Score -7240894 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2198 members Mstep: Class 4 contains 1169 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1682 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9949 members Mstep: Class 17 contains 1783 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4478 members Mstep: Class 20 contains 1592 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1621 members Entering Unmasked Estep ConsiderDeletion Score: -7240902.500000 Penalty: 42163.562500 Iteration 104Q: 24 clusters Score -7240902 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2198 members Mstep: Class 4 contains 1153 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1699 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9949 members Mstep: Class 17 contains 1783 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4478 members Mstep: Class 20 contains 1592 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1620 members Entering Unmasked Estep ConsiderDeletion Score: -7240912.000000 Penalty: 42163.562500 Iteration 105Q: 24 clusters Score -7240912 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2199 members Mstep: Class 4 contains 1135 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1715 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9949 members Mstep: Class 17 contains 1783 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4478 members Mstep: Class 20 contains 1592 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1621 members Entering Unmasked Estep ConsiderDeletion Score: -7240910.500000 Penalty: 42163.562500 Iteration 106Q: 24 clusters Score -7240910 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2199 members Mstep: Class 4 contains 1117 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1732 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9949 members Mstep: Class 17 contains 1783 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4478 members Mstep: Class 20 contains 1593 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1621 members Entering Unmasked Estep ConsiderDeletion Score: -7240927.500000 Penalty: 42163.562500 Iteration 107Q: 24 clusters Score -7240928 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2199 members Mstep: Class 4 contains 1106 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1742 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9949 members Mstep: Class 17 contains 1783 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4478 members Mstep: Class 20 contains 1594 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1621 members Entering Unmasked Estep ConsiderDeletion Score: -7240927.000000 Penalty: 42163.562500 Iteration 108Q: 24 clusters Score -7240927 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2199 members Mstep: Class 4 contains 1095 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9949 members Mstep: Class 17 contains 1783 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4478 members Mstep: Class 20 contains 1594 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1621 members Entering Unmasked Estep ConsiderDeletion Score: -7240937.000000 Penalty: 42163.562500 Iteration 109Q: 24 clusters Score -7240937 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2200 members Mstep: Class 4 contains 1088 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1759 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9950 members Mstep: Class 17 contains 1783 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4478 members Mstep: Class 20 contains 1594 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1620 members Entering Unmasked Estep ConsiderDeletion Score: -7240946.000000 Penalty: 42163.562500 Iteration 110Q: 24 clusters Score -7240946 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2201 members Mstep: Class 4 contains 1083 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1763 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9950 members Mstep: Class 17 contains 1783 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4478 members Mstep: Class 20 contains 1594 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1620 members Entering Unmasked Estep ConsiderDeletion Score: -7240954.000000 Penalty: 42163.562500 Iteration 111Q: 24 clusters Score -7240954 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2201 members Mstep: Class 4 contains 1082 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1765 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9950 members Mstep: Class 17 contains 1783 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4478 members Mstep: Class 20 contains 1594 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1619 members Entering Unmasked Estep ConsiderDeletion Score: -7240950.000000 Penalty: 42163.562500 Iteration 112Q: 24 clusters Score -7240950 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 777 members Mstep: Class 3 contains 2201 members Mstep: Class 4 contains 1082 members Mstep: Class 5 contains 14333 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 8321 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 12459 members Mstep: Class 10 contains 1149 members Mstep: Class 11 contains 1765 members Mstep: Class 12 contains 448 members Mstep: Class 13 contains 1386 members Mstep: Class 14 contains 5342 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 9950 members Mstep: Class 17 contains 1783 members Mstep: Class 18 contains 1639 members Mstep: Class 19 contains 4478 members Mstep: Class 20 contains 1594 members Mstep: Class 21 contains 360 members Mstep: Class 22 contains 1673 members Mstep: Class 23 contains 1619 members Entering Unmasked Estep ConsiderDeletion Score: -7240950.000000 Penalty: 42163.562500 Iteration 113F: 24 clusters Score -7240950 nChanged 0 Entering ConstructFrom: Score: -7240950.000000 Penalty: 42163.562500 Entering ConstructFrom: Trying to split cluster 1 (1366 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Entering Unmasked Estep Score: -125619.445312 Penalty: 1173.191895 Iteration 0F: 2 clusters Score -125619.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -123954.164062 Penalty: 2346.383789 Iteration 0F: 3 clusters Score -123954.2 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -124285.320312 Penalty: 2346.383789 Iteration 1F: 3 clusters Score -124285.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -124369.820312 Penalty: 2346.383789 Iteration 2F: 3 clusters Score -124369.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -124415.429688 Penalty: 2346.383789 Iteration 3Q: 3 clusters Score -124415.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -124446.195312 Penalty: 2346.383789 Iteration 4Q: 3 clusters Score -124446.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -124466.734375 Penalty: 2346.383789 Iteration 5Q: 3 clusters Score -124466.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -124478.414062 Penalty: 2346.383789 Iteration 6Q: 3 clusters Score -124478.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -124486.078125 Penalty: 2346.383789 Iteration 7Q: 3 clusters Score -124486.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -124489.609375 Penalty: 2346.383789 Iteration 8Q: 3 clusters Score -124489.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -124491.265625 Penalty: 2346.383789 Iteration 9Q: 3 clusters Score -124491.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -124491.265625 Penalty: 2346.383789 Iteration 10F: 3 clusters Score -124491.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (777 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Entering Unmasked Estep Score: -66309.250000 Penalty: 1081.509033 Iteration 0F: 2 clusters Score -66309.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -65045.589844 Penalty: 2163.018066 Iteration 0F: 3 clusters Score -65045.59 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -65330.875000 Penalty: 2163.018066 Iteration 1F: 3 clusters Score -65330.88 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -65439.644531 Penalty: 2163.018066 Iteration 2F: 3 clusters Score -65439.64 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -65489.750000 Penalty: 2163.018066 Iteration 3Q: 3 clusters Score -65489.75 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -65532.113281 Penalty: 2163.018066 Iteration 4Q: 3 clusters Score -65532.11 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -65550.468750 Penalty: 2163.018066 Iteration 5Q: 3 clusters Score -65550.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -65561.109375 Penalty: 2163.018066 Iteration 6Q: 3 clusters Score -65561.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -65573.976562 Penalty: 2163.018066 Iteration 7Q: 3 clusters Score -65573.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -65586.632812 Penalty: 2163.018066 Iteration 8Q: 3 clusters Score -65586.63 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -65598.703125 Penalty: 2163.018066 Iteration 9Q: 3 clusters Score -65598.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -65620.421875 Penalty: 2163.018066 Iteration 10Q: 3 clusters Score -65620.42 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -65640.234375 Penalty: 2163.018066 Iteration 11Q: 3 clusters Score -65640.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -65652.890625 Penalty: 2163.018066 Iteration 12Q: 3 clusters Score -65652.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -65653.953125 Penalty: 2163.018066 Iteration 13Q: 3 clusters Score -65653.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -65655.117188 Penalty: 2163.018066 Iteration 14Q: 3 clusters Score -65655.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -65655.546875 Penalty: 2163.018066 Iteration 15Q: 3 clusters Score -65655.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -65655.546875 Penalty: 2163.018066 Iteration 16F: 3 clusters Score -65655.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2201 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Entering Unmasked Estep Score: -208959.625000 Penalty: 1250.708374 Iteration 0F: 2 clusters Score -208959.6 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 1048 members Entering Unmasked Estep Score: -206742.156250 Penalty: 2501.416748 Iteration 0F: 3 clusters Score -206742.2 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -207202.531250 Penalty: 2501.416748 Iteration 1F: 3 clusters Score -207202.5 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -207321.125000 Penalty: 2501.416748 Iteration 2F: 3 clusters Score -207321.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -207395.703125 Penalty: 2501.416748 Iteration 3Q: 3 clusters Score -207395.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -207458.390625 Penalty: 2501.416748 Iteration 4Q: 3 clusters Score -207458.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -207500.937500 Penalty: 2501.416748 Iteration 5Q: 3 clusters Score -207500.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -207538.281250 Penalty: 2501.416748 Iteration 6Q: 3 clusters Score -207538.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -207574.171875 Penalty: 2501.416748 Iteration 7Q: 3 clusters Score -207574.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -207616.625000 Penalty: 2501.416748 Iteration 8Q: 3 clusters Score -207616.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -207646.890625 Penalty: 2501.416748 Iteration 9Q: 3 clusters Score -207646.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -207676.328125 Penalty: 2501.416748 Iteration 10Q: 3 clusters Score -207676.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -207699.937500 Penalty: 2501.416748 Iteration 11Q: 3 clusters Score -207699.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -207723.187500 Penalty: 2501.416748 Iteration 12Q: 3 clusters Score -207723.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -207746.593750 Penalty: 2501.416748 Iteration 13Q: 3 clusters Score -207746.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -207761.921875 Penalty: 2501.416748 Iteration 14Q: 3 clusters Score -207761.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -207777.968750 Penalty: 2501.416748 Iteration 15Q: 3 clusters Score -207778 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -207794.531250 Penalty: 2501.416748 Iteration 16Q: 3 clusters Score -207794.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -207809.187500 Penalty: 2501.416748 Iteration 17Q: 3 clusters Score -207809.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -207820.484375 Penalty: 2501.416748 Iteration 18Q: 3 clusters Score -207820.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -207827.781250 Penalty: 2501.416748 Iteration 19Q: 3 clusters Score -207827.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -207837.062500 Penalty: 2501.416748 Iteration 20F: 3 clusters Score -207837.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -207856.750000 Penalty: 2501.416748 Iteration 21Q: 3 clusters Score -207856.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -207871.750000 Penalty: 2501.416748 Iteration 22Q: 3 clusters Score -207871.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -207881.609375 Penalty: 2501.416748 Iteration 23Q: 3 clusters Score -207881.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -207889.390625 Penalty: 2501.416748 Iteration 24Q: 3 clusters Score -207889.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -207893.656250 Penalty: 2501.416748 Iteration 25Q: 3 clusters Score -207893.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -207899.718750 Penalty: 2501.416748 Iteration 26Q: 3 clusters Score -207899.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -207903.890625 Penalty: 2501.416748 Iteration 27Q: 3 clusters Score -207903.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -207909.796875 Penalty: 2501.416748 Iteration 28Q: 3 clusters Score -207909.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -207918.921875 Penalty: 2501.416748 Iteration 29Q: 3 clusters Score -207918.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -207926.843750 Penalty: 2501.416748 Iteration 30Q: 3 clusters Score -207926.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -207934.968750 Penalty: 2501.416748 Iteration 31Q: 3 clusters Score -207935 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -207938.562500 Penalty: 2501.416748 Iteration 32Q: 3 clusters Score -207938.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -207939.703125 Penalty: 2501.416748 Iteration 33Q: 3 clusters Score -207939.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -207940.328125 Penalty: 2501.416748 Iteration 34Q: 3 clusters Score -207940.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -207940.328125 Penalty: 2501.416748 Iteration 35F: 3 clusters Score -207940.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1082 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Entering Unmasked Estep Score: -102414.039062 Penalty: 1135.317017 Iteration 0F: 2 clusters Score -102414 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -100949.632812 Penalty: 2270.634033 Iteration 0F: 3 clusters Score -100949.6 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -101208.757812 Penalty: 2270.634033 Iteration 1F: 3 clusters Score -101208.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -101284.414062 Penalty: 2270.634033 Iteration 2F: 3 clusters Score -101284.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -101319.679688 Penalty: 2270.634033 Iteration 3Q: 3 clusters Score -101319.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -101338.125000 Penalty: 2270.634033 Iteration 4Q: 3 clusters Score -101338.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -101356.054688 Penalty: 2270.634033 Iteration 5Q: 3 clusters Score -101356.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -101363.835938 Penalty: 2270.634033 Iteration 6Q: 3 clusters Score -101363.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -101368.343750 Penalty: 2270.634033 Iteration 7Q: 3 clusters Score -101368.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -101372.507812 Penalty: 2270.634033 Iteration 8Q: 3 clusters Score -101372.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -101376.421875 Penalty: 2270.634033 Iteration 9Q: 3 clusters Score -101376.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -101382.867188 Penalty: 2270.634033 Iteration 10Q: 3 clusters Score -101382.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -101386.164062 Penalty: 2270.634033 Iteration 11Q: 3 clusters Score -101386.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -101389.453125 Penalty: 2270.634033 Iteration 12Q: 3 clusters Score -101389.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -101390.523438 Penalty: 2270.634033 Iteration 13Q: 3 clusters Score -101390.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -101391.546875 Penalty: 2270.634033 Iteration 14Q: 3 clusters Score -101391.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -101391.898438 Penalty: 2270.634033 Iteration 15Q: 3 clusters Score -101391.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -101392.656250 Penalty: 2270.634033 Iteration 16Q: 3 clusters Score -101392.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -101394.195312 Penalty: 2270.634033 Iteration 17Q: 3 clusters Score -101394.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -101394.562500 Penalty: 2270.634033 Iteration 18Q: 3 clusters Score -101394.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -101395.195312 Penalty: 2270.634033 Iteration 19Q: 3 clusters Score -101395.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -101395.859375 Penalty: 2270.634033 Iteration 20F: 3 clusters Score -101395.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (14333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14333 members Entering Unmasked Estep Score: -1332215.875000 Penalty: 1555.177002 Iteration 0F: 2 clusters Score -1332216 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7182 members Mstep: Class 2 contains 7151 members Entering Unmasked Estep Score: -1322256.875000 Penalty: 3110.354004 Iteration 0F: 3 clusters Score -1322257 nChanged 6360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7232 members Mstep: Class 2 contains 7101 members Entering Unmasked Estep Score: -1325523.750000 Penalty: 3110.354004 Iteration 1F: 3 clusters Score -1325524 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7292 members Mstep: Class 2 contains 7041 members Entering Unmasked Estep Score: -1325805.250000 Penalty: 3110.354004 Iteration 2F: 3 clusters Score -1325805 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7332 members Mstep: Class 2 contains 7001 members Entering Unmasked Estep Score: -1326059.250000 Penalty: 3110.354004 Iteration 3Q: 3 clusters Score -1326059 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7385 members Mstep: Class 2 contains 6948 members Entering Unmasked Estep Score: -1326285.750000 Penalty: 3110.354004 Iteration 4Q: 3 clusters Score -1326286 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7440 members Mstep: Class 2 contains 6893 members Entering Unmasked Estep Score: -1326517.000000 Penalty: 3110.354004 Iteration 5Q: 3 clusters Score -1326517 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7506 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -1326759.875000 Penalty: 3110.354004 Iteration 6Q: 3 clusters Score -1326760 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7588 members Mstep: Class 2 contains 6745 members Entering Unmasked Estep Score: -1327019.500000 Penalty: 3110.354004 Iteration 7Q: 3 clusters Score -1327020 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7729 members Mstep: Class 2 contains 6604 members Entering Unmasked Estep Score: -1327337.000000 Penalty: 3110.354004 Iteration 8Q: 3 clusters Score -1327337 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7938 members Mstep: Class 2 contains 6395 members Entering Unmasked Estep Score: -1327773.750000 Penalty: 3110.354004 Iteration 9Q: 3 clusters Score -1327774 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8185 members Mstep: Class 2 contains 6148 members Entering Unmasked Estep Score: -1328289.875000 Penalty: 3110.354004 Iteration 10F: 3 clusters Score -1328290 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8474 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -1328819.625000 Penalty: 3110.354004 Iteration 11F: 3 clusters Score -1328820 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8744 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -1329222.750000 Penalty: 3110.354004 Iteration 12Q: 3 clusters Score -1329223 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9055 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -1329535.250000 Penalty: 3110.354004 Iteration 13Q: 3 clusters Score -1329535 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9358 members Mstep: Class 2 contains 4975 members Entering Unmasked Estep Score: -1329748.250000 Penalty: 3110.354004 Iteration 14Q: 3 clusters Score -1329748 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9674 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -1329924.375000 Penalty: 3110.354004 Iteration 15Q: 3 clusters Score -1329924 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9965 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -1330066.750000 Penalty: 3110.354004 Iteration 16Q: 3 clusters Score -1330067 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10268 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -1330204.000000 Penalty: 3110.354004 Iteration 17Q: 3 clusters Score -1330204 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10524 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -1330301.375000 Penalty: 3110.354004 Iteration 18Q: 3 clusters Score -1330301 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10765 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -1330403.875000 Penalty: 3110.354004 Iteration 19Q: 3 clusters Score -1330404 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10975 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -1330492.750000 Penalty: 3110.354004 Iteration 20F: 3 clusters Score -1330493 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11188 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -1330607.750000 Penalty: 3110.354004 Iteration 21Q: 3 clusters Score -1330608 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11393 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -1330705.250000 Penalty: 3110.354004 Iteration 22Q: 3 clusters Score -1330705 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11583 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -1330793.875000 Penalty: 3110.354004 Iteration 23Q: 3 clusters Score -1330794 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11743 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -1330877.875000 Penalty: 3110.354004 Iteration 24Q: 3 clusters Score -1330878 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11879 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -1330950.500000 Penalty: 3110.354004 Iteration 25Q: 3 clusters Score -1330950 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12000 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -1331003.500000 Penalty: 3110.354004 Iteration 26Q: 3 clusters Score -1331004 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12111 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -1331045.250000 Penalty: 3110.354004 Iteration 27Q: 3 clusters Score -1331045 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12207 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -1331088.250000 Penalty: 3110.354004 Iteration 28Q: 3 clusters Score -1331088 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12287 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -1331124.625000 Penalty: 3110.354004 Iteration 29Q: 3 clusters Score -1331125 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12366 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -1331157.500000 Penalty: 3110.354004 Iteration 30Q: 3 clusters Score -1331158 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12444 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -1331193.750000 Penalty: 3110.354004 Iteration 31Q: 3 clusters Score -1331194 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12508 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -1331212.250000 Penalty: 3110.354004 Iteration 32Q: 3 clusters Score -1331212 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12556 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -1331225.750000 Penalty: 3110.354004 Iteration 33Q: 3 clusters Score -1331226 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12598 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -1331236.750000 Penalty: 3110.354004 Iteration 34Q: 3 clusters Score -1331237 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12642 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -1331253.125000 Penalty: 3110.354004 Iteration 35Q: 3 clusters Score -1331253 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12677 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -1331261.750000 Penalty: 3110.354004 Iteration 36Q: 3 clusters Score -1331262 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12713 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -1331272.750000 Penalty: 3110.354004 Iteration 37Q: 3 clusters Score -1331273 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12740 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -1331277.875000 Penalty: 3110.354004 Iteration 38Q: 3 clusters Score -1331278 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12765 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -1331286.500000 Penalty: 3110.354004 Iteration 39Q: 3 clusters Score -1331286 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12789 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -1331288.125000 Penalty: 3110.354004 Iteration 40F: 3 clusters Score -1331288 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12803 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -1331294.625000 Penalty: 3110.354004 Iteration 41Q: 3 clusters Score -1331295 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12816 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -1331293.875000 Penalty: 3110.354004 Iteration 42Q: 3 clusters Score -1331294 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12828 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -1331295.250000 Penalty: 3110.354004 Iteration 43Q: 3 clusters Score -1331295 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12843 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -1331300.875000 Penalty: 3110.354004 Iteration 44Q: 3 clusters Score -1331301 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12857 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -1331303.375000 Penalty: 3110.354004 Iteration 45Q: 3 clusters Score -1331303 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12863 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -1331304.500000 Penalty: 3110.354004 Iteration 46Q: 3 clusters Score -1331304 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12868 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -1331305.125000 Penalty: 3110.354004 Iteration 47Q: 3 clusters Score -1331305 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12872 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -1331310.250000 Penalty: 3110.354004 Iteration 48Q: 3 clusters Score -1331310 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12879 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -1331307.375000 Penalty: 3110.354004 Iteration 49Q: 3 clusters Score -1331307 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12884 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -1331308.500000 Penalty: 3110.354004 Iteration 50Q: 3 clusters Score -1331308 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12889 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -1331309.875000 Penalty: 3110.354004 Iteration 51Q: 3 clusters Score -1331310 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12894 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -1331312.750000 Penalty: 3110.354004 Iteration 52Q: 3 clusters Score -1331313 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12896 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -1331309.750000 Penalty: 3110.354004 Iteration 53Q: 3 clusters Score -1331310 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12898 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -1331312.000000 Penalty: 3110.354004 Iteration 54Q: 3 clusters Score -1331312 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12902 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -1331315.125000 Penalty: 3110.354004 Iteration 55Q: 3 clusters Score -1331315 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12904 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -1331315.500000 Penalty: 3110.354004 Iteration 56Q: 3 clusters Score -1331316 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12905 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -1331314.875000 Penalty: 3110.354004 Iteration 57Q: 3 clusters Score -1331315 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12905 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -1331314.875000 Penalty: 3110.354004 Iteration 58F: 3 clusters Score -1331315 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1082 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Entering Unmasked Estep Score: -103694.742188 Penalty: 1135.317017 Iteration 0F: 2 clusters Score -103694.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -102185.406250 Penalty: 2270.634033 Iteration 0F: 3 clusters Score -102185.4 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -102477.085938 Penalty: 2270.634033 Iteration 1F: 3 clusters Score -102477.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -102525.906250 Penalty: 2270.634033 Iteration 2F: 3 clusters Score -102525.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -102556.093750 Penalty: 2270.634033 Iteration 3Q: 3 clusters Score -102556.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -102573.992188 Penalty: 2270.634033 Iteration 4Q: 3 clusters Score -102574 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -102587.812500 Penalty: 2270.634033 Iteration 5Q: 3 clusters Score -102587.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -102594.664062 Penalty: 2270.634033 Iteration 6Q: 3 clusters Score -102594.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -102598.539062 Penalty: 2270.634033 Iteration 7Q: 3 clusters Score -102598.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -102601.914062 Penalty: 2270.634033 Iteration 8Q: 3 clusters Score -102601.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -102603.851562 Penalty: 2270.634033 Iteration 9Q: 3 clusters Score -102603.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -102608.320312 Penalty: 2270.634033 Iteration 10Q: 3 clusters Score -102608.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -102610.343750 Penalty: 2270.634033 Iteration 11Q: 3 clusters Score -102610.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -102611.859375 Penalty: 2270.634033 Iteration 12Q: 3 clusters Score -102611.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -102614.390625 Penalty: 2270.634033 Iteration 13Q: 3 clusters Score -102614.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -102617.039062 Penalty: 2270.634033 Iteration 14Q: 3 clusters Score -102617 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -102620.734375 Penalty: 2270.634033 Iteration 15Q: 3 clusters Score -102620.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -102623.882812 Penalty: 2270.634033 Iteration 16Q: 3 clusters Score -102623.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -102625.007812 Penalty: 2270.634033 Iteration 17Q: 3 clusters Score -102625 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -102625.289062 Penalty: 2270.634033 Iteration 18Q: 3 clusters Score -102625.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -102625.289062 Penalty: 2270.634033 Iteration 19F: 3 clusters Score -102625.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (8321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8321 members Entering Unmasked Estep Score: -797436.062500 Penalty: 1466.812378 Iteration 0F: 2 clusters Score -797436.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -791356.875000 Penalty: 2933.624756 Iteration 0F: 3 clusters Score -791356.9 nChanged 3521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -793301.500000 Penalty: 2933.624756 Iteration 1F: 3 clusters Score -793301.5 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 4579 members Entering Unmasked Estep Score: -793635.187500 Penalty: 2933.624756 Iteration 2F: 3 clusters Score -793635.2 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -793952.312500 Penalty: 2933.624756 Iteration 3F: 3 clusters Score -793952.3 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 4769 members Entering Unmasked Estep Score: -794295.812500 Penalty: 2933.624756 Iteration 4F: 3 clusters Score -794295.8 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 4887 members Entering Unmasked Estep Score: -794600.125000 Penalty: 2933.624756 Iteration 5F: 3 clusters Score -794600.1 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 4974 members Entering Unmasked Estep Score: -794872.500000 Penalty: 2933.624756 Iteration 6F: 3 clusters Score -794872.5 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -795104.937500 Penalty: 2933.624756 Iteration 7Q: 3 clusters Score -795104.9 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -795306.000000 Penalty: 2933.624756 Iteration 8Q: 3 clusters Score -795306 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 5197 members Entering Unmasked Estep Score: -795453.562500 Penalty: 2933.624756 Iteration 9Q: 3 clusters Score -795453.6 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 5240 members Entering Unmasked Estep Score: -795554.562500 Penalty: 2933.624756 Iteration 10Q: 3 clusters Score -795554.6 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -795618.500000 Penalty: 2933.624756 Iteration 11Q: 3 clusters Score -795618.5 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -795664.125000 Penalty: 2933.624756 Iteration 12Q: 3 clusters Score -795664.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -795712.062500 Penalty: 2933.624756 Iteration 13Q: 3 clusters Score -795712.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 5310 members Entering Unmasked Estep Score: -795747.250000 Penalty: 2933.624756 Iteration 14Q: 3 clusters Score -795747.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 5322 members Entering Unmasked Estep Score: -795776.125000 Penalty: 2933.624756 Iteration 15Q: 3 clusters Score -795776.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -795797.250000 Penalty: 2933.624756 Iteration 16Q: 3 clusters Score -795797.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 5330 members Entering Unmasked Estep Score: -795815.125000 Penalty: 2933.624756 Iteration 17Q: 3 clusters Score -795815.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -795829.875000 Penalty: 2933.624756 Iteration 18Q: 3 clusters Score -795829.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 5337 members Entering Unmasked Estep Score: -795838.000000 Penalty: 2933.624756 Iteration 19Q: 3 clusters Score -795838 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 5339 members Entering Unmasked Estep Score: -795844.250000 Penalty: 2933.624756 Iteration 20F: 3 clusters Score -795844.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 5350 members Entering Unmasked Estep Score: -795851.062500 Penalty: 2933.624756 Iteration 21Q: 3 clusters Score -795851.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 5355 members Entering Unmasked Estep Score: -795858.125000 Penalty: 2933.624756 Iteration 22Q: 3 clusters Score -795858.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -795865.312500 Penalty: 2933.624756 Iteration 23Q: 3 clusters Score -795865.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 5380 members Entering Unmasked Estep Score: -795871.625000 Penalty: 2933.624756 Iteration 24Q: 3 clusters Score -795871.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -795875.187500 Penalty: 2933.624756 Iteration 25Q: 3 clusters Score -795875.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 5407 members Entering Unmasked Estep Score: -795878.312500 Penalty: 2933.624756 Iteration 26Q: 3 clusters Score -795878.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 5412 members Entering Unmasked Estep Score: -795880.187500 Penalty: 2933.624756 Iteration 27Q: 3 clusters Score -795880.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 5417 members Entering Unmasked Estep Score: -795881.812500 Penalty: 2933.624756 Iteration 28Q: 3 clusters Score -795881.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 5427 members Entering Unmasked Estep Score: -795882.750000 Penalty: 2933.624756 Iteration 29Q: 3 clusters Score -795882.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 5437 members Entering Unmasked Estep Score: -795885.437500 Penalty: 2933.624756 Iteration 30Q: 3 clusters Score -795885.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -795887.562500 Penalty: 2933.624756 Iteration 31Q: 3 clusters Score -795887.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 5459 members Entering Unmasked Estep Score: -795892.125000 Penalty: 2933.624756 Iteration 32Q: 3 clusters Score -795892.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 5466 members Entering Unmasked Estep Score: -795890.937500 Penalty: 2933.624756 Iteration 33Q: 3 clusters Score -795890.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 5470 members Entering Unmasked Estep Score: -795892.437500 Penalty: 2933.624756 Iteration 34Q: 3 clusters Score -795892.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 5476 members Entering Unmasked Estep Score: -795894.750000 Penalty: 2933.624756 Iteration 35Q: 3 clusters Score -795894.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 5477 members Entering Unmasked Estep Score: -795896.125000 Penalty: 2933.624756 Iteration 36Q: 3 clusters Score -795896.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 5482 members Entering Unmasked Estep Score: -795896.625000 Penalty: 2933.624756 Iteration 37Q: 3 clusters Score -795896.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -795898.125000 Penalty: 2933.624756 Iteration 38Q: 3 clusters Score -795898.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 5494 members Entering Unmasked Estep Score: -795900.625000 Penalty: 2933.624756 Iteration 39Q: 3 clusters Score -795900.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -795901.437500 Penalty: 2933.624756 Iteration 40F: 3 clusters Score -795901.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 5508 members Entering Unmasked Estep Score: -795904.375000 Penalty: 2933.624756 Iteration 41Q: 3 clusters Score -795904.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 5514 members Entering Unmasked Estep Score: -795907.250000 Penalty: 2933.624756 Iteration 42Q: 3 clusters Score -795907.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -795907.562500 Penalty: 2933.624756 Iteration 43Q: 3 clusters Score -795907.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 5523 members Entering Unmasked Estep Score: -795909.562500 Penalty: 2933.624756 Iteration 44Q: 3 clusters Score -795909.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -795909.125000 Penalty: 2933.624756 Iteration 45Q: 3 clusters Score -795909.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -795910.187500 Penalty: 2933.624756 Iteration 46Q: 3 clusters Score -795910.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -795912.125000 Penalty: 2933.624756 Iteration 47Q: 3 clusters Score -795912.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 5526 members Entering Unmasked Estep Score: -795911.125000 Penalty: 2933.624756 Iteration 48Q: 3 clusters Score -795911.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 5529 members Entering Unmasked Estep Score: -795910.687500 Penalty: 2933.624756 Iteration 49Q: 3 clusters Score -795910.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 5532 members Entering Unmasked Estep Score: -795912.625000 Penalty: 2933.624756 Iteration 50Q: 3 clusters Score -795912.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 5532 members Entering Unmasked Estep Score: -795912.000000 Penalty: 2933.624756 Iteration 51Q: 3 clusters Score -795912 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 5534 members Entering Unmasked Estep Score: -795913.437500 Penalty: 2933.624756 Iteration 52Q: 3 clusters Score -795913.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 5535 members Entering Unmasked Estep Score: -795913.125000 Penalty: 2933.624756 Iteration 53Q: 3 clusters Score -795913.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -795913.500000 Penalty: 2933.624756 Iteration 54Q: 3 clusters Score -795913.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 5539 members Entering Unmasked Estep Score: -795912.625000 Penalty: 2933.624756 Iteration 55Q: 3 clusters Score -795912.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 5541 members Entering Unmasked Estep Score: -795914.375000 Penalty: 2933.624756 Iteration 56Q: 3 clusters Score -795914.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 5543 members Entering Unmasked Estep Score: -795914.812500 Penalty: 2933.624756 Iteration 57Q: 3 clusters Score -795914.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 5544 members Entering Unmasked Estep Score: -795914.562500 Penalty: 2933.624756 Iteration 58Q: 3 clusters Score -795914.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -795913.500000 Penalty: 2933.624756 Iteration 59Q: 3 clusters Score -795913.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -795913.062500 Penalty: 2933.624756 Iteration 60F: 3 clusters Score -795913.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -795914.687500 Penalty: 2933.624756 Iteration 61Q: 3 clusters Score -795914.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 5553 members Entering Unmasked Estep Score: -795914.750000 Penalty: 2933.624756 Iteration 62Q: 3 clusters Score -795914.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 5553 members Entering Unmasked Estep Score: -795914.750000 Penalty: 2933.624756 Iteration 63F: 3 clusters Score -795914.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Entering Unmasked Estep Score: -240729.750000 Penalty: 1279.397827 Iteration 0F: 2 clusters Score -240729.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -238276.453125 Penalty: 2558.795654 Iteration 0F: 3 clusters Score -238276.5 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -238915.703125 Penalty: 2558.795654 Iteration 1F: 3 clusters Score -238915.7 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -239098.640625 Penalty: 2558.795654 Iteration 2F: 3 clusters Score -239098.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -239214.062500 Penalty: 2558.795654 Iteration 3F: 3 clusters Score -239214.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -239307.250000 Penalty: 2558.795654 Iteration 4Q: 3 clusters Score -239307.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -239375.578125 Penalty: 2558.795654 Iteration 5Q: 3 clusters Score -239375.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -239446.250000 Penalty: 2558.795654 Iteration 6Q: 3 clusters Score -239446.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -239526.140625 Penalty: 2558.795654 Iteration 7Q: 3 clusters Score -239526.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -239593.359375 Penalty: 2558.795654 Iteration 8Q: 3 clusters Score -239593.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -239631.734375 Penalty: 2558.795654 Iteration 9Q: 3 clusters Score -239631.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -239660.656250 Penalty: 2558.795654 Iteration 10Q: 3 clusters Score -239660.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -239686.156250 Penalty: 2558.795654 Iteration 11Q: 3 clusters Score -239686.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -239705.734375 Penalty: 2558.795654 Iteration 12Q: 3 clusters Score -239705.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -239717.609375 Penalty: 2558.795654 Iteration 13Q: 3 clusters Score -239717.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -239724.109375 Penalty: 2558.795654 Iteration 14Q: 3 clusters Score -239724.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -239730.640625 Penalty: 2558.795654 Iteration 15Q: 3 clusters Score -239730.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -239740.734375 Penalty: 2558.795654 Iteration 16Q: 3 clusters Score -239740.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -239749.296875 Penalty: 2558.795654 Iteration 17Q: 3 clusters Score -239749.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -239753.796875 Penalty: 2558.795654 Iteration 18Q: 3 clusters Score -239753.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -239757.921875 Penalty: 2558.795654 Iteration 19Q: 3 clusters Score -239757.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -239761.750000 Penalty: 2558.795654 Iteration 20F: 3 clusters Score -239761.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -239765.171875 Penalty: 2558.795654 Iteration 21Q: 3 clusters Score -239765.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -239766.531250 Penalty: 2558.795654 Iteration 22Q: 3 clusters Score -239766.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -239768.953125 Penalty: 2558.795654 Iteration 23Q: 3 clusters Score -239769 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -239770.687500 Penalty: 2558.795654 Iteration 24Q: 3 clusters Score -239770.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -239772.937500 Penalty: 2558.795654 Iteration 25Q: 3 clusters Score -239772.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -239773.687500 Penalty: 2558.795654 Iteration 26Q: 3 clusters Score -239773.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -239774.234375 Penalty: 2558.795654 Iteration 27Q: 3 clusters Score -239774.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -239774.765625 Penalty: 2558.795654 Iteration 28Q: 3 clusters Score -239774.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -239774.765625 Penalty: 2558.795654 Iteration 29F: 3 clusters Score -239774.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (12459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12459 members Entering Unmasked Estep Score: -1202390.000000 Penalty: 1532.407227 Iteration 0F: 2 clusters Score -1202390 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 6234 members Entering Unmasked Estep Score: -1193617.000000 Penalty: 3064.814453 Iteration 0F: 3 clusters Score -1193617 nChanged 5466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5875 members Mstep: Class 2 contains 6584 members Entering Unmasked Estep Score: -1196606.375000 Penalty: 3064.814453 Iteration 1F: 3 clusters Score -1196606 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5662 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -1196981.000000 Penalty: 3064.814453 Iteration 2F: 3 clusters Score -1196981 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 7070 members Entering Unmasked Estep Score: -1197313.375000 Penalty: 3064.814453 Iteration 3F: 3 clusters Score -1197313 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5112 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -1197635.625000 Penalty: 3064.814453 Iteration 4F: 3 clusters Score -1197636 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 7652 members Entering Unmasked Estep Score: -1197942.875000 Penalty: 3064.814453 Iteration 5F: 3 clusters Score -1197943 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 7966 members Entering Unmasked Estep Score: -1198277.750000 Penalty: 3064.814453 Iteration 6Q: 3 clusters Score -1198278 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 8295 members Entering Unmasked Estep Score: -1198625.250000 Penalty: 3064.814453 Iteration 7Q: 3 clusters Score -1198625 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 8669 members Entering Unmasked Estep Score: -1199065.000000 Penalty: 3064.814453 Iteration 8Q: 3 clusters Score -1199065 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 9027 members Entering Unmasked Estep Score: -1199497.375000 Penalty: 3064.814453 Iteration 9Q: 3 clusters Score -1199497 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 9327 members Entering Unmasked Estep Score: -1199842.625000 Penalty: 3064.814453 Iteration 10Q: 3 clusters Score -1199843 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 9554 members Entering Unmasked Estep Score: -1200083.375000 Penalty: 3064.814453 Iteration 11Q: 3 clusters Score -1200083 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 9741 members Entering Unmasked Estep Score: -1200267.125000 Penalty: 3064.814453 Iteration 12Q: 3 clusters Score -1200267 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 9900 members Entering Unmasked Estep Score: -1200392.375000 Penalty: 3064.814453 Iteration 13Q: 3 clusters Score -1200392 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 10042 members Entering Unmasked Estep Score: -1200490.625000 Penalty: 3064.814453 Iteration 14Q: 3 clusters Score -1200491 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 10190 members Entering Unmasked Estep Score: -1200590.500000 Penalty: 3064.814453 Iteration 15Q: 3 clusters Score -1200590 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 10322 members Entering Unmasked Estep Score: -1200691.375000 Penalty: 3064.814453 Iteration 16Q: 3 clusters Score -1200691 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 10459 members Entering Unmasked Estep Score: -1200784.250000 Penalty: 3064.814453 Iteration 17Q: 3 clusters Score -1200784 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 10575 members Entering Unmasked Estep Score: -1200857.875000 Penalty: 3064.814453 Iteration 18Q: 3 clusters Score -1200858 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 10672 members Entering Unmasked Estep Score: -1200920.875000 Penalty: 3064.814453 Iteration 19Q: 3 clusters Score -1200921 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 10761 members Entering Unmasked Estep Score: -1200978.500000 Penalty: 3064.814453 Iteration 20F: 3 clusters Score -1200978 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 10855 members Entering Unmasked Estep Score: -1201038.625000 Penalty: 3064.814453 Iteration 21Q: 3 clusters Score -1201039 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 10934 members Entering Unmasked Estep Score: -1201082.750000 Penalty: 3064.814453 Iteration 22Q: 3 clusters Score -1201083 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 11009 members Entering Unmasked Estep Score: -1201131.125000 Penalty: 3064.814453 Iteration 23Q: 3 clusters Score -1201131 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 11077 members Entering Unmasked Estep Score: -1201173.000000 Penalty: 3064.814453 Iteration 24Q: 3 clusters Score -1201173 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 11136 members Entering Unmasked Estep Score: -1201214.875000 Penalty: 3064.814453 Iteration 25Q: 3 clusters Score -1201215 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 11195 members Entering Unmasked Estep Score: -1201249.375000 Penalty: 3064.814453 Iteration 26Q: 3 clusters Score -1201249 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 11240 members Entering Unmasked Estep Score: -1201274.000000 Penalty: 3064.814453 Iteration 27Q: 3 clusters Score -1201274 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 11279 members Entering Unmasked Estep Score: -1201289.375000 Penalty: 3064.814453 Iteration 28Q: 3 clusters Score -1201289 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 11302 members Entering Unmasked Estep Score: -1201298.750000 Penalty: 3064.814453 Iteration 29Q: 3 clusters Score -1201299 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 11319 members Entering Unmasked Estep Score: -1201301.500000 Penalty: 3064.814453 Iteration 30Q: 3 clusters Score -1201302 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 11331 members Entering Unmasked Estep Score: -1201306.750000 Penalty: 3064.814453 Iteration 31Q: 3 clusters Score -1201307 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 11340 members Entering Unmasked Estep Score: -1201312.750000 Penalty: 3064.814453 Iteration 32Q: 3 clusters Score -1201313 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 11344 members Entering Unmasked Estep Score: -1201313.250000 Penalty: 3064.814453 Iteration 33Q: 3 clusters Score -1201313 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 11350 members Entering Unmasked Estep Score: -1201318.250000 Penalty: 3064.814453 Iteration 34Q: 3 clusters Score -1201318 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 11358 members Entering Unmasked Estep Score: -1201317.375000 Penalty: 3064.814453 Iteration 35Q: 3 clusters Score -1201317 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 11363 members Entering Unmasked Estep Score: -1201319.375000 Penalty: 3064.814453 Iteration 36Q: 3 clusters Score -1201319 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 11367 members Entering Unmasked Estep Score: -1201320.500000 Penalty: 3064.814453 Iteration 37Q: 3 clusters Score -1201320 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 11372 members Entering Unmasked Estep Score: -1201322.625000 Penalty: 3064.814453 Iteration 38Q: 3 clusters Score -1201323 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 11378 members Entering Unmasked Estep Score: -1201323.750000 Penalty: 3064.814453 Iteration 39Q: 3 clusters Score -1201324 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 11382 members Entering Unmasked Estep Score: -1201323.375000 Penalty: 3064.814453 Iteration 40F: 3 clusters Score -1201323 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 11386 members Entering Unmasked Estep Score: -1201326.625000 Penalty: 3064.814453 Iteration 41Q: 3 clusters Score -1201327 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 11390 members Entering Unmasked Estep Score: -1201324.625000 Penalty: 3064.814453 Iteration 42Q: 3 clusters Score -1201325 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 11394 members Entering Unmasked Estep Score: -1201324.250000 Penalty: 3064.814453 Iteration 43Q: 3 clusters Score -1201324 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 11396 members Entering Unmasked Estep Score: -1201324.750000 Penalty: 3064.814453 Iteration 44Q: 3 clusters Score -1201325 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 11399 members Entering Unmasked Estep Score: -1201325.500000 Penalty: 3064.814453 Iteration 45Q: 3 clusters Score -1201326 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 11402 members Entering Unmasked Estep Score: -1201326.500000 Penalty: 3064.814453 Iteration 46Q: 3 clusters Score -1201326 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 11403 members Entering Unmasked Estep Score: -1201327.000000 Penalty: 3064.814453 Iteration 47Q: 3 clusters Score -1201327 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 11403 members Entering Unmasked Estep Score: -1201327.000000 Penalty: 3064.814453 Iteration 48F: 3 clusters Score -1201327 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1149 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Entering Unmasked Estep Score: -110747.023438 Penalty: 1145.080200 Iteration 0F: 2 clusters Score -110747 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -109200.429688 Penalty: 2290.160400 Iteration 0F: 3 clusters Score -109200.4 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -109490.632812 Penalty: 2290.160400 Iteration 1F: 3 clusters Score -109490.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -109556.484375 Penalty: 2290.160400 Iteration 2F: 3 clusters Score -109556.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -109590.476562 Penalty: 2290.160400 Iteration 3Q: 3 clusters Score -109590.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -109609.562500 Penalty: 2290.160400 Iteration 4Q: 3 clusters Score -109609.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -109626.281250 Penalty: 2290.160400 Iteration 5Q: 3 clusters Score -109626.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -109639.242188 Penalty: 2290.160400 Iteration 6Q: 3 clusters Score -109639.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -109649.742188 Penalty: 2290.160400 Iteration 7Q: 3 clusters Score -109649.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -109656.765625 Penalty: 2290.160400 Iteration 8Q: 3 clusters Score -109656.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -109657.468750 Penalty: 2290.160400 Iteration 9Q: 3 clusters Score -109657.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -109658.101562 Penalty: 2290.160400 Iteration 10Q: 3 clusters Score -109658.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -109658.617188 Penalty: 2290.160400 Iteration 11Q: 3 clusters Score -109658.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -109658.617188 Penalty: 2290.160400 Iteration 12F: 3 clusters Score -109658.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1765 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Entering Unmasked Estep Score: -168813.890625 Penalty: 1214.834717 Iteration 0F: 2 clusters Score -168813.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -166859.046875 Penalty: 2429.669434 Iteration 0F: 3 clusters Score -166859 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -167246.109375 Penalty: 2429.669434 Iteration 1F: 3 clusters Score -167246.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -167355.484375 Penalty: 2429.669434 Iteration 2F: 3 clusters Score -167355.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -167420.359375 Penalty: 2429.669434 Iteration 3Q: 3 clusters Score -167420.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -167453.281250 Penalty: 2429.669434 Iteration 4Q: 3 clusters Score -167453.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -167477.156250 Penalty: 2429.669434 Iteration 5Q: 3 clusters Score -167477.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -167499.796875 Penalty: 2429.669434 Iteration 6Q: 3 clusters Score -167499.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -167528.406250 Penalty: 2429.669434 Iteration 7Q: 3 clusters Score -167528.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -167554.796875 Penalty: 2429.669434 Iteration 8Q: 3 clusters Score -167554.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -167580.109375 Penalty: 2429.669434 Iteration 9Q: 3 clusters Score -167580.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -167607.218750 Penalty: 2429.669434 Iteration 10Q: 3 clusters Score -167607.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -167629.531250 Penalty: 2429.669434 Iteration 11Q: 3 clusters Score -167629.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -167643.687500 Penalty: 2429.669434 Iteration 12Q: 3 clusters Score -167643.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -167656.171875 Penalty: 2429.669434 Iteration 13Q: 3 clusters Score -167656.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -167667.859375 Penalty: 2429.669434 Iteration 14Q: 3 clusters Score -167667.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -167675.671875 Penalty: 2429.669434 Iteration 15Q: 3 clusters Score -167675.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -167682.296875 Penalty: 2429.669434 Iteration 16Q: 3 clusters Score -167682.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -167690.593750 Penalty: 2429.669434 Iteration 17Q: 3 clusters Score -167690.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -167701.421875 Penalty: 2429.669434 Iteration 18Q: 3 clusters Score -167701.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -167713.296875 Penalty: 2429.669434 Iteration 19Q: 3 clusters Score -167713.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -167726.828125 Penalty: 2429.669434 Iteration 20F: 3 clusters Score -167726.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -167739.093750 Penalty: 2429.669434 Iteration 21Q: 3 clusters Score -167739.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -167751.578125 Penalty: 2429.669434 Iteration 22Q: 3 clusters Score -167751.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -167763.609375 Penalty: 2429.669434 Iteration 23Q: 3 clusters Score -167763.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -167773.734375 Penalty: 2429.669434 Iteration 24Q: 3 clusters Score -167773.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -167778.828125 Penalty: 2429.669434 Iteration 25Q: 3 clusters Score -167778.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -167784.187500 Penalty: 2429.669434 Iteration 26Q: 3 clusters Score -167784.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -167789.578125 Penalty: 2429.669434 Iteration 27Q: 3 clusters Score -167789.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -167794.296875 Penalty: 2429.669434 Iteration 28Q: 3 clusters Score -167794.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -167797.609375 Penalty: 2429.669434 Iteration 29Q: 3 clusters Score -167797.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -167798.687500 Penalty: 2429.669434 Iteration 30Q: 3 clusters Score -167798.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -167800.765625 Penalty: 2429.669434 Iteration 31Q: 3 clusters Score -167800.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -167802.359375 Penalty: 2429.669434 Iteration 32Q: 3 clusters Score -167802.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -167802.375000 Penalty: 2429.669434 Iteration 33Q: 3 clusters Score -167802.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -167802.625000 Penalty: 2429.669434 Iteration 34Q: 3 clusters Score -167802.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -167803.203125 Penalty: 2429.669434 Iteration 35Q: 3 clusters Score -167803.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -167803.796875 Penalty: 2429.669434 Iteration 36Q: 3 clusters Score -167803.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -167804.578125 Penalty: 2429.669434 Iteration 37Q: 3 clusters Score -167804.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -167804.500000 Penalty: 2429.669434 Iteration 38Q: 3 clusters Score -167804.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -167805.359375 Penalty: 2429.669434 Iteration 39Q: 3 clusters Score -167805.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -167807.500000 Penalty: 2429.669434 Iteration 40F: 3 clusters Score -167807.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -167809.687500 Penalty: 2429.669434 Iteration 41Q: 3 clusters Score -167809.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -167811.453125 Penalty: 2429.669434 Iteration 42Q: 3 clusters Score -167811.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -167813.937500 Penalty: 2429.669434 Iteration 43Q: 3 clusters Score -167813.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -167816.531250 Penalty: 2429.669434 Iteration 44Q: 3 clusters Score -167816.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -167818.765625 Penalty: 2429.669434 Iteration 45Q: 3 clusters Score -167818.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -167824.171875 Penalty: 2429.669434 Iteration 46Q: 3 clusters Score -167824.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -167829.406250 Penalty: 2429.669434 Iteration 47Q: 3 clusters Score -167829.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -167836.203125 Penalty: 2429.669434 Iteration 48Q: 3 clusters Score -167836.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -167848.343750 Penalty: 2429.669434 Iteration 49Q: 3 clusters Score -167848.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -167862.140625 Penalty: 2429.669434 Iteration 50Q: 3 clusters Score -167862.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -167875.453125 Penalty: 2429.669434 Iteration 51Q: 3 clusters Score -167875.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -167888.921875 Penalty: 2429.669434 Iteration 52Q: 3 clusters Score -167888.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -167895.734375 Penalty: 2429.669434 Iteration 53Q: 3 clusters Score -167895.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -167903.875000 Penalty: 2429.669434 Iteration 54Q: 3 clusters Score -167903.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -167911.656250 Penalty: 2429.669434 Iteration 55Q: 3 clusters Score -167911.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -167914.671875 Penalty: 2429.669434 Iteration 56Q: 3 clusters Score -167914.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -167917.062500 Penalty: 2429.669434 Iteration 57Q: 3 clusters Score -167917.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -167918.625000 Penalty: 2429.669434 Iteration 58Q: 3 clusters Score -167918.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -167923.531250 Penalty: 2429.669434 Iteration 59Q: 3 clusters Score -167923.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -167927.062500 Penalty: 2429.669434 Iteration 60F: 3 clusters Score -167927.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -167927.812500 Penalty: 2429.669434 Iteration 61Q: 3 clusters Score -167927.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -167928.265625 Penalty: 2429.669434 Iteration 62Q: 3 clusters Score -167928.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -167928.265625 Penalty: 2429.669434 Iteration 63F: 3 clusters Score -167928.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Entering Unmasked Estep Score: -40289.613281 Penalty: 992.028870 Iteration 0F: 2 clusters Score -40289.61 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 202 members Entering Unmasked Estep Score: -39327.089844 Penalty: 1984.057739 Iteration 0F: 3 clusters Score -39327.09 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -39482.250000 Penalty: 1984.057739 Iteration 1F: 3 clusters Score -39482.25 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -39528.390625 Penalty: 1984.057739 Iteration 2F: 3 clusters Score -39528.39 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -39542.160156 Penalty: 1984.057739 Iteration 3Q: 3 clusters Score -39542.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -39542.910156 Penalty: 1984.057739 Iteration 4Q: 3 clusters Score -39542.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -39544.242188 Penalty: 1984.057739 Iteration 5Q: 3 clusters Score -39544.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -39547.867188 Penalty: 1984.057739 Iteration 6Q: 3 clusters Score -39547.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -39548.234375 Penalty: 1984.057739 Iteration 7Q: 3 clusters Score -39548.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -39548.234375 Penalty: 1984.057739 Iteration 8F: 3 clusters Score -39548.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Entering Unmasked Estep Score: -128815.718750 Penalty: 1175.553833 Iteration 0F: 2 clusters Score -128815.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -127109.296875 Penalty: 2351.107666 Iteration 0F: 3 clusters Score -127109.3 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -127458.523438 Penalty: 2351.107666 Iteration 1F: 3 clusters Score -127458.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -127541.531250 Penalty: 2351.107666 Iteration 2F: 3 clusters Score -127541.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -127589.203125 Penalty: 2351.107666 Iteration 3Q: 3 clusters Score -127589.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -127620.320312 Penalty: 2351.107666 Iteration 4Q: 3 clusters Score -127620.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -127646.960938 Penalty: 2351.107666 Iteration 5Q: 3 clusters Score -127647 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -127670.601562 Penalty: 2351.107666 Iteration 6Q: 3 clusters Score -127670.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -127708.289062 Penalty: 2351.107666 Iteration 7Q: 3 clusters Score -127708.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -127740.070312 Penalty: 2351.107666 Iteration 8Q: 3 clusters Score -127740.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -127766.882812 Penalty: 2351.107666 Iteration 9Q: 3 clusters Score -127766.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -127795.609375 Penalty: 2351.107666 Iteration 10Q: 3 clusters Score -127795.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -127841.070312 Penalty: 2351.107666 Iteration 11Q: 3 clusters Score -127841.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -127879.398438 Penalty: 2351.107666 Iteration 12Q: 3 clusters Score -127879.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -127916.515625 Penalty: 2351.107666 Iteration 13Q: 3 clusters Score -127916.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -127941.648438 Penalty: 2351.107666 Iteration 14Q: 3 clusters Score -127941.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -127969.390625 Penalty: 2351.107666 Iteration 15Q: 3 clusters Score -127969.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -127990.156250 Penalty: 2351.107666 Iteration 16Q: 3 clusters Score -127990.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -128003.664062 Penalty: 2351.107666 Iteration 17Q: 3 clusters Score -128003.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -128021.843750 Penalty: 2351.107666 Iteration 18Q: 3 clusters Score -128021.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -128037.570312 Penalty: 2351.107666 Iteration 19Q: 3 clusters Score -128037.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -128056.867188 Penalty: 2351.107666 Iteration 20F: 3 clusters Score -128056.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -128070.546875 Penalty: 2351.107666 Iteration 21Q: 3 clusters Score -128070.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -128087.718750 Penalty: 2351.107666 Iteration 22Q: 3 clusters Score -128087.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -128097.859375 Penalty: 2351.107666 Iteration 23Q: 3 clusters Score -128097.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -128104.882812 Penalty: 2351.107666 Iteration 24Q: 3 clusters Score -128104.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -128110.773438 Penalty: 2351.107666 Iteration 25Q: 3 clusters Score -128110.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -128113.390625 Penalty: 2351.107666 Iteration 26Q: 3 clusters Score -128113.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -128114.906250 Penalty: 2351.107666 Iteration 27Q: 3 clusters Score -128114.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -128115.351562 Penalty: 2351.107666 Iteration 28Q: 3 clusters Score -128115.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -128116.070312 Penalty: 2351.107666 Iteration 29Q: 3 clusters Score -128116.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -128116.070312 Penalty: 2351.107666 Iteration 30F: 3 clusters Score -128116.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (5342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5342 members Entering Unmasked Estep Score: -497113.937500 Penalty: 1394.795166 Iteration 0F: 2 clusters Score -497113.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -492894.406250 Penalty: 2789.590332 Iteration 0F: 3 clusters Score -492894.4 nChanged 2200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -494041.312500 Penalty: 2789.590332 Iteration 1F: 3 clusters Score -494041.3 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -494207.812500 Penalty: 2789.590332 Iteration 2F: 3 clusters Score -494207.8 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -494328.343750 Penalty: 2789.590332 Iteration 3F: 3 clusters Score -494328.3 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -494424.781250 Penalty: 2789.590332 Iteration 4Q: 3 clusters Score -494424.8 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -494515.437500 Penalty: 2789.590332 Iteration 5Q: 3 clusters Score -494515.4 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -494598.687500 Penalty: 2789.590332 Iteration 6Q: 3 clusters Score -494598.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -494686.000000 Penalty: 2789.590332 Iteration 7Q: 3 clusters Score -494686 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -494772.781250 Penalty: 2789.590332 Iteration 8Q: 3 clusters Score -494772.8 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -494867.718750 Penalty: 2789.590332 Iteration 9Q: 3 clusters Score -494867.7 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -494996.156250 Penalty: 2789.590332 Iteration 10Q: 3 clusters Score -494996.2 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -495121.968750 Penalty: 2789.590332 Iteration 11Q: 3 clusters Score -495122 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -495251.593750 Penalty: 2789.590332 Iteration 12Q: 3 clusters Score -495251.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -495376.312500 Penalty: 2789.590332 Iteration 13Q: 3 clusters Score -495376.3 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -495524.937500 Penalty: 2789.590332 Iteration 14Q: 3 clusters Score -495524.9 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -495638.875000 Penalty: 2789.590332 Iteration 15Q: 3 clusters Score -495638.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -495723.093750 Penalty: 2789.590332 Iteration 16Q: 3 clusters Score -495723.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -495772.875000 Penalty: 2789.590332 Iteration 17Q: 3 clusters Score -495772.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -495819.593750 Penalty: 2789.590332 Iteration 18Q: 3 clusters Score -495819.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -495856.781250 Penalty: 2789.590332 Iteration 19Q: 3 clusters Score -495856.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -495890.468750 Penalty: 2789.590332 Iteration 20F: 3 clusters Score -495890.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -495914.343750 Penalty: 2789.590332 Iteration 21Q: 3 clusters Score -495914.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -495930.812500 Penalty: 2789.590332 Iteration 22Q: 3 clusters Score -495930.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -495939.625000 Penalty: 2789.590332 Iteration 23Q: 3 clusters Score -495939.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -495947.531250 Penalty: 2789.590332 Iteration 24Q: 3 clusters Score -495947.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -495954.562500 Penalty: 2789.590332 Iteration 25Q: 3 clusters Score -495954.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -495958.812500 Penalty: 2789.590332 Iteration 26Q: 3 clusters Score -495958.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -495963.250000 Penalty: 2789.590332 Iteration 27Q: 3 clusters Score -495963.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -495967.218750 Penalty: 2789.590332 Iteration 28Q: 3 clusters Score -495967.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -495969.812500 Penalty: 2789.590332 Iteration 29Q: 3 clusters Score -495969.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -495973.593750 Penalty: 2789.590332 Iteration 30Q: 3 clusters Score -495973.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -495977.343750 Penalty: 2789.590332 Iteration 31Q: 3 clusters Score -495977.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -495979.125000 Penalty: 2789.590332 Iteration 32Q: 3 clusters Score -495979.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -495981.156250 Penalty: 2789.590332 Iteration 33Q: 3 clusters Score -495981.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -495981.187500 Penalty: 2789.590332 Iteration 34Q: 3 clusters Score -495981.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -495984.343750 Penalty: 2789.590332 Iteration 35Q: 3 clusters Score -495984.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -495984.968750 Penalty: 2789.590332 Iteration 36Q: 3 clusters Score -495985 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -495985.906250 Penalty: 2789.590332 Iteration 37Q: 3 clusters Score -495985.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -495986.656250 Penalty: 2789.590332 Iteration 38Q: 3 clusters Score -495986.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -495986.843750 Penalty: 2789.590332 Iteration 39Q: 3 clusters Score -495986.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -495987.218750 Penalty: 2789.590332 Iteration 40F: 3 clusters Score -495987.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -495987.250000 Penalty: 2789.590332 Iteration 41Q: 3 clusters Score -495987.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -495988.625000 Penalty: 2789.590332 Iteration 42Q: 3 clusters Score -495988.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -495989.656250 Penalty: 2789.590332 Iteration 43Q: 3 clusters Score -495989.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -495989.156250 Penalty: 2789.590332 Iteration 44Q: 3 clusters Score -495989.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -495989.906250 Penalty: 2789.590332 Iteration 45Q: 3 clusters Score -495989.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -495990.281250 Penalty: 2789.590332 Iteration 46Q: 3 clusters Score -495990.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -495990.875000 Penalty: 2789.590332 Iteration 47Q: 3 clusters Score -495990.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -495990.875000 Penalty: 2789.590332 Iteration 48F: 3 clusters Score -495990.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1877 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Entering Unmasked Estep Score: -164118.609375 Penalty: 1224.832397 Iteration 0F: 2 clusters Score -164118.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -162114.562500 Penalty: 2449.664795 Iteration 0F: 3 clusters Score -162114.6 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -162526.031250 Penalty: 2449.664795 Iteration 1F: 3 clusters Score -162526 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -162629.171875 Penalty: 2449.664795 Iteration 2F: 3 clusters Score -162629.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -162696.218750 Penalty: 2449.664795 Iteration 3Q: 3 clusters Score -162696.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -162748.906250 Penalty: 2449.664795 Iteration 4Q: 3 clusters Score -162748.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -162790.765625 Penalty: 2449.664795 Iteration 5Q: 3 clusters Score -162790.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -162837.046875 Penalty: 2449.664795 Iteration 6Q: 3 clusters Score -162837 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -162911.312500 Penalty: 2449.664795 Iteration 7Q: 3 clusters Score -162911.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -163141.109375 Penalty: 2449.664795 Iteration 8Q: 3 clusters Score -163141.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -163350.906250 Penalty: 2449.664795 Iteration 9Q: 3 clusters Score -163350.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -163500.078125 Penalty: 2449.664795 Iteration 10F: 3 clusters Score -163500.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -163640.781250 Penalty: 2449.664795 Iteration 11F: 3 clusters Score -163640.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -163737.031250 Penalty: 2449.664795 Iteration 12F: 3 clusters Score -163737 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -163807.000000 Penalty: 2449.664795 Iteration 13Q: 3 clusters Score -163807 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -163871.640625 Penalty: 2449.664795 Iteration 14Q: 3 clusters Score -163871.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -163915.093750 Penalty: 2449.664795 Iteration 15Q: 3 clusters Score -163915.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -163945.093750 Penalty: 2449.664795 Iteration 16Q: 3 clusters Score -163945.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -163955.125000 Penalty: 2449.664795 Iteration 17Q: 3 clusters Score -163955.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -163962.640625 Penalty: 2449.664795 Iteration 18Q: 3 clusters Score -163962.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -163966.781250 Penalty: 2449.664795 Iteration 19Q: 3 clusters Score -163966.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -163967.859375 Penalty: 2449.664795 Iteration 20F: 3 clusters Score -163967.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -163968.500000 Penalty: 2449.664795 Iteration 21Q: 3 clusters Score -163968.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -163968.500000 Penalty: 2449.664795 Iteration 22F: 3 clusters Score -163968.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (9950 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9950 members Entering Unmasked Estep Score: -957093.750000 Penalty: 1495.865845 Iteration 0F: 2 clusters Score -957093.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -949954.562500 Penalty: 2991.731689 Iteration 0F: 3 clusters Score -949954.6 nChanged 4279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -952235.250000 Penalty: 2991.731689 Iteration 1F: 3 clusters Score -952235.2 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 5133 members Entering Unmasked Estep Score: -952568.562500 Penalty: 2991.731689 Iteration 2F: 3 clusters Score -952568.6 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4743 members Mstep: Class 2 contains 5207 members Entering Unmasked Estep Score: -952933.062500 Penalty: 2991.731689 Iteration 3F: 3 clusters Score -952933.1 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -953357.250000 Penalty: 2991.731689 Iteration 4F: 3 clusters Score -953357.2 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4694 members Mstep: Class 2 contains 5256 members Entering Unmasked Estep Score: -953887.500000 Penalty: 2991.731689 Iteration 5F: 3 clusters Score -953887.5 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -954494.750000 Penalty: 2991.731689 Iteration 6F: 3 clusters Score -954494.8 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 5092 members Entering Unmasked Estep Score: -955102.562500 Penalty: 2991.731689 Iteration 7F: 3 clusters Score -955102.6 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 4955 members Entering Unmasked Estep Score: -955662.687500 Penalty: 2991.731689 Iteration 8F: 3 clusters Score -955662.7 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -956048.062500 Penalty: 2991.731689 Iteration 9F: 3 clusters Score -956048.1 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5212 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -956234.687500 Penalty: 2991.731689 Iteration 10Q: 3 clusters Score -956234.7 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5297 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -956315.500000 Penalty: 2991.731689 Iteration 11Q: 3 clusters Score -956315.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -956362.687500 Penalty: 2991.731689 Iteration 12Q: 3 clusters Score -956362.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5408 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -956393.375000 Penalty: 2991.731689 Iteration 13Q: 3 clusters Score -956393.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5457 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -956419.875000 Penalty: 2991.731689 Iteration 14Q: 3 clusters Score -956419.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -956439.437500 Penalty: 2991.731689 Iteration 15Q: 3 clusters Score -956439.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -956453.187500 Penalty: 2991.731689 Iteration 16Q: 3 clusters Score -956453.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5579 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -956463.375000 Penalty: 2991.731689 Iteration 17Q: 3 clusters Score -956463.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5607 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -956470.375000 Penalty: 2991.731689 Iteration 18Q: 3 clusters Score -956470.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5627 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -956474.062500 Penalty: 2991.731689 Iteration 19Q: 3 clusters Score -956474.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5637 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -956477.500000 Penalty: 2991.731689 Iteration 20F: 3 clusters Score -956477.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5654 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -956480.062500 Penalty: 2991.731689 Iteration 21Q: 3 clusters Score -956480.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5665 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -956483.312500 Penalty: 2991.731689 Iteration 22Q: 3 clusters Score -956483.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5676 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -956486.625000 Penalty: 2991.731689 Iteration 23Q: 3 clusters Score -956486.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5683 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -956490.000000 Penalty: 2991.731689 Iteration 24Q: 3 clusters Score -956490 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5690 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -956492.562500 Penalty: 2991.731689 Iteration 25Q: 3 clusters Score -956492.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5695 members Mstep: Class 2 contains 4255 members Entering Unmasked Estep Score: -956494.437500 Penalty: 2991.731689 Iteration 26Q: 3 clusters Score -956494.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5696 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -956492.062500 Penalty: 2991.731689 Iteration 27Q: 3 clusters Score -956492.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5703 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -956494.500000 Penalty: 2991.731689 Iteration 28Q: 3 clusters Score -956494.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5711 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -956496.062500 Penalty: 2991.731689 Iteration 29Q: 3 clusters Score -956496.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -956496.812500 Penalty: 2991.731689 Iteration 30Q: 3 clusters Score -956496.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5725 members Mstep: Class 2 contains 4225 members Entering Unmasked Estep Score: -956498.500000 Penalty: 2991.731689 Iteration 31Q: 3 clusters Score -956498.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5730 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -956498.750000 Penalty: 2991.731689 Iteration 32Q: 3 clusters Score -956498.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5735 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -956498.562500 Penalty: 2991.731689 Iteration 33Q: 3 clusters Score -956498.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5740 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -956498.000000 Penalty: 2991.731689 Iteration 34Q: 3 clusters Score -956498 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5744 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -956499.500000 Penalty: 2991.731689 Iteration 35Q: 3 clusters Score -956499.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5746 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -956501.375000 Penalty: 2991.731689 Iteration 36Q: 3 clusters Score -956501.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5747 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -956499.437500 Penalty: 2991.731689 Iteration 37Q: 3 clusters Score -956499.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5750 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -956500.625000 Penalty: 2991.731689 Iteration 38Q: 3 clusters Score -956500.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -956499.812500 Penalty: 2991.731689 Iteration 39Q: 3 clusters Score -956499.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5752 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -956501.062500 Penalty: 2991.731689 Iteration 40F: 3 clusters Score -956501.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1783 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Entering Unmasked Estep Score: -160947.031250 Penalty: 1216.483521 Iteration 0F: 2 clusters Score -160947 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -158993.109375 Penalty: 2432.967041 Iteration 0F: 3 clusters Score -158993.1 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -159400.000000 Penalty: 2432.967041 Iteration 1F: 3 clusters Score -159400 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -159490.078125 Penalty: 2432.967041 Iteration 2F: 3 clusters Score -159490.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -159532.312500 Penalty: 2432.967041 Iteration 3Q: 3 clusters Score -159532.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -159573.437500 Penalty: 2432.967041 Iteration 4Q: 3 clusters Score -159573.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -159602.609375 Penalty: 2432.967041 Iteration 5Q: 3 clusters Score -159602.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -159616.812500 Penalty: 2432.967041 Iteration 6Q: 3 clusters Score -159616.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -159626.640625 Penalty: 2432.967041 Iteration 7Q: 3 clusters Score -159626.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -159633.265625 Penalty: 2432.967041 Iteration 8Q: 3 clusters Score -159633.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -159640.281250 Penalty: 2432.967041 Iteration 9Q: 3 clusters Score -159640.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -159645.968750 Penalty: 2432.967041 Iteration 10Q: 3 clusters Score -159646 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -159651.312500 Penalty: 2432.967041 Iteration 11Q: 3 clusters Score -159651.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -159655.671875 Penalty: 2432.967041 Iteration 12Q: 3 clusters Score -159655.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -159659.921875 Penalty: 2432.967041 Iteration 13Q: 3 clusters Score -159659.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -159661.875000 Penalty: 2432.967041 Iteration 14Q: 3 clusters Score -159661.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -159665.828125 Penalty: 2432.967041 Iteration 15Q: 3 clusters Score -159665.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -159673.031250 Penalty: 2432.967041 Iteration 16Q: 3 clusters Score -159673 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -159681.765625 Penalty: 2432.967041 Iteration 17Q: 3 clusters Score -159681.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -159694.109375 Penalty: 2432.967041 Iteration 18Q: 3 clusters Score -159694.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -159710.640625 Penalty: 2432.967041 Iteration 19Q: 3 clusters Score -159710.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -159724.578125 Penalty: 2432.967041 Iteration 20F: 3 clusters Score -159724.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -159733.312500 Penalty: 2432.967041 Iteration 21Q: 3 clusters Score -159733.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -159741.312500 Penalty: 2432.967041 Iteration 22Q: 3 clusters Score -159741.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -159749.796875 Penalty: 2432.967041 Iteration 23Q: 3 clusters Score -159749.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -159761.828125 Penalty: 2432.967041 Iteration 24Q: 3 clusters Score -159761.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -159773.046875 Penalty: 2432.967041 Iteration 25Q: 3 clusters Score -159773 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -159786.421875 Penalty: 2432.967041 Iteration 26Q: 3 clusters Score -159786.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -159802.609375 Penalty: 2432.967041 Iteration 27Q: 3 clusters Score -159802.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -159818.593750 Penalty: 2432.967041 Iteration 28Q: 3 clusters Score -159818.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -159830.453125 Penalty: 2432.967041 Iteration 29Q: 3 clusters Score -159830.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -159837.640625 Penalty: 2432.967041 Iteration 30Q: 3 clusters Score -159837.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -159839.578125 Penalty: 2432.967041 Iteration 31Q: 3 clusters Score -159839.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -159839.937500 Penalty: 2432.967041 Iteration 32Q: 3 clusters Score -159839.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -159841.953125 Penalty: 2432.967041 Iteration 33Q: 3 clusters Score -159842 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -159842.593750 Penalty: 2432.967041 Iteration 34Q: 3 clusters Score -159842.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -159842.593750 Penalty: 2432.967041 Iteration 35F: 3 clusters Score -159842.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1639 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Entering Unmasked Estep Score: -155171.812500 Penalty: 1202.799316 Iteration 0F: 2 clusters Score -155171.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -153295.062500 Penalty: 2405.598633 Iteration 0F: 3 clusters Score -153295.1 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -153683.015625 Penalty: 2405.598633 Iteration 1F: 3 clusters Score -153683 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -153824.968750 Penalty: 2405.598633 Iteration 2F: 3 clusters Score -153825 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -153938.796875 Penalty: 2405.598633 Iteration 3F: 3 clusters Score -153938.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -153997.875000 Penalty: 2405.598633 Iteration 4Q: 3 clusters Score -153997.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -154044.140625 Penalty: 2405.598633 Iteration 5Q: 3 clusters Score -154044.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -154082.609375 Penalty: 2405.598633 Iteration 6Q: 3 clusters Score -154082.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -154108.343750 Penalty: 2405.598633 Iteration 7Q: 3 clusters Score -154108.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -154131.343750 Penalty: 2405.598633 Iteration 8Q: 3 clusters Score -154131.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -154143.796875 Penalty: 2405.598633 Iteration 9Q: 3 clusters Score -154143.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -154158.921875 Penalty: 2405.598633 Iteration 10Q: 3 clusters Score -154158.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -154170.296875 Penalty: 2405.598633 Iteration 11Q: 3 clusters Score -154170.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -154183.984375 Penalty: 2405.598633 Iteration 12Q: 3 clusters Score -154184 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -154201.531250 Penalty: 2405.598633 Iteration 13Q: 3 clusters Score -154201.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -154222.984375 Penalty: 2405.598633 Iteration 14Q: 3 clusters Score -154223 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -154252.156250 Penalty: 2405.598633 Iteration 15Q: 3 clusters Score -154252.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -154290.671875 Penalty: 2405.598633 Iteration 16Q: 3 clusters Score -154290.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -154320.625000 Penalty: 2405.598633 Iteration 17Q: 3 clusters Score -154320.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -154342.390625 Penalty: 2405.598633 Iteration 18Q: 3 clusters Score -154342.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -154354.500000 Penalty: 2405.598633 Iteration 19Q: 3 clusters Score -154354.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -154363.718750 Penalty: 2405.598633 Iteration 20F: 3 clusters Score -154363.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -154370.015625 Penalty: 2405.598633 Iteration 21Q: 3 clusters Score -154370 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -154375.906250 Penalty: 2405.598633 Iteration 22Q: 3 clusters Score -154375.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -154379.046875 Penalty: 2405.598633 Iteration 23Q: 3 clusters Score -154379 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -154381.062500 Penalty: 2405.598633 Iteration 24Q: 3 clusters Score -154381.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -154381.562500 Penalty: 2405.598633 Iteration 25Q: 3 clusters Score -154381.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -154382.453125 Penalty: 2405.598633 Iteration 26Q: 3 clusters Score -154382.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -154382.765625 Penalty: 2405.598633 Iteration 27Q: 3 clusters Score -154382.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -154382.765625 Penalty: 2405.598633 Iteration 28F: 3 clusters Score -154382.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4478 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Entering Unmasked Estep Score: -424681.312500 Penalty: 1366.126465 Iteration 0F: 2 clusters Score -424681.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -421048.937500 Penalty: 2732.252930 Iteration 0F: 3 clusters Score -421048.9 nChanged 1814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -422318.375000 Penalty: 2732.252930 Iteration 1F: 3 clusters Score -422318.4 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -422816.687500 Penalty: 2732.252930 Iteration 2F: 3 clusters Score -422816.7 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -423243.468750 Penalty: 2732.252930 Iteration 3F: 3 clusters Score -423243.5 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -423576.812500 Penalty: 2732.252930 Iteration 4F: 3 clusters Score -423576.8 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -423827.156250 Penalty: 2732.252930 Iteration 5F: 3 clusters Score -423827.2 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -424043.406250 Penalty: 2732.252930 Iteration 6Q: 3 clusters Score -424043.4 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -424153.875000 Penalty: 2732.252930 Iteration 7Q: 3 clusters Score -424153.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -424227.687500 Penalty: 2732.252930 Iteration 8Q: 3 clusters Score -424227.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -424277.343750 Penalty: 2732.252930 Iteration 9Q: 3 clusters Score -424277.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -424308.718750 Penalty: 2732.252930 Iteration 10Q: 3 clusters Score -424308.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -424330.406250 Penalty: 2732.252930 Iteration 11Q: 3 clusters Score -424330.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -424345.343750 Penalty: 2732.252930 Iteration 12Q: 3 clusters Score -424345.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -424356.593750 Penalty: 2732.252930 Iteration 13Q: 3 clusters Score -424356.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -424365.437500 Penalty: 2732.252930 Iteration 14Q: 3 clusters Score -424365.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -424375.250000 Penalty: 2732.252930 Iteration 15Q: 3 clusters Score -424375.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -424386.781250 Penalty: 2732.252930 Iteration 16Q: 3 clusters Score -424386.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -424403.093750 Penalty: 2732.252930 Iteration 17Q: 3 clusters Score -424403.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -424413.843750 Penalty: 2732.252930 Iteration 18Q: 3 clusters Score -424413.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -424425.687500 Penalty: 2732.252930 Iteration 19Q: 3 clusters Score -424425.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -424432.843750 Penalty: 2732.252930 Iteration 20F: 3 clusters Score -424432.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -424438.593750 Penalty: 2732.252930 Iteration 21Q: 3 clusters Score -424438.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -424444.531250 Penalty: 2732.252930 Iteration 22Q: 3 clusters Score -424444.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -424450.218750 Penalty: 2732.252930 Iteration 23Q: 3 clusters Score -424450.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -424452.781250 Penalty: 2732.252930 Iteration 24Q: 3 clusters Score -424452.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -424456.187500 Penalty: 2732.252930 Iteration 25Q: 3 clusters Score -424456.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -424459.312500 Penalty: 2732.252930 Iteration 26Q: 3 clusters Score -424459.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -424461.875000 Penalty: 2732.252930 Iteration 27Q: 3 clusters Score -424461.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -424462.656250 Penalty: 2732.252930 Iteration 28Q: 3 clusters Score -424462.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -424464.062500 Penalty: 2732.252930 Iteration 29Q: 3 clusters Score -424464.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -424464.187500 Penalty: 2732.252930 Iteration 30Q: 3 clusters Score -424464.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -424464.500000 Penalty: 2732.252930 Iteration 31Q: 3 clusters Score -424464.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -424464.500000 Penalty: 2732.252930 Iteration 32F: 3 clusters Score -424464.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Entering Unmasked Estep Score: -149347.750000 Penalty: 1198.275269 Iteration 0F: 2 clusters Score -149347.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -147493.171875 Penalty: 2396.550537 Iteration 0F: 3 clusters Score -147493.2 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -147852.390625 Penalty: 2396.550537 Iteration 1F: 3 clusters Score -147852.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -147954.609375 Penalty: 2396.550537 Iteration 2F: 3 clusters Score -147954.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -148014.500000 Penalty: 2396.550537 Iteration 3Q: 3 clusters Score -148014.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -148060.625000 Penalty: 2396.550537 Iteration 4Q: 3 clusters Score -148060.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -148093.921875 Penalty: 2396.550537 Iteration 5Q: 3 clusters Score -148093.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -148122.468750 Penalty: 2396.550537 Iteration 6Q: 3 clusters Score -148122.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -148152.562500 Penalty: 2396.550537 Iteration 7Q: 3 clusters Score -148152.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -148187.312500 Penalty: 2396.550537 Iteration 8Q: 3 clusters Score -148187.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -148236.484375 Penalty: 2396.550537 Iteration 9Q: 3 clusters Score -148236.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -148275.328125 Penalty: 2396.550537 Iteration 10Q: 3 clusters Score -148275.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -148314.140625 Penalty: 2396.550537 Iteration 11Q: 3 clusters Score -148314.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -148357.187500 Penalty: 2396.550537 Iteration 12Q: 3 clusters Score -148357.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -148396.046875 Penalty: 2396.550537 Iteration 13Q: 3 clusters Score -148396 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -148439.046875 Penalty: 2396.550537 Iteration 14Q: 3 clusters Score -148439 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -148495.671875 Penalty: 2396.550537 Iteration 15Q: 3 clusters Score -148495.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -148546.203125 Penalty: 2396.550537 Iteration 16Q: 3 clusters Score -148546.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -148606.156250 Penalty: 2396.550537 Iteration 17Q: 3 clusters Score -148606.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -148677.375000 Penalty: 2396.550537 Iteration 18Q: 3 clusters Score -148677.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -148729.984375 Penalty: 2396.550537 Iteration 19Q: 3 clusters Score -148730 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -148761.640625 Penalty: 2396.550537 Iteration 20F: 3 clusters Score -148761.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -148777.484375 Penalty: 2396.550537 Iteration 21Q: 3 clusters Score -148777.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -148788.781250 Penalty: 2396.550537 Iteration 22Q: 3 clusters Score -148788.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -148798.765625 Penalty: 2396.550537 Iteration 23Q: 3 clusters Score -148798.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -148802.031250 Penalty: 2396.550537 Iteration 24Q: 3 clusters Score -148802 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -148803.015625 Penalty: 2396.550537 Iteration 25Q: 3 clusters Score -148803 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -148803.921875 Penalty: 2396.550537 Iteration 26Q: 3 clusters Score -148803.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -148805.171875 Penalty: 2396.550537 Iteration 27Q: 3 clusters Score -148805.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -148805.859375 Penalty: 2396.550537 Iteration 28Q: 3 clusters Score -148805.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -148808.484375 Penalty: 2396.550537 Iteration 29Q: 3 clusters Score -148808.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -148808.484375 Penalty: 2396.550537 Iteration 30F: 3 clusters Score -148808.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Entering Unmasked Estep Score: -32278.470703 Penalty: 956.491943 Iteration 0F: 2 clusters Score -32278.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -31308.666016 Penalty: 1912.983887 Iteration 0F: 3 clusters Score -31308.67 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -31447.003906 Penalty: 1912.983887 Iteration 1F: 3 clusters Score -31447 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -31501.263672 Penalty: 1912.983887 Iteration 2Q: 3 clusters Score -31501.26 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -31528.142578 Penalty: 1912.983887 Iteration 3Q: 3 clusters Score -31528.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -31535.943359 Penalty: 1912.983887 Iteration 4Q: 3 clusters Score -31535.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -31538.148438 Penalty: 1912.983887 Iteration 5Q: 3 clusters Score -31538.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -31543.013672 Penalty: 1912.983887 Iteration 6Q: 3 clusters Score -31543.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -31546.919922 Penalty: 1912.983887 Iteration 7Q: 3 clusters Score -31546.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -31552.515625 Penalty: 1912.983887 Iteration 8Q: 3 clusters Score -31552.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -31552.515625 Penalty: 1912.983887 Iteration 9F: 3 clusters Score -31552.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1673 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Entering Unmasked Estep Score: -160770.796875 Penalty: 1206.135742 Iteration 0F: 2 clusters Score -160770.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -158893.578125 Penalty: 2412.271484 Iteration 0F: 3 clusters Score -158893.6 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -159272.515625 Penalty: 2412.271484 Iteration 1F: 3 clusters Score -159272.5 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -159370.265625 Penalty: 2412.271484 Iteration 2F: 3 clusters Score -159370.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -159442.765625 Penalty: 2412.271484 Iteration 3F: 3 clusters Score -159442.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -159487.281250 Penalty: 2412.271484 Iteration 4Q: 3 clusters Score -159487.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -159518.359375 Penalty: 2412.271484 Iteration 5Q: 3 clusters Score -159518.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -159544.265625 Penalty: 2412.271484 Iteration 6Q: 3 clusters Score -159544.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -159555.796875 Penalty: 2412.271484 Iteration 7Q: 3 clusters Score -159555.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -159564.984375 Penalty: 2412.271484 Iteration 8Q: 3 clusters Score -159565 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -159570.109375 Penalty: 2412.271484 Iteration 9Q: 3 clusters Score -159570.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -159573.109375 Penalty: 2412.271484 Iteration 10Q: 3 clusters Score -159573.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -159576.640625 Penalty: 2412.271484 Iteration 11Q: 3 clusters Score -159576.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -159578.859375 Penalty: 2412.271484 Iteration 12Q: 3 clusters Score -159578.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -159581.765625 Penalty: 2412.271484 Iteration 13Q: 3 clusters Score -159581.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -159584.203125 Penalty: 2412.271484 Iteration 14Q: 3 clusters Score -159584.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -159591.109375 Penalty: 2412.271484 Iteration 15Q: 3 clusters Score -159591.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -159596.953125 Penalty: 2412.271484 Iteration 16Q: 3 clusters Score -159597 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -159601.265625 Penalty: 2412.271484 Iteration 17Q: 3 clusters Score -159601.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -159604.015625 Penalty: 2412.271484 Iteration 18Q: 3 clusters Score -159604 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -159606.562500 Penalty: 2412.271484 Iteration 19Q: 3 clusters Score -159606.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -159610.531250 Penalty: 2412.271484 Iteration 20F: 3 clusters Score -159610.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -159612.843750 Penalty: 2412.271484 Iteration 21Q: 3 clusters Score -159612.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -159615.750000 Penalty: 2412.271484 Iteration 22Q: 3 clusters Score -159615.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -159617.000000 Penalty: 2412.271484 Iteration 23Q: 3 clusters Score -159617 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -159617.343750 Penalty: 2412.271484 Iteration 24Q: 3 clusters Score -159617.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -159618.203125 Penalty: 2412.271484 Iteration 25Q: 3 clusters Score -159618.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -159618.203125 Penalty: 2412.271484 Iteration 26F: 3 clusters Score -159618.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1619 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Entering Unmasked Estep Score: -134786.750000 Penalty: 1200.804199 Iteration 0F: 2 clusters Score -134786.8 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 828 members Entering Unmasked Estep Score: -132967.281250 Penalty: 2401.608398 Iteration 0F: 3 clusters Score -132967.3 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -133384.875000 Penalty: 2401.608398 Iteration 1F: 3 clusters Score -133384.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -133543.906250 Penalty: 2401.608398 Iteration 2F: 3 clusters Score -133543.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -133669.312500 Penalty: 2401.608398 Iteration 3F: 3 clusters Score -133669.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -133762.093750 Penalty: 2401.608398 Iteration 4F: 3 clusters Score -133762.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -133827.265625 Penalty: 2401.608398 Iteration 5Q: 3 clusters Score -133827.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -133864.031250 Penalty: 2401.608398 Iteration 6Q: 3 clusters Score -133864 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -133891.593750 Penalty: 2401.608398 Iteration 7Q: 3 clusters Score -133891.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -133928.218750 Penalty: 2401.608398 Iteration 8Q: 3 clusters Score -133928.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -133963.343750 Penalty: 2401.608398 Iteration 9Q: 3 clusters Score -133963.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -133995.812500 Penalty: 2401.608398 Iteration 10Q: 3 clusters Score -133995.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -134013.750000 Penalty: 2401.608398 Iteration 11Q: 3 clusters Score -134013.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -134032.562500 Penalty: 2401.608398 Iteration 12Q: 3 clusters Score -134032.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -134051.796875 Penalty: 2401.608398 Iteration 13Q: 3 clusters Score -134051.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -134068.921875 Penalty: 2401.608398 Iteration 14Q: 3 clusters Score -134068.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -134086.843750 Penalty: 2401.608398 Iteration 15Q: 3 clusters Score -134086.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -134111.781250 Penalty: 2401.608398 Iteration 16Q: 3 clusters Score -134111.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -134151.328125 Penalty: 2401.608398 Iteration 17Q: 3 clusters Score -134151.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -134182.546875 Penalty: 2401.608398 Iteration 18Q: 3 clusters Score -134182.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -134204.843750 Penalty: 2401.608398 Iteration 19Q: 3 clusters Score -134204.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -134213.421875 Penalty: 2401.608398 Iteration 20F: 3 clusters Score -134213.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -134224.375000 Penalty: 2401.608398 Iteration 21Q: 3 clusters Score -134224.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -134229.937500 Penalty: 2401.608398 Iteration 22Q: 3 clusters Score -134229.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -134234.015625 Penalty: 2401.608398 Iteration 23Q: 3 clusters Score -134234 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -134238.562500 Penalty: 2401.608398 Iteration 24Q: 3 clusters Score -134238.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -134240.906250 Penalty: 2401.608398 Iteration 25Q: 3 clusters Score -134240.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -134242.046875 Penalty: 2401.608398 Iteration 26Q: 3 clusters Score -134242 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -134246.265625 Penalty: 2401.608398 Iteration 27Q: 3 clusters Score -134246.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -134249.109375 Penalty: 2401.608398 Iteration 28Q: 3 clusters Score -134249.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -134252.156250 Penalty: 2401.608398 Iteration 29Q: 3 clusters Score -134252.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -134253.750000 Penalty: 2401.608398 Iteration 30Q: 3 clusters Score -134253.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -134253.984375 Penalty: 2401.608398 Iteration 31Q: 3 clusters Score -134254 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -134253.984375 Penalty: 2401.608398 Iteration 32F: 3 clusters Score -134254 nChanged 0 --- Evaluating fit on full set of 237954 points --- Entering Unmasked Estep Score: -21790968.000000 Penalty: 46269.625000 22->24 Clusters: Score -21790968.000000, best is -21790934.000000 THE BEST YET! Starting from 23 clusters... Entering ConstructFrom: --- Running on subset of 79318 points --- Entering CEM Assigned 23 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 3697 members Mstep: Class 3 contains 3602 members Mstep: Class 4 contains 3623 members Mstep: Class 5 contains 3578 members Mstep: Class 6 contains 3599 members Mstep: Class 7 contains 3586 members Mstep: Class 8 contains 3610 members Mstep: Class 9 contains 3595 members Mstep: Class 10 contains 3515 members Mstep: Class 11 contains 3525 members Mstep: Class 12 contains 3601 members Mstep: Class 13 contains 3648 members Mstep: Class 14 contains 3664 members Mstep: Class 15 contains 3602 members Mstep: Class 16 contains 3553 members Mstep: Class 17 contains 3600 members Mstep: Class 18 contains 3557 members Mstep: Class 19 contains 3663 members Mstep: Class 20 contains 3601 members Mstep: Class 21 contains 3624 members Mstep: Class 22 contains 3646 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 343.047729 but Gain 1833.199219 Score: -6611610.000000 Penalty: 38497.164062 Iteration 0F: 22 clusters Score -6611610 nChanged 74153 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 3206 members Mstep: Class 4 contains 4737 members Mstep: Class 5 contains 3553 members Mstep: Class 6 contains 3961 members Mstep: Class 7 contains 2354 members Mstep: Class 8 contains 5102 members Mstep: Class 9 contains 4027 members Mstep: Class 10 contains 3696 members Mstep: Class 11 contains 3564 members Mstep: Class 12 contains 4882 members Mstep: Class 13 contains 3601 members Mstep: Class 14 contains 3070 members Mstep: Class 15 contains 4369 members Mstep: Class 16 contains 2261 members Mstep: Class 17 contains 3596 members Mstep: Class 18 contains 4247 members Mstep: Class 19 contains 4408 members Mstep: Class 20 contains 3400 members Mstep: Class 21 contains 4175 members Mstep: Class 22 contains 4181 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 1257.651367 but Gain 1833.199219 Score: -6910191.000000 Penalty: 36663.964844 Iteration 1F: 21 clusters Score -6910191 nChanged 34838 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 2813 members Mstep: Class 4 contains 4672 members Mstep: Class 5 contains 2388 members Mstep: Class 6 contains 4413 members Mstep: Class 8 contains 4399 members Mstep: Class 9 contains 4702 members Mstep: Class 10 contains 4239 members Mstep: Class 11 contains 4082 members Mstep: Class 12 contains 5117 members Mstep: Class 13 contains 4068 members Mstep: Class 14 contains 1520 members Mstep: Class 15 contains 4711 members Mstep: Class 16 contains 1419 members Mstep: Class 17 contains 2330 members Mstep: Class 18 contains 8667 members Mstep: Class 19 contains 4715 members Mstep: Class 20 contains 2500 members Mstep: Class 21 contains 3779 members Mstep: Class 22 contains 5143 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 758.849487 but Gain 1833.195312 Score: -7046658.500000 Penalty: 34830.769531 Iteration 2F: 20 clusters Score -7046658 nChanged 24894 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 6083 members Mstep: Class 2 contains 1953 members Mstep: Class 4 contains 5023 members Mstep: Class 5 contains 1013 members Mstep: Class 6 contains 4063 members Mstep: Class 8 contains 2921 members Mstep: Class 9 contains 4702 members Mstep: Class 10 contains 4321 members Mstep: Class 11 contains 3714 members Mstep: Class 12 contains 5829 members Mstep: Class 13 contains 2993 members Mstep: Class 15 contains 3422 members Mstep: Class 16 contains 1199 members Mstep: Class 17 contains 1074 members Mstep: Class 18 contains 12000 members Mstep: Class 19 contains 6332 members Mstep: Class 20 contains 1611 members Mstep: Class 21 contains 3628 members Mstep: Class 22 contains 7415 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 716.650635 but Gain 1833.199219 Score: -7123191.500000 Penalty: 32997.570312 Iteration 3F: 19 clusters Score -7123192 nChanged 16540 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 7074 members Mstep: Class 2 contains 1559 members Mstep: Class 4 contains 4511 members Mstep: Class 5 contains 422 members Mstep: Class 6 contains 3853 members Mstep: Class 8 contains 1978 members Mstep: Class 9 contains 4227 members Mstep: Class 10 contains 2970 members Mstep: Class 11 contains 3462 members Mstep: Class 12 contains 5842 members Mstep: Class 13 contains 2522 members Mstep: Class 15 contains 2696 members Mstep: Class 16 contains 1113 members Mstep: Class 18 contains 13197 members Mstep: Class 19 contains 9201 members Mstep: Class 20 contains 1267 members Mstep: Class 21 contains 5012 members Mstep: Class 22 contains 8391 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 1211.934204 but Gain 1833.199219 Score: -7162752.000000 Penalty: 31164.371094 Iteration 4F: 18 clusters Score -7162752 nChanged 10459 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 7215 members Mstep: Class 2 contains 1428 members Mstep: Class 4 contains 3702 members Mstep: Class 6 contains 3721 members Mstep: Class 8 contains 1835 members Mstep: Class 9 contains 3525 members Mstep: Class 10 contains 1868 members Mstep: Class 11 contains 3297 members Mstep: Class 12 contains 5365 members Mstep: Class 13 contains 2435 members Mstep: Class 15 contains 2406 members Mstep: Class 16 contains 1122 members Mstep: Class 18 contains 13719 members Mstep: Class 19 contains 11099 members Mstep: Class 20 contains 1038 members Mstep: Class 21 contains 6718 members Mstep: Class 22 contains 8804 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 1703.938477 but Gain 1833.197266 Score: -7185424.500000 Penalty: 29331.173828 Iteration 5F: 17 clusters Score -7185424 nChanged 7229 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 6905 members Mstep: Class 2 contains 1401 members Mstep: Class 4 contains 3107 members Mstep: Class 6 contains 3625 members Mstep: Class 8 contains 1964 members Mstep: Class 9 contains 3093 members Mstep: Class 10 contains 1467 members Mstep: Class 11 contains 3163 members Mstep: Class 12 contains 4470 members Mstep: Class 13 contains 2456 members Mstep: Class 15 contains 2223 members Mstep: Class 16 contains 1078 members Mstep: Class 18 contains 13964 members Mstep: Class 19 contains 12051 members Mstep: Class 21 contains 8443 members Mstep: Class 22 contains 9891 members Entering Unmasked Estep ConsiderDeletion Score: -7195183.500000 Penalty: 29331.173828 Iteration 6F: 17 clusters Score -7195184 nChanged 4320 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6682 members Mstep: Class 2 contains 1440 members Mstep: Class 4 contains 2574 members Mstep: Class 6 contains 3532 members Mstep: Class 8 contains 2099 members Mstep: Class 9 contains 2887 members Mstep: Class 10 contains 1278 members Mstep: Class 11 contains 3055 members Mstep: Class 12 contains 3670 members Mstep: Class 13 contains 2498 members Mstep: Class 15 contains 2059 members Mstep: Class 16 contains 933 members Mstep: Class 18 contains 14095 members Mstep: Class 19 contains 12520 members Mstep: Class 21 contains 9906 members Mstep: Class 22 contains 10074 members Entering Unmasked Estep ConsiderDeletion Score: -7200588.500000 Penalty: 29331.173828 Iteration 7F: 17 clusters Score -7200588 nChanged 3142 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 6472 members Mstep: Class 2 contains 1515 members Mstep: Class 4 contains 2077 members Mstep: Class 6 contains 3424 members Mstep: Class 8 contains 2193 members Mstep: Class 9 contains 2719 members Mstep: Class 10 contains 1163 members Mstep: Class 11 contains 2995 members Mstep: Class 12 contains 3129 members Mstep: Class 13 contains 2563 members Mstep: Class 15 contains 1934 members Mstep: Class 16 contains 845 members Mstep: Class 18 contains 14168 members Mstep: Class 19 contains 12813 members Mstep: Class 21 contains 11115 members Mstep: Class 22 contains 10178 members Entering Unmasked Estep ConsiderDeletion Score: -7204651.500000 Penalty: 29331.173828 Iteration 8Q: 17 clusters Score -7204652 nChanged 2401 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 6161 members Mstep: Class 2 contains 1630 members Mstep: Class 4 contains 1763 members Mstep: Class 6 contains 3333 members Mstep: Class 8 contains 2226 members Mstep: Class 9 contains 2582 members Mstep: Class 10 contains 1088 members Mstep: Class 11 contains 2981 members Mstep: Class 12 contains 2853 members Mstep: Class 13 contains 2590 members Mstep: Class 15 contains 1837 members Mstep: Class 16 contains 811 members Mstep: Class 18 contains 14203 members Mstep: Class 19 contains 12975 members Mstep: Class 21 contains 12010 members Mstep: Class 22 contains 10260 members Entering Unmasked Estep ConsiderDeletion Score: -7207865.000000 Penalty: 29331.173828 Iteration 9Q: 17 clusters Score -7207865 nChanged 2055 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 5718 members Mstep: Class 2 contains 1731 members Mstep: Class 4 contains 1568 members Mstep: Class 6 contains 3254 members Mstep: Class 8 contains 2244 members Mstep: Class 9 contains 2482 members Mstep: Class 10 contains 1026 members Mstep: Class 11 contains 2965 members Mstep: Class 12 contains 2825 members Mstep: Class 13 contains 2620 members Mstep: Class 15 contains 1753 members Mstep: Class 16 contains 785 members Mstep: Class 18 contains 14210 members Mstep: Class 19 contains 13076 members Mstep: Class 21 contains 12719 members Mstep: Class 22 contains 10327 members Entering Unmasked Estep ConsiderDeletion Score: -7212479.000000 Penalty: 29331.173828 Iteration 10Q: 17 clusters Score -7212479 nChanged 1475 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 1839 members Mstep: Class 4 contains 1450 members Mstep: Class 6 contains 3176 members Mstep: Class 8 contains 2223 members Mstep: Class 9 contains 2460 members Mstep: Class 10 contains 960 members Mstep: Class 11 contains 2966 members Mstep: Class 12 contains 2641 members Mstep: Class 13 contains 2644 members Mstep: Class 15 contains 1684 members Mstep: Class 16 contains 801 members Mstep: Class 18 contains 14180 members Mstep: Class 19 contains 13129 members Mstep: Class 21 contains 13167 members Mstep: Class 22 contains 10387 members Entering Unmasked Estep ConsiderDeletion Score: -7215134.000000 Penalty: 29331.173828 Iteration 11Q: 17 clusters Score -7215134 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 5586 members Mstep: Class 2 contains 1937 members Mstep: Class 4 contains 1368 members Mstep: Class 6 contains 3089 members Mstep: Class 8 contains 2189 members Mstep: Class 9 contains 2462 members Mstep: Class 10 contains 921 members Mstep: Class 11 contains 2965 members Mstep: Class 12 contains 2510 members Mstep: Class 13 contains 2640 members Mstep: Class 15 contains 1626 members Mstep: Class 16 contains 810 members Mstep: Class 18 contains 14187 members Mstep: Class 19 contains 13152 members Mstep: Class 21 contains 13404 members Mstep: Class 22 contains 10457 members Entering Unmasked Estep ConsiderDeletion Score: -7216285.000000 Penalty: 29331.173828 Iteration 12Q: 17 clusters Score -7216285 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 5557 members Mstep: Class 2 contains 2001 members Mstep: Class 4 contains 1330 members Mstep: Class 6 contains 2996 members Mstep: Class 8 contains 2137 members Mstep: Class 9 contains 2488 members Mstep: Class 10 contains 896 members Mstep: Class 11 contains 2958 members Mstep: Class 12 contains 2416 members Mstep: Class 13 contains 2663 members Mstep: Class 15 contains 1597 members Mstep: Class 16 contains 823 members Mstep: Class 18 contains 14176 members Mstep: Class 19 contains 13150 members Mstep: Class 21 contains 13575 members Mstep: Class 22 contains 10541 members Entering Unmasked Estep ConsiderDeletion Score: -7217204.500000 Penalty: 29331.173828 Iteration 13Q: 17 clusters Score -7217204 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 5523 members Mstep: Class 2 contains 2039 members Mstep: Class 4 contains 1330 members Mstep: Class 6 contains 2883 members Mstep: Class 8 contains 2057 members Mstep: Class 9 contains 2534 members Mstep: Class 10 contains 887 members Mstep: Class 11 contains 2945 members Mstep: Class 12 contains 2327 members Mstep: Class 13 contains 2686 members Mstep: Class 15 contains 1577 members Mstep: Class 16 contains 836 members Mstep: Class 18 contains 14153 members Mstep: Class 19 contains 13138 members Mstep: Class 21 contains 13743 members Mstep: Class 22 contains 10646 members Entering Unmasked Estep ConsiderDeletion Score: -7218228.500000 Penalty: 29331.173828 Iteration 14Q: 17 clusters Score -7218228 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 5479 members Mstep: Class 2 contains 2052 members Mstep: Class 4 contains 1386 members Mstep: Class 6 contains 2750 members Mstep: Class 8 contains 1967 members Mstep: Class 9 contains 2561 members Mstep: Class 10 contains 885 members Mstep: Class 11 contains 2936 members Mstep: Class 12 contains 2262 members Mstep: Class 13 contains 2682 members Mstep: Class 15 contains 1565 members Mstep: Class 16 contains 846 members Mstep: Class 18 contains 14148 members Mstep: Class 19 contains 13124 members Mstep: Class 21 contains 13892 members Mstep: Class 22 contains 10769 members Entering Unmasked Estep ConsiderDeletion Score: -7219022.000000 Penalty: 29331.173828 Iteration 15Q: 17 clusters Score -7219022 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 5442 members Mstep: Class 2 contains 2070 members Mstep: Class 4 contains 1461 members Mstep: Class 6 contains 2640 members Mstep: Class 8 contains 1871 members Mstep: Class 9 contains 2577 members Mstep: Class 10 contains 881 members Mstep: Class 11 contains 2934 members Mstep: Class 12 contains 2181 members Mstep: Class 13 contains 2665 members Mstep: Class 15 contains 1561 members Mstep: Class 16 contains 858 members Mstep: Class 18 contains 14142 members Mstep: Class 19 contains 13105 members Mstep: Class 21 contains 14050 members Mstep: Class 22 contains 10866 members Entering Unmasked Estep ConsiderDeletion Score: -7219626.500000 Penalty: 29331.173828 Iteration 16Q: 17 clusters Score -7219626 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 2086 members Mstep: Class 4 contains 1524 members Mstep: Class 6 contains 2525 members Mstep: Class 8 contains 1789 members Mstep: Class 9 contains 2590 members Mstep: Class 10 contains 885 members Mstep: Class 11 contains 2925 members Mstep: Class 12 contains 2118 members Mstep: Class 13 contains 2655 members Mstep: Class 15 contains 1557 members Mstep: Class 16 contains 871 members Mstep: Class 18 contains 14135 members Mstep: Class 19 contains 13084 members Mstep: Class 21 contains 14180 members Mstep: Class 22 contains 10975 members Entering Unmasked Estep ConsiderDeletion Score: -7220175.500000 Penalty: 29331.173828 Iteration 17Q: 17 clusters Score -7220176 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 2102 members Mstep: Class 4 contains 1584 members Mstep: Class 6 contains 2414 members Mstep: Class 8 contains 1716 members Mstep: Class 9 contains 2608 members Mstep: Class 10 contains 879 members Mstep: Class 11 contains 2925 members Mstep: Class 12 contains 2083 members Mstep: Class 13 contains 2633 members Mstep: Class 15 contains 1554 members Mstep: Class 16 contains 881 members Mstep: Class 18 contains 14126 members Mstep: Class 19 contains 13067 members Mstep: Class 21 contains 14282 members Mstep: Class 22 contains 11077 members Entering Unmasked Estep ConsiderDeletion Score: -7220716.500000 Penalty: 29331.173828 Iteration 18Q: 17 clusters Score -7220716 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 2122 members Mstep: Class 4 contains 1641 members Mstep: Class 6 contains 2296 members Mstep: Class 8 contains 1664 members Mstep: Class 9 contains 2625 members Mstep: Class 10 contains 873 members Mstep: Class 11 contains 2921 members Mstep: Class 12 contains 2049 members Mstep: Class 13 contains 2607 members Mstep: Class 15 contains 1551 members Mstep: Class 16 contains 887 members Mstep: Class 18 contains 14123 members Mstep: Class 19 contains 13052 members Mstep: Class 21 contains 14344 members Mstep: Class 22 contains 11191 members Entering Unmasked Estep ConsiderDeletion Score: -7221587.500000 Penalty: 29331.173828 Iteration 19Q: 17 clusters Score -7221588 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 2134 members Mstep: Class 4 contains 1676 members Mstep: Class 6 contains 2222 members Mstep: Class 8 contains 1625 members Mstep: Class 9 contains 2634 members Mstep: Class 10 contains 874 members Mstep: Class 11 contains 2916 members Mstep: Class 12 contains 2021 members Mstep: Class 13 contains 2566 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 891 members Mstep: Class 18 contains 14120 members Mstep: Class 19 contains 13039 members Mstep: Class 21 contains 14397 members Mstep: Class 22 contains 11288 members Entering Unmasked Estep ConsiderDeletion Score: -7223664.500000 Penalty: 29331.173828 Iteration 20F: 17 clusters Score -7223664 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 2142 members Mstep: Class 4 contains 1786 members Mstep: Class 6 contains 2242 members Mstep: Class 8 contains 1532 members Mstep: Class 9 contains 2741 members Mstep: Class 10 contains 871 members Mstep: Class 11 contains 2890 members Mstep: Class 12 contains 1972 members Mstep: Class 13 contains 2525 members Mstep: Class 15 contains 1539 members Mstep: Class 16 contains 911 members Mstep: Class 18 contains 14024 members Mstep: Class 19 contains 13023 members Mstep: Class 21 contains 14463 members Mstep: Class 22 contains 11298 members Entering Unmasked Estep ConsiderDeletion Score: -7226249.500000 Penalty: 29331.173828 Iteration 21Q: 17 clusters Score -7226250 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 2155 members Mstep: Class 4 contains 1800 members Mstep: Class 6 contains 2297 members Mstep: Class 8 contains 1528 members Mstep: Class 9 contains 2859 members Mstep: Class 10 contains 858 members Mstep: Class 11 contains 2861 members Mstep: Class 12 contains 1936 members Mstep: Class 13 contains 2462 members Mstep: Class 15 contains 1536 members Mstep: Class 16 contains 920 members Mstep: Class 18 contains 13930 members Mstep: Class 19 contains 13002 members Mstep: Class 21 contains 14523 members Mstep: Class 22 contains 11294 members Entering Unmasked Estep ConsiderDeletion Score: -7226815.000000 Penalty: 29331.173828 Iteration 22Q: 17 clusters Score -7226815 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 5342 members Mstep: Class 2 contains 2169 members Mstep: Class 4 contains 1798 members Mstep: Class 6 contains 2327 members Mstep: Class 8 contains 1543 members Mstep: Class 9 contains 2982 members Mstep: Class 10 contains 849 members Mstep: Class 11 contains 2843 members Mstep: Class 12 contains 1904 members Mstep: Class 13 contains 2405 members Mstep: Class 15 contains 1528 members Mstep: Class 16 contains 921 members Mstep: Class 18 contains 13846 members Mstep: Class 19 contains 12985 members Mstep: Class 21 contains 14569 members Mstep: Class 22 contains 11295 members Entering Unmasked Estep ConsiderDeletion Score: -7227041.500000 Penalty: 29331.173828 Iteration 23Q: 17 clusters Score -7227042 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 2186 members Mstep: Class 4 contains 1798 members Mstep: Class 6 contains 2350 members Mstep: Class 8 contains 1563 members Mstep: Class 9 contains 3092 members Mstep: Class 10 contains 836 members Mstep: Class 11 contains 2826 members Mstep: Class 12 contains 1879 members Mstep: Class 13 contains 2354 members Mstep: Class 15 contains 1524 members Mstep: Class 16 contains 921 members Mstep: Class 18 contains 13762 members Mstep: Class 19 contains 12971 members Mstep: Class 21 contains 14610 members Mstep: Class 22 contains 11295 members Entering Unmasked Estep ConsiderDeletion Score: -7227244.000000 Penalty: 29331.173828 Iteration 24Q: 17 clusters Score -7227244 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 2203 members Mstep: Class 4 contains 1799 members Mstep: Class 6 contains 2372 members Mstep: Class 8 contains 1580 members Mstep: Class 9 contains 3170 members Mstep: Class 10 contains 825 members Mstep: Class 11 contains 2814 members Mstep: Class 12 contains 1851 members Mstep: Class 13 contains 2309 members Mstep: Class 15 contains 1522 members Mstep: Class 16 contains 919 members Mstep: Class 18 contains 13703 members Mstep: Class 19 contains 12963 members Mstep: Class 21 contains 14647 members Mstep: Class 22 contains 11294 members Entering Unmasked Estep ConsiderDeletion Score: -7227394.500000 Penalty: 29331.173828 Iteration 25Q: 17 clusters Score -7227394 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 2222 members Mstep: Class 4 contains 1801 members Mstep: Class 6 contains 2397 members Mstep: Class 8 contains 1592 members Mstep: Class 9 contains 3242 members Mstep: Class 10 contains 814 members Mstep: Class 11 contains 2797 members Mstep: Class 12 contains 1827 members Mstep: Class 13 contains 2258 members Mstep: Class 15 contains 1518 members Mstep: Class 16 contains 918 members Mstep: Class 18 contains 13663 members Mstep: Class 19 contains 12954 members Mstep: Class 21 contains 14675 members Mstep: Class 22 contains 11294 members Entering Unmasked Estep ConsiderDeletion Score: -7227526.000000 Penalty: 29331.173828 Iteration 26Q: 17 clusters Score -7227526 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 2234 members Mstep: Class 4 contains 1800 members Mstep: Class 6 contains 2413 members Mstep: Class 8 contains 1599 members Mstep: Class 9 contains 3324 members Mstep: Class 10 contains 809 members Mstep: Class 11 contains 2786 members Mstep: Class 12 contains 1811 members Mstep: Class 13 contains 2203 members Mstep: Class 15 contains 1515 members Mstep: Class 16 contains 916 members Mstep: Class 18 contains 13623 members Mstep: Class 19 contains 12945 members Mstep: Class 21 contains 14700 members Mstep: Class 22 contains 11294 members Entering Unmasked Estep ConsiderDeletion Score: -7227640.500000 Penalty: 29331.173828 Iteration 27Q: 17 clusters Score -7227640 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5333 members Mstep: Class 2 contains 2239 members Mstep: Class 4 contains 1801 members Mstep: Class 6 contains 2428 members Mstep: Class 8 contains 1605 members Mstep: Class 9 contains 3392 members Mstep: Class 10 contains 808 members Mstep: Class 11 contains 2771 members Mstep: Class 12 contains 1809 members Mstep: Class 13 contains 2148 members Mstep: Class 15 contains 1510 members Mstep: Class 16 contains 916 members Mstep: Class 18 contains 13595 members Mstep: Class 19 contains 12943 members Mstep: Class 21 contains 14715 members Mstep: Class 22 contains 11294 members Entering Unmasked Estep ConsiderDeletion Score: -7227743.000000 Penalty: 29331.173828 Iteration 28Q: 17 clusters Score -7227743 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5333 members Mstep: Class 2 contains 2252 members Mstep: Class 4 contains 1802 members Mstep: Class 6 contains 2441 members Mstep: Class 8 contains 1606 members Mstep: Class 9 contains 3454 members Mstep: Class 10 contains 808 members Mstep: Class 11 contains 2754 members Mstep: Class 12 contains 1806 members Mstep: Class 13 contains 2101 members Mstep: Class 15 contains 1507 members Mstep: Class 16 contains 915 members Mstep: Class 18 contains 13566 members Mstep: Class 19 contains 12941 members Mstep: Class 21 contains 14727 members Mstep: Class 22 contains 11294 members Entering Unmasked Estep ConsiderDeletion Score: -7227838.500000 Penalty: 29331.173828 Iteration 29Q: 17 clusters Score -7227838 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 2262 members Mstep: Class 4 contains 1803 members Mstep: Class 6 contains 2452 members Mstep: Class 8 contains 1608 members Mstep: Class 9 contains 3496 members Mstep: Class 10 contains 809 members Mstep: Class 11 contains 2742 members Mstep: Class 12 contains 1807 members Mstep: Class 13 contains 2054 members Mstep: Class 15 contains 1505 members Mstep: Class 16 contains 915 members Mstep: Class 18 contains 13549 members Mstep: Class 19 contains 12937 members Mstep: Class 21 contains 14742 members Mstep: Class 22 contains 11294 members Entering Unmasked Estep ConsiderDeletion Score: -7227963.000000 Penalty: 29331.173828 Iteration 30Q: 17 clusters Score -7227963 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5333 members Mstep: Class 2 contains 2271 members Mstep: Class 4 contains 1804 members Mstep: Class 6 contains 2461 members Mstep: Class 8 contains 1611 members Mstep: Class 9 contains 3546 members Mstep: Class 10 contains 809 members Mstep: Class 11 contains 2727 members Mstep: Class 12 contains 1798 members Mstep: Class 13 contains 2001 members Mstep: Class 15 contains 1500 members Mstep: Class 16 contains 915 members Mstep: Class 18 contains 13541 members Mstep: Class 19 contains 12932 members Mstep: Class 21 contains 14764 members Mstep: Class 22 contains 11294 members Entering Unmasked Estep ConsiderDeletion Score: -7228103.000000 Penalty: 29331.173828 Iteration 31Q: 17 clusters Score -7228103 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 2276 members Mstep: Class 4 contains 1804 members Mstep: Class 6 contains 2464 members Mstep: Class 8 contains 1615 members Mstep: Class 9 contains 3602 members Mstep: Class 10 contains 807 members Mstep: Class 11 contains 2716 members Mstep: Class 12 contains 1803 members Mstep: Class 13 contains 1953 members Mstep: Class 15 contains 1496 members Mstep: Class 16 contains 913 members Mstep: Class 18 contains 13521 members Mstep: Class 19 contains 12927 members Mstep: Class 21 contains 14784 members Mstep: Class 22 contains 11294 members Entering Unmasked Estep ConsiderDeletion Score: -7228226.500000 Penalty: 29331.173828 Iteration 32Q: 17 clusters Score -7228226 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 2283 members Mstep: Class 4 contains 1803 members Mstep: Class 6 contains 2467 members Mstep: Class 8 contains 1617 members Mstep: Class 9 contains 3657 members Mstep: Class 10 contains 807 members Mstep: Class 11 contains 2709 members Mstep: Class 12 contains 1807 members Mstep: Class 13 contains 1893 members Mstep: Class 15 contains 1493 members Mstep: Class 16 contains 912 members Mstep: Class 18 contains 13504 members Mstep: Class 19 contains 12926 members Mstep: Class 21 contains 14804 members Mstep: Class 22 contains 11294 members Entering Unmasked Estep ConsiderDeletion Score: -7228396.000000 Penalty: 29331.173828 Iteration 33Q: 17 clusters Score -7228396 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5330 members Mstep: Class 2 contains 2292 members Mstep: Class 4 contains 1802 members Mstep: Class 6 contains 2478 members Mstep: Class 8 contains 1619 members Mstep: Class 9 contains 3697 members Mstep: Class 10 contains 804 members Mstep: Class 11 contains 2701 members Mstep: Class 12 contains 1818 members Mstep: Class 13 contains 1837 members Mstep: Class 15 contains 1491 members Mstep: Class 16 contains 912 members Mstep: Class 18 contains 13492 members Mstep: Class 19 contains 12924 members Mstep: Class 21 contains 14816 members Mstep: Class 22 contains 11294 members Entering Unmasked Estep ConsiderDeletion Score: -7228480.000000 Penalty: 29331.173828 Iteration 34Q: 17 clusters Score -7228480 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 2297 members Mstep: Class 4 contains 1802 members Mstep: Class 6 contains 2481 members Mstep: Class 8 contains 1619 members Mstep: Class 9 contains 3727 members Mstep: Class 10 contains 805 members Mstep: Class 11 contains 2694 members Mstep: Class 12 contains 1823 members Mstep: Class 13 contains 1783 members Mstep: Class 15 contains 1490 members Mstep: Class 16 contains 913 members Mstep: Class 18 contains 13497 members Mstep: Class 19 contains 12925 members Mstep: Class 21 contains 14828 members Mstep: Class 22 contains 11294 members Entering Unmasked Estep ConsiderDeletion Score: -7228573.500000 Penalty: 29331.173828 Iteration 35Q: 17 clusters Score -7228574 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5328 members Mstep: Class 2 contains 2301 members Mstep: Class 4 contains 1802 members Mstep: Class 6 contains 2483 members Mstep: Class 8 contains 1620 members Mstep: Class 9 contains 3739 members Mstep: Class 10 contains 805 members Mstep: Class 11 contains 2687 members Mstep: Class 12 contains 1837 members Mstep: Class 13 contains 1736 members Mstep: Class 15 contains 1490 members Mstep: Class 16 contains 913 members Mstep: Class 18 contains 13508 members Mstep: Class 19 contains 12928 members Mstep: Class 21 contains 14836 members Mstep: Class 22 contains 11294 members Entering Unmasked Estep ConsiderDeletion Score: -7228680.500000 Penalty: 29331.173828 Iteration 36Q: 17 clusters Score -7228680 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5328 members Mstep: Class 2 contains 2304 members Mstep: Class 4 contains 1802 members Mstep: Class 6 contains 2488 members Mstep: Class 8 contains 1620 members Mstep: Class 9 contains 3745 members Mstep: Class 10 contains 806 members Mstep: Class 11 contains 2680 members Mstep: Class 12 contains 1855 members Mstep: Class 13 contains 1692 members Mstep: Class 15 contains 1489 members Mstep: Class 16 contains 913 members Mstep: Class 18 contains 13512 members Mstep: Class 19 contains 12931 members Mstep: Class 21 contains 14848 members Mstep: Class 22 contains 11294 members Entering Unmasked Estep ConsiderDeletion Score: -7228780.500000 Penalty: 29331.173828 Iteration 37Q: 17 clusters Score -7228780 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5326 members Mstep: Class 2 contains 2309 members Mstep: Class 4 contains 1802 members Mstep: Class 6 contains 2492 members Mstep: Class 8 contains 1620 members Mstep: Class 9 contains 3753 members Mstep: Class 10 contains 806 members Mstep: Class 11 contains 2676 members Mstep: Class 12 contains 1881 members Mstep: Class 13 contains 1643 members Mstep: Class 15 contains 1489 members Mstep: Class 16 contains 913 members Mstep: Class 18 contains 13523 members Mstep: Class 19 contains 12931 members Mstep: Class 21 contains 14849 members Mstep: Class 22 contains 11294 members Entering Unmasked Estep ConsiderDeletion Score: -7228843.000000 Penalty: 29331.173828 Iteration 38Q: 17 clusters Score -7228843 nChanged 97 Entering ConstructFrom: Score: -7228843.000000 Penalty: 29331.173828 Entering ConstructFrom: Trying to split cluster 1 (5323 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5323 members Entering Unmasked Estep Score: -495734.843750 Penalty: 1394.216187 Iteration 0F: 2 clusters Score -495734.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -491599.593750 Penalty: 2788.432373 Iteration 0F: 3 clusters Score -491599.6 nChanged 2104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -492706.750000 Penalty: 2788.432373 Iteration 1F: 3 clusters Score -492706.8 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -492895.625000 Penalty: 2788.432373 Iteration 2F: 3 clusters Score -492895.6 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -493068.843750 Penalty: 2788.432373 Iteration 3F: 3 clusters Score -493068.8 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -493254.156250 Penalty: 2788.432373 Iteration 4F: 3 clusters Score -493254.2 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -493420.468750 Penalty: 2788.432373 Iteration 5Q: 3 clusters Score -493420.5 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -493570.843750 Penalty: 2788.432373 Iteration 6Q: 3 clusters Score -493570.8 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -493706.968750 Penalty: 2788.432373 Iteration 7Q: 3 clusters Score -493707 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -493840.687500 Penalty: 2788.432373 Iteration 8Q: 3 clusters Score -493840.7 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -493946.906250 Penalty: 2788.432373 Iteration 9Q: 3 clusters Score -493946.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -494047.187500 Penalty: 2788.432373 Iteration 10Q: 3 clusters Score -494047.2 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -494156.062500 Penalty: 2788.432373 Iteration 11Q: 3 clusters Score -494156.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -494275.093750 Penalty: 2788.432373 Iteration 12Q: 3 clusters Score -494275.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -494396.343750 Penalty: 2788.432373 Iteration 13Q: 3 clusters Score -494396.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -494503.187500 Penalty: 2788.432373 Iteration 14Q: 3 clusters Score -494503.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -494583.250000 Penalty: 2788.432373 Iteration 15Q: 3 clusters Score -494583.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -494643.312500 Penalty: 2788.432373 Iteration 16Q: 3 clusters Score -494643.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 4225 members Entering Unmasked Estep Score: -494687.562500 Penalty: 2788.432373 Iteration 17Q: 3 clusters Score -494687.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -494706.187500 Penalty: 2788.432373 Iteration 18Q: 3 clusters Score -494706.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -494719.187500 Penalty: 2788.432373 Iteration 19Q: 3 clusters Score -494719.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -494727.156250 Penalty: 2788.432373 Iteration 20F: 3 clusters Score -494727.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -494734.093750 Penalty: 2788.432373 Iteration 21Q: 3 clusters Score -494734.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -494743.625000 Penalty: 2788.432373 Iteration 22Q: 3 clusters Score -494743.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -494751.687500 Penalty: 2788.432373 Iteration 23Q: 3 clusters Score -494751.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -494758.937500 Penalty: 2788.432373 Iteration 24Q: 3 clusters Score -494758.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -494763.781250 Penalty: 2788.432373 Iteration 25Q: 3 clusters Score -494763.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -494768.468750 Penalty: 2788.432373 Iteration 26Q: 3 clusters Score -494768.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -494771.281250 Penalty: 2788.432373 Iteration 27Q: 3 clusters Score -494771.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 4417 members Entering Unmasked Estep Score: -494772.875000 Penalty: 2788.432373 Iteration 28Q: 3 clusters Score -494772.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -494773.500000 Penalty: 2788.432373 Iteration 29Q: 3 clusters Score -494773.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -494774.781250 Penalty: 2788.432373 Iteration 30Q: 3 clusters Score -494774.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -494774.781250 Penalty: 2788.432373 Iteration 31Q: 3 clusters Score -494774.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -494775.437500 Penalty: 2788.432373 Iteration 32Q: 3 clusters Score -494775.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -494776.406250 Penalty: 2788.432373 Iteration 33Q: 3 clusters Score -494776.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -494778.656250 Penalty: 2788.432373 Iteration 34Q: 3 clusters Score -494778.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -494778.625000 Penalty: 2788.432373 Iteration 35Q: 3 clusters Score -494778.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -494780.656250 Penalty: 2788.432373 Iteration 36Q: 3 clusters Score -494780.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -494780.968750 Penalty: 2788.432373 Iteration 37Q: 3 clusters Score -494781 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -494783.031250 Penalty: 2788.432373 Iteration 38Q: 3 clusters Score -494783 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -494783.250000 Penalty: 2788.432373 Iteration 39Q: 3 clusters Score -494783.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -494784.625000 Penalty: 2788.432373 Iteration 40F: 3 clusters Score -494784.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -494784.531250 Penalty: 2788.432373 Iteration 41Q: 3 clusters Score -494784.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -494785.687500 Penalty: 2788.432373 Iteration 42Q: 3 clusters Score -494785.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -494788.562500 Penalty: 2788.432373 Iteration 43Q: 3 clusters Score -494788.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -494792.125000 Penalty: 2788.432373 Iteration 44Q: 3 clusters Score -494792.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -494793.156250 Penalty: 2788.432373 Iteration 45Q: 3 clusters Score -494793.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -494796.718750 Penalty: 2788.432373 Iteration 46Q: 3 clusters Score -494796.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -494797.250000 Penalty: 2788.432373 Iteration 47Q: 3 clusters Score -494797.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -494798.156250 Penalty: 2788.432373 Iteration 48Q: 3 clusters Score -494798.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -494797.781250 Penalty: 2788.432373 Iteration 49Q: 3 clusters Score -494797.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -494797.781250 Penalty: 2788.432373 Iteration 50F: 3 clusters Score -494797.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2312 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Entering Unmasked Estep Score: -209139.562500 Penalty: 1258.703613 Iteration 0F: 2 clusters Score -209139.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -206881.843750 Penalty: 2517.407227 Iteration 0F: 3 clusters Score -206881.8 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -207411.093750 Penalty: 2517.407227 Iteration 1F: 3 clusters Score -207411.1 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -207519.312500 Penalty: 2517.407227 Iteration 2F: 3 clusters Score -207519.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -207582.687500 Penalty: 2517.407227 Iteration 3Q: 3 clusters Score -207582.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -207636.859375 Penalty: 2517.407227 Iteration 4Q: 3 clusters Score -207636.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -207693.968750 Penalty: 2517.407227 Iteration 5Q: 3 clusters Score -207694 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -207739.406250 Penalty: 2517.407227 Iteration 6Q: 3 clusters Score -207739.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -207776.703125 Penalty: 2517.407227 Iteration 7Q: 3 clusters Score -207776.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -207808.546875 Penalty: 2517.407227 Iteration 8Q: 3 clusters Score -207808.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -207845.343750 Penalty: 2517.407227 Iteration 9Q: 3 clusters Score -207845.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -207877.171875 Penalty: 2517.407227 Iteration 10Q: 3 clusters Score -207877.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -207919.031250 Penalty: 2517.407227 Iteration 11Q: 3 clusters Score -207919 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -207965.296875 Penalty: 2517.407227 Iteration 12Q: 3 clusters Score -207965.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -208011.000000 Penalty: 2517.407227 Iteration 13Q: 3 clusters Score -208011 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -208042.218750 Penalty: 2517.407227 Iteration 14Q: 3 clusters Score -208042.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -208083.703125 Penalty: 2517.407227 Iteration 15Q: 3 clusters Score -208083.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -208123.843750 Penalty: 2517.407227 Iteration 16Q: 3 clusters Score -208123.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -208158.125000 Penalty: 2517.407227 Iteration 17Q: 3 clusters Score -208158.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -208183.968750 Penalty: 2517.407227 Iteration 18Q: 3 clusters Score -208184 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -208201.468750 Penalty: 2517.407227 Iteration 19Q: 3 clusters Score -208201.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -208213.468750 Penalty: 2517.407227 Iteration 20F: 3 clusters Score -208213.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -208226.156250 Penalty: 2517.407227 Iteration 21Q: 3 clusters Score -208226.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -208233.421875 Penalty: 2517.407227 Iteration 22Q: 3 clusters Score -208233.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -208241.453125 Penalty: 2517.407227 Iteration 23Q: 3 clusters Score -208241.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -208254.484375 Penalty: 2517.407227 Iteration 24Q: 3 clusters Score -208254.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -208262.093750 Penalty: 2517.407227 Iteration 25Q: 3 clusters Score -208262.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -208269.953125 Penalty: 2517.407227 Iteration 26Q: 3 clusters Score -208270 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -208275.750000 Penalty: 2517.407227 Iteration 27Q: 3 clusters Score -208275.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -208281.234375 Penalty: 2517.407227 Iteration 28Q: 3 clusters Score -208281.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -208289.421875 Penalty: 2517.407227 Iteration 29Q: 3 clusters Score -208289.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -208298.453125 Penalty: 2517.407227 Iteration 30Q: 3 clusters Score -208298.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -208307.359375 Penalty: 2517.407227 Iteration 31Q: 3 clusters Score -208307.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -208314.859375 Penalty: 2517.407227 Iteration 32Q: 3 clusters Score -208314.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -208322.656250 Penalty: 2517.407227 Iteration 33Q: 3 clusters Score -208322.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -208327.984375 Penalty: 2517.407227 Iteration 34Q: 3 clusters Score -208328 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -208331.062500 Penalty: 2517.407227 Iteration 35Q: 3 clusters Score -208331.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -208334.062500 Penalty: 2517.407227 Iteration 36Q: 3 clusters Score -208334.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -208337.796875 Penalty: 2517.407227 Iteration 37Q: 3 clusters Score -208337.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -208340.953125 Penalty: 2517.407227 Iteration 38Q: 3 clusters Score -208341 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -208341.937500 Penalty: 2517.407227 Iteration 39Q: 3 clusters Score -208341.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -208342.859375 Penalty: 2517.407227 Iteration 40F: 3 clusters Score -208342.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -208343.625000 Penalty: 2517.407227 Iteration 41Q: 3 clusters Score -208343.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -208344.234375 Penalty: 2517.407227 Iteration 42Q: 3 clusters Score -208344.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -208344.640625 Penalty: 2517.407227 Iteration 43Q: 3 clusters Score -208344.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -208344.640625 Penalty: 2517.407227 Iteration 44F: 3 clusters Score -208344.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1802 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Entering Unmasked Estep Score: -168325.734375 Penalty: 1218.206055 Iteration 0F: 2 clusters Score -168325.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -166389.859375 Penalty: 2436.412109 Iteration 0F: 3 clusters Score -166389.9 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -166906.734375 Penalty: 2436.412109 Iteration 1F: 3 clusters Score -166906.7 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -167079.046875 Penalty: 2436.412109 Iteration 2F: 3 clusters Score -167079 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -167221.140625 Penalty: 2436.412109 Iteration 3F: 3 clusters Score -167221.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -167321.484375 Penalty: 2436.412109 Iteration 4F: 3 clusters Score -167321.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -167432.500000 Penalty: 2436.412109 Iteration 5Q: 3 clusters Score -167432.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -167522.125000 Penalty: 2436.412109 Iteration 6Q: 3 clusters Score -167522.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -167591.890625 Penalty: 2436.412109 Iteration 7Q: 3 clusters Score -167591.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -167662.515625 Penalty: 2436.412109 Iteration 8Q: 3 clusters Score -167662.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -167709.421875 Penalty: 2436.412109 Iteration 9Q: 3 clusters Score -167709.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -167738.640625 Penalty: 2436.412109 Iteration 10Q: 3 clusters Score -167738.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -167761.109375 Penalty: 2436.412109 Iteration 11Q: 3 clusters Score -167761.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -167776.375000 Penalty: 2436.412109 Iteration 12Q: 3 clusters Score -167776.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -167788.375000 Penalty: 2436.412109 Iteration 13Q: 3 clusters Score -167788.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -167801.171875 Penalty: 2436.412109 Iteration 14Q: 3 clusters Score -167801.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -167809.953125 Penalty: 2436.412109 Iteration 15Q: 3 clusters Score -167810 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -167815.250000 Penalty: 2436.412109 Iteration 16Q: 3 clusters Score -167815.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -167818.468750 Penalty: 2436.412109 Iteration 17Q: 3 clusters Score -167818.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -167822.609375 Penalty: 2436.412109 Iteration 18Q: 3 clusters Score -167822.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -167826.703125 Penalty: 2436.412109 Iteration 19Q: 3 clusters Score -167826.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -167831.625000 Penalty: 2436.412109 Iteration 20F: 3 clusters Score -167831.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -167834.156250 Penalty: 2436.412109 Iteration 21Q: 3 clusters Score -167834.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -167835.109375 Penalty: 2436.412109 Iteration 22Q: 3 clusters Score -167835.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -167835.296875 Penalty: 2436.412109 Iteration 23Q: 3 clusters Score -167835.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -167836.390625 Penalty: 2436.412109 Iteration 24Q: 3 clusters Score -167836.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -167836.984375 Penalty: 2436.412109 Iteration 25Q: 3 clusters Score -167837 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -167836.984375 Penalty: 2436.412109 Iteration 26F: 3 clusters Score -167837 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2494 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Entering Unmasked Estep Score: -236305.453125 Penalty: 1271.017090 Iteration 0F: 2 clusters Score -236305.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -233922.359375 Penalty: 2542.034180 Iteration 0F: 3 clusters Score -233922.4 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -234471.125000 Penalty: 2542.034180 Iteration 1F: 3 clusters Score -234471.1 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -234619.421875 Penalty: 2542.034180 Iteration 2F: 3 clusters Score -234619.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -234734.171875 Penalty: 2542.034180 Iteration 3F: 3 clusters Score -234734.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -234836.750000 Penalty: 2542.034180 Iteration 4Q: 3 clusters Score -234836.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -234936.515625 Penalty: 2542.034180 Iteration 5Q: 3 clusters Score -234936.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -235028.796875 Penalty: 2542.034180 Iteration 6Q: 3 clusters Score -235028.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -235117.546875 Penalty: 2542.034180 Iteration 7Q: 3 clusters Score -235117.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -235201.500000 Penalty: 2542.034180 Iteration 8Q: 3 clusters Score -235201.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -235279.703125 Penalty: 2542.034180 Iteration 9Q: 3 clusters Score -235279.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -235346.421875 Penalty: 2542.034180 Iteration 10Q: 3 clusters Score -235346.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -235419.937500 Penalty: 2542.034180 Iteration 11Q: 3 clusters Score -235419.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -235475.484375 Penalty: 2542.034180 Iteration 12Q: 3 clusters Score -235475.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -235517.718750 Penalty: 2542.034180 Iteration 13Q: 3 clusters Score -235517.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -235551.656250 Penalty: 2542.034180 Iteration 14Q: 3 clusters Score -235551.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -235586.328125 Penalty: 2542.034180 Iteration 15Q: 3 clusters Score -235586.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -235608.375000 Penalty: 2542.034180 Iteration 16Q: 3 clusters Score -235608.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -235617.406250 Penalty: 2542.034180 Iteration 17Q: 3 clusters Score -235617.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -235625.484375 Penalty: 2542.034180 Iteration 18Q: 3 clusters Score -235625.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -235632.234375 Penalty: 2542.034180 Iteration 19Q: 3 clusters Score -235632.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -235636.953125 Penalty: 2542.034180 Iteration 20F: 3 clusters Score -235637 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -235639.500000 Penalty: 2542.034180 Iteration 21Q: 3 clusters Score -235639.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -235645.578125 Penalty: 2542.034180 Iteration 22Q: 3 clusters Score -235645.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -235656.406250 Penalty: 2542.034180 Iteration 23Q: 3 clusters Score -235656.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -235667.734375 Penalty: 2542.034180 Iteration 24Q: 3 clusters Score -235667.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -235674.281250 Penalty: 2542.034180 Iteration 25Q: 3 clusters Score -235674.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -235677.625000 Penalty: 2542.034180 Iteration 26Q: 3 clusters Score -235677.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -235680.250000 Penalty: 2542.034180 Iteration 27Q: 3 clusters Score -235680.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -235681.312500 Penalty: 2542.034180 Iteration 28Q: 3 clusters Score -235681.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -235682.156250 Penalty: 2542.034180 Iteration 29Q: 3 clusters Score -235682.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -235685.171875 Penalty: 2542.034180 Iteration 30Q: 3 clusters Score -235685.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -235686.828125 Penalty: 2542.034180 Iteration 31Q: 3 clusters Score -235686.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -235688.375000 Penalty: 2542.034180 Iteration 32Q: 3 clusters Score -235688.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -235689.078125 Penalty: 2542.034180 Iteration 33Q: 3 clusters Score -235689.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -235689.343750 Penalty: 2542.034180 Iteration 34Q: 3 clusters Score -235689.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -235689.343750 Penalty: 2542.034180 Iteration 35F: 3 clusters Score -235689.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1620 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Entering Unmasked Estep Score: -153816.796875 Penalty: 1200.904541 Iteration 0F: 2 clusters Score -153816.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -151954.500000 Penalty: 2401.809082 Iteration 0F: 3 clusters Score -151954.5 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -152299.890625 Penalty: 2401.809082 Iteration 1F: 3 clusters Score -152299.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -152396.250000 Penalty: 2401.809082 Iteration 2F: 3 clusters Score -152396.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -152460.812500 Penalty: 2401.809082 Iteration 3Q: 3 clusters Score -152460.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -152494.453125 Penalty: 2401.809082 Iteration 4Q: 3 clusters Score -152494.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -152521.078125 Penalty: 2401.809082 Iteration 5Q: 3 clusters Score -152521.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -152539.015625 Penalty: 2401.809082 Iteration 6Q: 3 clusters Score -152539 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -152552.156250 Penalty: 2401.809082 Iteration 7Q: 3 clusters Score -152552.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -152570.593750 Penalty: 2401.809082 Iteration 8Q: 3 clusters Score -152570.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -152581.609375 Penalty: 2401.809082 Iteration 9Q: 3 clusters Score -152581.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -152589.000000 Penalty: 2401.809082 Iteration 10Q: 3 clusters Score -152589 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -152594.140625 Penalty: 2401.809082 Iteration 11Q: 3 clusters Score -152594.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -152598.609375 Penalty: 2401.809082 Iteration 12Q: 3 clusters Score -152598.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -152601.453125 Penalty: 2401.809082 Iteration 13Q: 3 clusters Score -152601.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -152606.421875 Penalty: 2401.809082 Iteration 14Q: 3 clusters Score -152606.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -152610.812500 Penalty: 2401.809082 Iteration 15Q: 3 clusters Score -152610.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -152621.671875 Penalty: 2401.809082 Iteration 16Q: 3 clusters Score -152621.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -152634.718750 Penalty: 2401.809082 Iteration 17Q: 3 clusters Score -152634.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -152646.515625 Penalty: 2401.809082 Iteration 18Q: 3 clusters Score -152646.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -152664.500000 Penalty: 2401.809082 Iteration 19Q: 3 clusters Score -152664.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -152673.468750 Penalty: 2401.809082 Iteration 20F: 3 clusters Score -152673.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -152683.734375 Penalty: 2401.809082 Iteration 21Q: 3 clusters Score -152683.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -152686.265625 Penalty: 2401.809082 Iteration 22Q: 3 clusters Score -152686.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -152689.031250 Penalty: 2401.809082 Iteration 23Q: 3 clusters Score -152689 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -152690.781250 Penalty: 2401.809082 Iteration 24Q: 3 clusters Score -152690.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -152693.890625 Penalty: 2401.809082 Iteration 25Q: 3 clusters Score -152693.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -152696.312500 Penalty: 2401.809082 Iteration 26Q: 3 clusters Score -152696.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -152697.171875 Penalty: 2401.809082 Iteration 27Q: 3 clusters Score -152697.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -152700.281250 Penalty: 2401.809082 Iteration 28Q: 3 clusters Score -152700.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -152701.718750 Penalty: 2401.809082 Iteration 29Q: 3 clusters Score -152701.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -152703.453125 Penalty: 2401.809082 Iteration 30Q: 3 clusters Score -152703.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -152705.500000 Penalty: 2401.809082 Iteration 31Q: 3 clusters Score -152705.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -152707.109375 Penalty: 2401.809082 Iteration 32Q: 3 clusters Score -152707.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -152707.515625 Penalty: 2401.809082 Iteration 33Q: 3 clusters Score -152707.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -152708.562500 Penalty: 2401.809082 Iteration 34Q: 3 clusters Score -152708.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -152710.843750 Penalty: 2401.809082 Iteration 35Q: 3 clusters Score -152710.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -152711.828125 Penalty: 2401.809082 Iteration 36Q: 3 clusters Score -152711.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -152711.734375 Penalty: 2401.809082 Iteration 37Q: 3 clusters Score -152711.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -152712.765625 Penalty: 2401.809082 Iteration 38Q: 3 clusters Score -152712.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -152713.015625 Penalty: 2401.809082 Iteration 39Q: 3 clusters Score -152713 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -152714.625000 Penalty: 2401.809082 Iteration 40F: 3 clusters Score -152714.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -152716.234375 Penalty: 2401.809082 Iteration 41Q: 3 clusters Score -152716.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -152716.796875 Penalty: 2401.809082 Iteration 42Q: 3 clusters Score -152716.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -152717.890625 Penalty: 2401.809082 Iteration 43Q: 3 clusters Score -152717.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -152718.593750 Penalty: 2401.809082 Iteration 44Q: 3 clusters Score -152718.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -152718.593750 Penalty: 2401.809082 Iteration 45F: 3 clusters Score -152718.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3760 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Entering Unmasked Estep Score: -339878.406250 Penalty: 1337.728271 Iteration 0F: 2 clusters Score -339878.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -336639.250000 Penalty: 2675.456543 Iteration 0F: 3 clusters Score -336639.2 nChanged 1495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -337598.781250 Penalty: 2675.456543 Iteration 1F: 3 clusters Score -337598.8 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -337964.125000 Penalty: 2675.456543 Iteration 2F: 3 clusters Score -337964.1 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -338498.031250 Penalty: 2675.456543 Iteration 3F: 3 clusters Score -338498 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -339109.750000 Penalty: 2675.456543 Iteration 4F: 3 clusters Score -339109.8 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -339715.156250 Penalty: 2675.456543 Iteration 5F: 3 clusters Score -339715.2 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -340333.343750 Penalty: 2675.456543 Iteration 6F: 3 clusters Score -340333.3 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -340960.531250 Penalty: 2675.456543 Iteration 7F: 3 clusters Score -340960.5 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -341316.281250 Penalty: 2675.456543 Iteration 8Q: 3 clusters Score -341316.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -341517.843750 Penalty: 2675.456543 Iteration 9Q: 3 clusters Score -341517.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -341582.906250 Penalty: 2675.456543 Iteration 10Q: 3 clusters Score -341582.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -341606.656250 Penalty: 2675.456543 Iteration 11Q: 3 clusters Score -341606.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -341621.875000 Penalty: 2675.456543 Iteration 12Q: 3 clusters Score -341621.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -341626.718750 Penalty: 2675.456543 Iteration 13Q: 3 clusters Score -341626.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -341629.375000 Penalty: 2675.456543 Iteration 14Q: 3 clusters Score -341629.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -341630.093750 Penalty: 2675.456543 Iteration 15Q: 3 clusters Score -341630.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -341631.375000 Penalty: 2675.456543 Iteration 16Q: 3 clusters Score -341631.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -341631.250000 Penalty: 2675.456543 Iteration 17Q: 3 clusters Score -341631.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -341631.437500 Penalty: 2675.456543 Iteration 18Q: 3 clusters Score -341631.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -341631.437500 Penalty: 2675.456543 Iteration 19F: 3 clusters Score -341631.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 2312 members Mstep: Class 3 contains 1796 members Mstep: Class 4 contains 1802 members Mstep: Class 6 contains 2494 members Mstep: Class 8 contains 1620 members Mstep: Class 9 contains 1964 members Mstep: Class 10 contains 806 members Mstep: Class 11 contains 2671 members Mstep: Class 12 contains 1916 members Mstep: Class 13 contains 1592 members Mstep: Class 15 contains 1489 members Mstep: Class 16 contains 913 members Mstep: Class 18 contains 13530 members Mstep: Class 19 contains 12935 members Mstep: Class 21 contains 14850 members Mstep: Class 22 contains 11294 members Entering Unmasked Estep Score: -7230108.000000 Penalty: 31164.371094 Splitting cluster 9 changes total score from -7228843.000000 to -7230108.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 10 (806 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Entering Unmasked Estep Score: -74252.835938 Penalty: 1087.463623 Iteration 0F: 2 clusters Score -74252.84 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 404 members Entering Unmasked Estep Score: -72950.562500 Penalty: 2174.927246 Iteration 0F: 3 clusters Score -72950.56 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -73165.671875 Penalty: 2174.927246 Iteration 1F: 3 clusters Score -73165.67 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -73235.101562 Penalty: 2174.927246 Iteration 2F: 3 clusters Score -73235.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -73269.421875 Penalty: 2174.927246 Iteration 3Q: 3 clusters Score -73269.42 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -73286.656250 Penalty: 2174.927246 Iteration 4Q: 3 clusters Score -73286.66 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -73303.109375 Penalty: 2174.927246 Iteration 5Q: 3 clusters Score -73303.11 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -73312.320312 Penalty: 2174.927246 Iteration 6Q: 3 clusters Score -73312.32 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -73321.843750 Penalty: 2174.927246 Iteration 7Q: 3 clusters Score -73321.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -73327.476562 Penalty: 2174.927246 Iteration 8Q: 3 clusters Score -73327.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -73330.593750 Penalty: 2174.927246 Iteration 9Q: 3 clusters Score -73330.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -73336.640625 Penalty: 2174.927246 Iteration 10Q: 3 clusters Score -73336.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -73342.148438 Penalty: 2174.927246 Iteration 11Q: 3 clusters Score -73342.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -73346.828125 Penalty: 2174.927246 Iteration 12Q: 3 clusters Score -73346.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -73349.859375 Penalty: 2174.927246 Iteration 13Q: 3 clusters Score -73349.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -73351.000000 Penalty: 2174.927246 Iteration 14Q: 3 clusters Score -73351 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -73351.335938 Penalty: 2174.927246 Iteration 15Q: 3 clusters Score -73351.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -73352.195312 Penalty: 2174.927246 Iteration 16Q: 3 clusters Score -73352.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -73353.085938 Penalty: 2174.927246 Iteration 17Q: 3 clusters Score -73353.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -73353.828125 Penalty: 2174.927246 Iteration 18Q: 3 clusters Score -73353.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -73353.828125 Penalty: 2174.927246 Iteration 19F: 3 clusters Score -73353.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2671 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Entering Unmasked Estep Score: -252127.781250 Penalty: 1282.158813 Iteration 0F: 2 clusters Score -252127.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -249610.218750 Penalty: 2564.317627 Iteration 0F: 3 clusters Score -249610.2 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -250195.734375 Penalty: 2564.317627 Iteration 1F: 3 clusters Score -250195.7 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -250317.671875 Penalty: 2564.317627 Iteration 2F: 3 clusters Score -250317.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -250379.640625 Penalty: 2564.317627 Iteration 3Q: 3 clusters Score -250379.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -250429.156250 Penalty: 2564.317627 Iteration 4Q: 3 clusters Score -250429.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -250463.953125 Penalty: 2564.317627 Iteration 5Q: 3 clusters Score -250464 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -250495.671875 Penalty: 2564.317627 Iteration 6Q: 3 clusters Score -250495.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -250523.937500 Penalty: 2564.317627 Iteration 7Q: 3 clusters Score -250523.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -250543.703125 Penalty: 2564.317627 Iteration 8Q: 3 clusters Score -250543.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -250566.656250 Penalty: 2564.317627 Iteration 9Q: 3 clusters Score -250566.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -250596.984375 Penalty: 2564.317627 Iteration 10Q: 3 clusters Score -250597 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -250631.703125 Penalty: 2564.317627 Iteration 11Q: 3 clusters Score -250631.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -250660.140625 Penalty: 2564.317627 Iteration 12Q: 3 clusters Score -250660.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -250685.656250 Penalty: 2564.317627 Iteration 13Q: 3 clusters Score -250685.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -250721.515625 Penalty: 2564.317627 Iteration 14Q: 3 clusters Score -250721.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -250767.671875 Penalty: 2564.317627 Iteration 15Q: 3 clusters Score -250767.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -250820.109375 Penalty: 2564.317627 Iteration 16Q: 3 clusters Score -250820.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -250860.031250 Penalty: 2564.317627 Iteration 17Q: 3 clusters Score -250860 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -250886.046875 Penalty: 2564.317627 Iteration 18Q: 3 clusters Score -250886 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -250908.484375 Penalty: 2564.317627 Iteration 19Q: 3 clusters Score -250908.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -250930.359375 Penalty: 2564.317627 Iteration 20F: 3 clusters Score -250930.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -250956.937500 Penalty: 2564.317627 Iteration 21Q: 3 clusters Score -250956.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -250980.296875 Penalty: 2564.317627 Iteration 22Q: 3 clusters Score -250980.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -250999.453125 Penalty: 2564.317627 Iteration 23Q: 3 clusters Score -250999.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -251016.328125 Penalty: 2564.317627 Iteration 24Q: 3 clusters Score -251016.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -251037.593750 Penalty: 2564.317627 Iteration 25Q: 3 clusters Score -251037.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -251054.656250 Penalty: 2564.317627 Iteration 26Q: 3 clusters Score -251054.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -251063.968750 Penalty: 2564.317627 Iteration 27Q: 3 clusters Score -251064 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -251072.390625 Penalty: 2564.317627 Iteration 28Q: 3 clusters Score -251072.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -251082.062500 Penalty: 2564.317627 Iteration 29Q: 3 clusters Score -251082.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -251087.406250 Penalty: 2564.317627 Iteration 30Q: 3 clusters Score -251087.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -251089.765625 Penalty: 2564.317627 Iteration 31Q: 3 clusters Score -251089.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -251091.640625 Penalty: 2564.317627 Iteration 32Q: 3 clusters Score -251091.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -251092.437500 Penalty: 2564.317627 Iteration 33Q: 3 clusters Score -251092.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -251092.437500 Penalty: 2564.317627 Iteration 34F: 3 clusters Score -251092.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1916 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Entering Unmasked Estep Score: -162826.000000 Penalty: 1228.174194 Iteration 0F: 2 clusters Score -162826 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -160852.140625 Penalty: 2456.348389 Iteration 0F: 3 clusters Score -160852.1 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -161377.390625 Penalty: 2456.348389 Iteration 1F: 3 clusters Score -161377.4 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -161611.031250 Penalty: 2456.348389 Iteration 2F: 3 clusters Score -161611 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -161809.750000 Penalty: 2456.348389 Iteration 3F: 3 clusters Score -161809.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -161949.031250 Penalty: 2456.348389 Iteration 4F: 3 clusters Score -161949 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -162069.343750 Penalty: 2456.348389 Iteration 5F: 3 clusters Score -162069.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -162153.578125 Penalty: 2456.348389 Iteration 6Q: 3 clusters Score -162153.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -162232.640625 Penalty: 2456.348389 Iteration 7Q: 3 clusters Score -162232.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -162311.562500 Penalty: 2456.348389 Iteration 8Q: 3 clusters Score -162311.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -162411.203125 Penalty: 2456.348389 Iteration 9Q: 3 clusters Score -162411.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -162484.156250 Penalty: 2456.348389 Iteration 10Q: 3 clusters Score -162484.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -162541.890625 Penalty: 2456.348389 Iteration 11Q: 3 clusters Score -162541.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -162588.468750 Penalty: 2456.348389 Iteration 12Q: 3 clusters Score -162588.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -162641.359375 Penalty: 2456.348389 Iteration 13Q: 3 clusters Score -162641.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -162697.921875 Penalty: 2456.348389 Iteration 14Q: 3 clusters Score -162697.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -162756.718750 Penalty: 2456.348389 Iteration 15Q: 3 clusters Score -162756.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -162777.703125 Penalty: 2456.348389 Iteration 16Q: 3 clusters Score -162777.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -162789.218750 Penalty: 2456.348389 Iteration 17Q: 3 clusters Score -162789.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -162799.500000 Penalty: 2456.348389 Iteration 18Q: 3 clusters Score -162799.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -162808.812500 Penalty: 2456.348389 Iteration 19Q: 3 clusters Score -162808.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -162833.828125 Penalty: 2456.348389 Iteration 20F: 3 clusters Score -162833.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -162852.546875 Penalty: 2456.348389 Iteration 21Q: 3 clusters Score -162852.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -162864.546875 Penalty: 2456.348389 Iteration 22Q: 3 clusters Score -162864.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -162869.625000 Penalty: 2456.348389 Iteration 23Q: 3 clusters Score -162869.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -162871.453125 Penalty: 2456.348389 Iteration 24Q: 3 clusters Score -162871.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -162871.453125 Penalty: 2456.348389 Iteration 25F: 3 clusters Score -162871.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 2312 members Mstep: Class 3 contains 1796 members Mstep: Class 4 contains 1802 members Mstep: Class 5 contains 1072 members Mstep: Class 6 contains 2494 members Mstep: Class 8 contains 1620 members Mstep: Class 9 contains 1964 members Mstep: Class 10 contains 806 members Mstep: Class 11 contains 2671 members Mstep: Class 12 contains 844 members Mstep: Class 13 contains 1592 members Mstep: Class 15 contains 1489 members Mstep: Class 16 contains 913 members Mstep: Class 18 contains 13530 members Mstep: Class 19 contains 12935 members Mstep: Class 21 contains 14850 members Mstep: Class 22 contains 11294 members Entering Unmasked Estep Score: -7229559.500000 Penalty: 32997.570312 Splitting cluster 12 changes total score from -7228843.000000 to -7229559.500000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 13 (1592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Entering Unmasked Estep Score: -135981.031250 Penalty: 1198.071289 Iteration 0F: 2 clusters Score -135981 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -134231.843750 Penalty: 2396.142578 Iteration 0F: 3 clusters Score -134231.8 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -134899.250000 Penalty: 2396.142578 Iteration 1F: 3 clusters Score -134899.2 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -135385.750000 Penalty: 2396.142578 Iteration 2F: 3 clusters Score -135385.8 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -136196.406250 Penalty: 2396.142578 Iteration 3F: 3 clusters Score -136196.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -136764.921875 Penalty: 2396.142578 Iteration 4F: 3 clusters Score -136764.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -137046.046875 Penalty: 2396.142578 Iteration 5F: 3 clusters Score -137046 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -137192.828125 Penalty: 2396.142578 Iteration 6Q: 3 clusters Score -137192.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -137377.281250 Penalty: 2396.142578 Iteration 7Q: 3 clusters Score -137377.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -137451.718750 Penalty: 2396.142578 Iteration 8Q: 3 clusters Score -137451.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -137492.562500 Penalty: 2396.142578 Iteration 9Q: 3 clusters Score -137492.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -137523.906250 Penalty: 2396.142578 Iteration 10Q: 3 clusters Score -137523.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -137531.609375 Penalty: 2396.142578 Iteration 11Q: 3 clusters Score -137531.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -137531.609375 Penalty: 2396.142578 Iteration 12F: 3 clusters Score -137531.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 2312 members Mstep: Class 3 contains 1796 members Mstep: Class 4 contains 1802 members Mstep: Class 5 contains 1072 members Mstep: Class 6 contains 2494 members Mstep: Class 7 contains 352 members Mstep: Class 8 contains 1620 members Mstep: Class 9 contains 1964 members Mstep: Class 10 contains 806 members Mstep: Class 11 contains 2671 members Mstep: Class 12 contains 844 members Mstep: Class 13 contains 1240 members Mstep: Class 15 contains 1489 members Mstep: Class 16 contains 913 members Mstep: Class 18 contains 13530 members Mstep: Class 19 contains 12935 members Mstep: Class 21 contains 14850 members Mstep: Class 22 contains 11294 members Entering Unmasked Estep Score: -7230480.000000 Penalty: 34830.769531 Splitting cluster 13 changes total score from -7228843.000000 to -7230480.000000 So it's getting split into cluster 7. Entering ConstructFrom: Trying to split cluster 15 (1489 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Entering Unmasked Estep Score: -137111.468750 Penalty: 1187.202271 Iteration 0F: 2 clusters Score -137111.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -135367.156250 Penalty: 2374.404541 Iteration 0F: 3 clusters Score -135367.2 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -135747.562500 Penalty: 2374.404541 Iteration 1F: 3 clusters Score -135747.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -135876.828125 Penalty: 2374.404541 Iteration 2F: 3 clusters Score -135876.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -135958.687500 Penalty: 2374.404541 Iteration 3F: 3 clusters Score -135958.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -136033.015625 Penalty: 2374.404541 Iteration 4Q: 3 clusters Score -136033 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -136111.906250 Penalty: 2374.404541 Iteration 5Q: 3 clusters Score -136111.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -136158.578125 Penalty: 2374.404541 Iteration 6Q: 3 clusters Score -136158.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -136191.843750 Penalty: 2374.404541 Iteration 7Q: 3 clusters Score -136191.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -136213.046875 Penalty: 2374.404541 Iteration 8Q: 3 clusters Score -136213 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -136242.015625 Penalty: 2374.404541 Iteration 9Q: 3 clusters Score -136242 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -136259.265625 Penalty: 2374.404541 Iteration 10Q: 3 clusters Score -136259.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -136271.781250 Penalty: 2374.404541 Iteration 11Q: 3 clusters Score -136271.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -136282.140625 Penalty: 2374.404541 Iteration 12Q: 3 clusters Score -136282.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -136294.171875 Penalty: 2374.404541 Iteration 13Q: 3 clusters Score -136294.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -136307.859375 Penalty: 2374.404541 Iteration 14Q: 3 clusters Score -136307.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -136316.687500 Penalty: 2374.404541 Iteration 15Q: 3 clusters Score -136316.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -136332.687500 Penalty: 2374.404541 Iteration 16Q: 3 clusters Score -136332.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -136348.937500 Penalty: 2374.404541 Iteration 17Q: 3 clusters Score -136348.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -136365.390625 Penalty: 2374.404541 Iteration 18Q: 3 clusters Score -136365.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -136377.515625 Penalty: 2374.404541 Iteration 19Q: 3 clusters Score -136377.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -136386.312500 Penalty: 2374.404541 Iteration 20F: 3 clusters Score -136386.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -136401.250000 Penalty: 2374.404541 Iteration 21Q: 3 clusters Score -136401.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -136417.781250 Penalty: 2374.404541 Iteration 22Q: 3 clusters Score -136417.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -136429.109375 Penalty: 2374.404541 Iteration 23Q: 3 clusters Score -136429.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -136441.750000 Penalty: 2374.404541 Iteration 24Q: 3 clusters Score -136441.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -136450.593750 Penalty: 2374.404541 Iteration 25Q: 3 clusters Score -136450.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -136457.562500 Penalty: 2374.404541 Iteration 26Q: 3 clusters Score -136457.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -136460.546875 Penalty: 2374.404541 Iteration 27Q: 3 clusters Score -136460.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -136463.187500 Penalty: 2374.404541 Iteration 28Q: 3 clusters Score -136463.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -136465.265625 Penalty: 2374.404541 Iteration 29Q: 3 clusters Score -136465.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -136468.718750 Penalty: 2374.404541 Iteration 30Q: 3 clusters Score -136468.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -136474.625000 Penalty: 2374.404541 Iteration 31Q: 3 clusters Score -136474.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -136479.343750 Penalty: 2374.404541 Iteration 32Q: 3 clusters Score -136479.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -136481.625000 Penalty: 2374.404541 Iteration 33Q: 3 clusters Score -136481.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -136485.953125 Penalty: 2374.404541 Iteration 34Q: 3 clusters Score -136486 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -136488.937500 Penalty: 2374.404541 Iteration 35Q: 3 clusters Score -136488.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -136490.437500 Penalty: 2374.404541 Iteration 36Q: 3 clusters Score -136490.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -136494.234375 Penalty: 2374.404541 Iteration 37Q: 3 clusters Score -136494.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -136495.078125 Penalty: 2374.404541 Iteration 38Q: 3 clusters Score -136495.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -136497.000000 Penalty: 2374.404541 Iteration 39Q: 3 clusters Score -136497 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -136500.062500 Penalty: 2374.404541 Iteration 40F: 3 clusters Score -136500.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -136503.406250 Penalty: 2374.404541 Iteration 41Q: 3 clusters Score -136503.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -136506.750000 Penalty: 2374.404541 Iteration 42Q: 3 clusters Score -136506.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -136508.921875 Penalty: 2374.404541 Iteration 43Q: 3 clusters Score -136508.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -136510.390625 Penalty: 2374.404541 Iteration 44Q: 3 clusters Score -136510.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -136511.593750 Penalty: 2374.404541 Iteration 45Q: 3 clusters Score -136511.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -136513.734375 Penalty: 2374.404541 Iteration 46Q: 3 clusters Score -136513.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -136518.171875 Penalty: 2374.404541 Iteration 47Q: 3 clusters Score -136518.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -136519.562500 Penalty: 2374.404541 Iteration 48Q: 3 clusters Score -136519.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -136520.562500 Penalty: 2374.404541 Iteration 49Q: 3 clusters Score -136520.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -136522.031250 Penalty: 2374.404541 Iteration 50Q: 3 clusters Score -136522 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -136522.812500 Penalty: 2374.404541 Iteration 51Q: 3 clusters Score -136522.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -136523.609375 Penalty: 2374.404541 Iteration 52Q: 3 clusters Score -136523.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -136523.859375 Penalty: 2374.404541 Iteration 53Q: 3 clusters Score -136523.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -136524.562500 Penalty: 2374.404541 Iteration 54Q: 3 clusters Score -136524.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -136525.906250 Penalty: 2374.404541 Iteration 55Q: 3 clusters Score -136525.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -136525.906250 Penalty: 2374.404541 Iteration 56F: 3 clusters Score -136525.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (913 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Entering Unmasked Estep Score: -76873.695312 Penalty: 1107.719604 Iteration 0F: 2 clusters Score -76873.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -75540.851562 Penalty: 2215.439209 Iteration 0F: 3 clusters Score -75540.85 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -76015.664062 Penalty: 2215.439209 Iteration 1F: 3 clusters Score -76015.66 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -76486.109375 Penalty: 2215.439209 Iteration 2F: 3 clusters Score -76486.11 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -77107.828125 Penalty: 2215.439209 Iteration 3F: 3 clusters Score -77107.83 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -77785.953125 Penalty: 2215.439209 Iteration 4F: 3 clusters Score -77785.95 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -78177.664062 Penalty: 2215.439209 Iteration 5F: 3 clusters Score -78177.66 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -78239.640625 Penalty: 2215.439209 Iteration 6Q: 3 clusters Score -78239.64 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -78248.335938 Penalty: 2215.439209 Iteration 7Q: 3 clusters Score -78248.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -78248.335938 Penalty: 2215.439209 Iteration 8F: 3 clusters Score -78248.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 2312 members Mstep: Class 3 contains 1796 members Mstep: Class 4 contains 1802 members Mstep: Class 5 contains 1072 members Mstep: Class 6 contains 2494 members Mstep: Class 7 contains 352 members Mstep: Class 8 contains 1620 members Mstep: Class 9 contains 1964 members Mstep: Class 10 contains 806 members Mstep: Class 11 contains 2671 members Mstep: Class 12 contains 844 members Mstep: Class 13 contains 1240 members Mstep: Class 14 contains 495 members Mstep: Class 15 contains 1489 members Mstep: Class 16 contains 418 members Mstep: Class 18 contains 13530 members Mstep: Class 19 contains 12935 members Mstep: Class 21 contains 14850 members Mstep: Class 22 contains 11294 members Entering Unmasked Estep Score: -7231128.500000 Penalty: 36663.964844 Splitting cluster 16 changes total score from -7228843.000000 to -7231128.500000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 18 (13530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13530 members Entering Unmasked Estep Score: -1287623.750000 Penalty: 1545.807983 Iteration 0F: 2 clusters Score -1287624 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6775 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -1278235.125000 Penalty: 3091.615967 Iteration 0F: 3 clusters Score -1278235 nChanged 5945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6652 members Mstep: Class 2 contains 6878 members Entering Unmasked Estep Score: -1281830.875000 Penalty: 3091.615967 Iteration 1F: 3 clusters Score -1281831 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6390 members Mstep: Class 2 contains 7140 members Entering Unmasked Estep Score: -1282820.375000 Penalty: 3091.615967 Iteration 2F: 3 clusters Score -1282820 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5919 members Mstep: Class 2 contains 7611 members Entering Unmasked Estep Score: -1284410.625000 Penalty: 3091.615967 Iteration 3F: 3 clusters Score -1284411 nChanged 1399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 8108 members Entering Unmasked Estep Score: -1286560.375000 Penalty: 3091.615967 Iteration 4F: 3 clusters Score -1286560 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5120 members Mstep: Class 2 contains 8410 members Entering Unmasked Estep Score: -1288617.125000 Penalty: 3091.615967 Iteration 5F: 3 clusters Score -1288617 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 8523 members Entering Unmasked Estep Score: -1289763.000000 Penalty: 3091.615967 Iteration 6F: 3 clusters Score -1289763 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 8555 members Entering Unmasked Estep Score: -1290264.500000 Penalty: 3091.615967 Iteration 7Q: 3 clusters Score -1290264 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 8632 members Entering Unmasked Estep Score: -1290461.000000 Penalty: 3091.615967 Iteration 8Q: 3 clusters Score -1290461 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 8731 members Entering Unmasked Estep Score: -1290571.250000 Penalty: 3091.615967 Iteration 9Q: 3 clusters Score -1290571 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 8844 members Entering Unmasked Estep Score: -1290669.375000 Penalty: 3091.615967 Iteration 10Q: 3 clusters Score -1290669 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 8978 members Entering Unmasked Estep Score: -1290779.375000 Penalty: 3091.615967 Iteration 11Q: 3 clusters Score -1290779 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 9113 members Entering Unmasked Estep Score: -1290897.250000 Penalty: 3091.615967 Iteration 12Q: 3 clusters Score -1290897 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 9246 members Entering Unmasked Estep Score: -1291003.500000 Penalty: 3091.615967 Iteration 13Q: 3 clusters Score -1291004 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 9367 members Entering Unmasked Estep Score: -1291102.125000 Penalty: 3091.615967 Iteration 14Q: 3 clusters Score -1291102 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 9487 members Entering Unmasked Estep Score: -1291218.125000 Penalty: 3091.615967 Iteration 15Q: 3 clusters Score -1291218 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 9606 members Entering Unmasked Estep Score: -1291328.000000 Penalty: 3091.615967 Iteration 16Q: 3 clusters Score -1291328 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 9711 members Entering Unmasked Estep Score: -1291425.625000 Penalty: 3091.615967 Iteration 17Q: 3 clusters Score -1291426 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 9801 members Entering Unmasked Estep Score: -1291480.750000 Penalty: 3091.615967 Iteration 18Q: 3 clusters Score -1291481 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 9883 members Entering Unmasked Estep Score: -1291520.750000 Penalty: 3091.615967 Iteration 19Q: 3 clusters Score -1291521 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 9953 members Entering Unmasked Estep Score: -1291557.750000 Penalty: 3091.615967 Iteration 20F: 3 clusters Score -1291558 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 10024 members Entering Unmasked Estep Score: -1291581.875000 Penalty: 3091.615967 Iteration 21Q: 3 clusters Score -1291582 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 10083 members Entering Unmasked Estep Score: -1291605.625000 Penalty: 3091.615967 Iteration 22Q: 3 clusters Score -1291606 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 10124 members Entering Unmasked Estep Score: -1291619.375000 Penalty: 3091.615967 Iteration 23Q: 3 clusters Score -1291619 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 10142 members Entering Unmasked Estep Score: -1291621.000000 Penalty: 3091.615967 Iteration 24Q: 3 clusters Score -1291621 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 10149 members Entering Unmasked Estep Score: -1291617.125000 Penalty: 3091.615967 Iteration 25Q: 3 clusters Score -1291617 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 10155 members Entering Unmasked Estep Score: -1291618.875000 Penalty: 3091.615967 Iteration 26Q: 3 clusters Score -1291619 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 10160 members Entering Unmasked Estep Score: -1291619.250000 Penalty: 3091.615967 Iteration 27Q: 3 clusters Score -1291619 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 10163 members Entering Unmasked Estep Score: -1291619.250000 Penalty: 3091.615967 Iteration 28Q: 3 clusters Score -1291619 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 10166 members Entering Unmasked Estep Score: -1291619.875000 Penalty: 3091.615967 Iteration 29Q: 3 clusters Score -1291620 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 10168 members Entering Unmasked Estep Score: -1291624.000000 Penalty: 3091.615967 Iteration 30Q: 3 clusters Score -1291624 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 10168 members Entering Unmasked Estep Score: -1291624.000000 Penalty: 3091.615967 Iteration 31F: 3 clusters Score -1291624 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 2312 members Mstep: Class 3 contains 1796 members Mstep: Class 4 contains 1802 members Mstep: Class 5 contains 1072 members Mstep: Class 6 contains 2494 members Mstep: Class 7 contains 352 members Mstep: Class 8 contains 1620 members Mstep: Class 9 contains 1964 members Mstep: Class 10 contains 806 members Mstep: Class 11 contains 2671 members Mstep: Class 12 contains 844 members Mstep: Class 13 contains 1240 members Mstep: Class 14 contains 495 members Mstep: Class 15 contains 1489 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 10168 members Mstep: Class 18 contains 3362 members Mstep: Class 19 contains 12935 members Mstep: Class 21 contains 14850 members Mstep: Class 22 contains 11294 members Entering Unmasked Estep Score: -7234835.500000 Penalty: 38497.164062 Splitting cluster 18 changes total score from -7228843.000000 to -7234835.500000 So it's getting split into cluster 17. Entering ConstructFrom: Trying to split cluster 19 (12935 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12935 members Entering Unmasked Estep Score: -1245286.250000 Penalty: 1538.500000 Iteration 0F: 2 clusters Score -1245286 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6461 members Mstep: Class 2 contains 6474 members Entering Unmasked Estep Score: -1236177.125000 Penalty: 3077.000000 Iteration 0F: 3 clusters Score -1236177 nChanged 5755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6332 members Mstep: Class 2 contains 6603 members Entering Unmasked Estep Score: -1239316.375000 Penalty: 3077.000000 Iteration 1F: 3 clusters Score -1239316 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6235 members Mstep: Class 2 contains 6700 members Entering Unmasked Estep Score: -1239625.375000 Penalty: 3077.000000 Iteration 2F: 3 clusters Score -1239625 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6132 members Mstep: Class 2 contains 6803 members Entering Unmasked Estep Score: -1239863.875000 Penalty: 3077.000000 Iteration 3Q: 3 clusters Score -1239864 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5999 members Mstep: Class 2 contains 6936 members Entering Unmasked Estep Score: -1240087.000000 Penalty: 3077.000000 Iteration 4Q: 3 clusters Score -1240087 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5822 members Mstep: Class 2 contains 7113 members Entering Unmasked Estep Score: -1240306.125000 Penalty: 3077.000000 Iteration 5Q: 3 clusters Score -1240306 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5614 members Mstep: Class 2 contains 7321 members Entering Unmasked Estep Score: -1240585.250000 Penalty: 3077.000000 Iteration 6Q: 3 clusters Score -1240585 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 7565 members Entering Unmasked Estep Score: -1240968.125000 Penalty: 3077.000000 Iteration 7Q: 3 clusters Score -1240968 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 7837 members Entering Unmasked Estep Score: -1241466.875000 Penalty: 3077.000000 Iteration 8F: 3 clusters Score -1241467 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4832 members Mstep: Class 2 contains 8103 members Entering Unmasked Estep Score: -1242007.750000 Penalty: 3077.000000 Iteration 9F: 3 clusters Score -1242008 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 8325 members Entering Unmasked Estep Score: -1242543.750000 Penalty: 3077.000000 Iteration 10F: 3 clusters Score -1242544 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 8472 members Entering Unmasked Estep Score: -1242936.000000 Penalty: 3077.000000 Iteration 11Q: 3 clusters Score -1242936 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 8553 members Entering Unmasked Estep Score: -1243194.750000 Penalty: 3077.000000 Iteration 12Q: 3 clusters Score -1243195 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4271 members Mstep: Class 2 contains 8664 members Entering Unmasked Estep Score: -1243337.500000 Penalty: 3077.000000 Iteration 13Q: 3 clusters Score -1243338 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 8761 members Entering Unmasked Estep Score: -1243421.125000 Penalty: 3077.000000 Iteration 14Q: 3 clusters Score -1243421 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 8863 members Entering Unmasked Estep Score: -1243481.375000 Penalty: 3077.000000 Iteration 15Q: 3 clusters Score -1243481 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 8961 members Entering Unmasked Estep Score: -1243520.250000 Penalty: 3077.000000 Iteration 16Q: 3 clusters Score -1243520 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 9042 members Entering Unmasked Estep Score: -1243552.000000 Penalty: 3077.000000 Iteration 17Q: 3 clusters Score -1243552 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 9116 members Entering Unmasked Estep Score: -1243580.125000 Penalty: 3077.000000 Iteration 18Q: 3 clusters Score -1243580 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 9197 members Entering Unmasked Estep Score: -1243614.125000 Penalty: 3077.000000 Iteration 19Q: 3 clusters Score -1243614 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 9273 members Entering Unmasked Estep Score: -1243637.750000 Penalty: 3077.000000 Iteration 20F: 3 clusters Score -1243638 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 9337 members Entering Unmasked Estep Score: -1243652.625000 Penalty: 3077.000000 Iteration 21Q: 3 clusters Score -1243653 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 9391 members Entering Unmasked Estep Score: -1243664.125000 Penalty: 3077.000000 Iteration 22Q: 3 clusters Score -1243664 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 9440 members Entering Unmasked Estep Score: -1243676.875000 Penalty: 3077.000000 Iteration 23Q: 3 clusters Score -1243677 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 9491 members Entering Unmasked Estep Score: -1243691.375000 Penalty: 3077.000000 Iteration 24Q: 3 clusters Score -1243691 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 9548 members Entering Unmasked Estep Score: -1243699.250000 Penalty: 3077.000000 Iteration 25Q: 3 clusters Score -1243699 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 9596 members Entering Unmasked Estep Score: -1243709.750000 Penalty: 3077.000000 Iteration 26Q: 3 clusters Score -1243710 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 9652 members Entering Unmasked Estep Score: -1243722.750000 Penalty: 3077.000000 Iteration 27Q: 3 clusters Score -1243723 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 9704 members Entering Unmasked Estep Score: -1243730.000000 Penalty: 3077.000000 Iteration 28Q: 3 clusters Score -1243730 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 9753 members Entering Unmasked Estep Score: -1243742.250000 Penalty: 3077.000000 Iteration 29Q: 3 clusters Score -1243742 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 9787 members Entering Unmasked Estep Score: -1243746.250000 Penalty: 3077.000000 Iteration 30Q: 3 clusters Score -1243746 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 9824 members Entering Unmasked Estep Score: -1243755.000000 Penalty: 3077.000000 Iteration 31Q: 3 clusters Score -1243755 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 9851 members Entering Unmasked Estep Score: -1243756.125000 Penalty: 3077.000000 Iteration 32Q: 3 clusters Score -1243756 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 9876 members Entering Unmasked Estep Score: -1243762.500000 Penalty: 3077.000000 Iteration 33Q: 3 clusters Score -1243762 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 9901 members Entering Unmasked Estep Score: -1243761.875000 Penalty: 3077.000000 Iteration 34Q: 3 clusters Score -1243762 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 9926 members Entering Unmasked Estep Score: -1243771.250000 Penalty: 3077.000000 Iteration 35Q: 3 clusters Score -1243771 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 9946 members Entering Unmasked Estep Score: -1243777.500000 Penalty: 3077.000000 Iteration 36Q: 3 clusters Score -1243778 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 9965 members Entering Unmasked Estep Score: -1243779.750000 Penalty: 3077.000000 Iteration 37Q: 3 clusters Score -1243780 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 9980 members Entering Unmasked Estep Score: -1243780.875000 Penalty: 3077.000000 Iteration 38Q: 3 clusters Score -1243781 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 9996 members Entering Unmasked Estep Score: -1243781.250000 Penalty: 3077.000000 Iteration 39Q: 3 clusters Score -1243781 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 10014 members Entering Unmasked Estep Score: -1243783.250000 Penalty: 3077.000000 Iteration 40F: 3 clusters Score -1243783 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 10031 members Entering Unmasked Estep Score: -1243788.000000 Penalty: 3077.000000 Iteration 41Q: 3 clusters Score -1243788 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 10039 members Entering Unmasked Estep Score: -1243789.125000 Penalty: 3077.000000 Iteration 42Q: 3 clusters Score -1243789 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 10047 members Entering Unmasked Estep Score: -1243791.500000 Penalty: 3077.000000 Iteration 43Q: 3 clusters Score -1243792 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 10055 members Entering Unmasked Estep Score: -1243789.125000 Penalty: 3077.000000 Iteration 44Q: 3 clusters Score -1243789 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 10066 members Entering Unmasked Estep Score: -1243792.375000 Penalty: 3077.000000 Iteration 45Q: 3 clusters Score -1243792 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 10081 members Entering Unmasked Estep Score: -1243791.750000 Penalty: 3077.000000 Iteration 46Q: 3 clusters Score -1243792 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 10095 members Entering Unmasked Estep Score: -1243796.125000 Penalty: 3077.000000 Iteration 47Q: 3 clusters Score -1243796 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 10115 members Entering Unmasked Estep Score: -1243805.500000 Penalty: 3077.000000 Iteration 48Q: 3 clusters Score -1243806 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 10136 members Entering Unmasked Estep Score: -1243808.875000 Penalty: 3077.000000 Iteration 49Q: 3 clusters Score -1243809 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 10156 members Entering Unmasked Estep Score: -1243811.875000 Penalty: 3077.000000 Iteration 50Q: 3 clusters Score -1243812 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 10184 members Entering Unmasked Estep Score: -1243818.750000 Penalty: 3077.000000 Iteration 51Q: 3 clusters Score -1243819 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 10207 members Entering Unmasked Estep Score: -1243820.000000 Penalty: 3077.000000 Iteration 52Q: 3 clusters Score -1243820 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 10234 members Entering Unmasked Estep Score: -1243823.375000 Penalty: 3077.000000 Iteration 53Q: 3 clusters Score -1243823 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 10261 members Entering Unmasked Estep Score: -1243834.500000 Penalty: 3077.000000 Iteration 54Q: 3 clusters Score -1243834 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 10294 members Entering Unmasked Estep Score: -1243838.625000 Penalty: 3077.000000 Iteration 55Q: 3 clusters Score -1243839 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 10327 members Entering Unmasked Estep Score: -1243846.375000 Penalty: 3077.000000 Iteration 56Q: 3 clusters Score -1243846 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 10363 members Entering Unmasked Estep Score: -1243854.375000 Penalty: 3077.000000 Iteration 57Q: 3 clusters Score -1243854 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 10389 members Entering Unmasked Estep Score: -1243861.375000 Penalty: 3077.000000 Iteration 58Q: 3 clusters Score -1243861 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 10414 members Entering Unmasked Estep Score: -1243865.625000 Penalty: 3077.000000 Iteration 59Q: 3 clusters Score -1243866 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 10440 members Entering Unmasked Estep Score: -1243875.750000 Penalty: 3077.000000 Iteration 60F: 3 clusters Score -1243876 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 10467 members Entering Unmasked Estep Score: -1243878.750000 Penalty: 3077.000000 Iteration 61Q: 3 clusters Score -1243879 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 10493 members Entering Unmasked Estep Score: -1243885.500000 Penalty: 3077.000000 Iteration 62Q: 3 clusters Score -1243886 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 10528 members Entering Unmasked Estep Score: -1243891.875000 Penalty: 3077.000000 Iteration 63Q: 3 clusters Score -1243892 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 10569 members Entering Unmasked Estep Score: -1243913.000000 Penalty: 3077.000000 Iteration 64Q: 3 clusters Score -1243913 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 10624 members Entering Unmasked Estep Score: -1243931.875000 Penalty: 3077.000000 Iteration 65Q: 3 clusters Score -1243932 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 10675 members Entering Unmasked Estep Score: -1243950.250000 Penalty: 3077.000000 Iteration 66Q: 3 clusters Score -1243950 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 10726 members Entering Unmasked Estep Score: -1243970.125000 Penalty: 3077.000000 Iteration 67Q: 3 clusters Score -1243970 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 10778 members Entering Unmasked Estep Score: -1243987.250000 Penalty: 3077.000000 Iteration 68Q: 3 clusters Score -1243987 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 10818 members Entering Unmasked Estep Score: -1244005.375000 Penalty: 3077.000000 Iteration 69Q: 3 clusters Score -1244005 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 10860 members Entering Unmasked Estep Score: -1244022.750000 Penalty: 3077.000000 Iteration 70Q: 3 clusters Score -1244023 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 10913 members Entering Unmasked Estep Score: -1244047.625000 Penalty: 3077.000000 Iteration 71Q: 3 clusters Score -1244048 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 10971 members Entering Unmasked Estep Score: -1244075.500000 Penalty: 3077.000000 Iteration 72Q: 3 clusters Score -1244076 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 11027 members Entering Unmasked Estep Score: -1244104.125000 Penalty: 3077.000000 Iteration 73Q: 3 clusters Score -1244104 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 11082 members Entering Unmasked Estep Score: -1244135.875000 Penalty: 3077.000000 Iteration 74Q: 3 clusters Score -1244136 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 11140 members Entering Unmasked Estep Score: -1244164.750000 Penalty: 3077.000000 Iteration 75Q: 3 clusters Score -1244165 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 11183 members Entering Unmasked Estep Score: -1244194.250000 Penalty: 3077.000000 Iteration 76Q: 3 clusters Score -1244194 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 11230 members Entering Unmasked Estep Score: -1244226.375000 Penalty: 3077.000000 Iteration 77Q: 3 clusters Score -1244226 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 11278 members Entering Unmasked Estep Score: -1244258.250000 Penalty: 3077.000000 Iteration 78Q: 3 clusters Score -1244258 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 11327 members Entering Unmasked Estep Score: -1244283.625000 Penalty: 3077.000000 Iteration 79Q: 3 clusters Score -1244284 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 11368 members Entering Unmasked Estep Score: -1244304.250000 Penalty: 3077.000000 Iteration 80F: 3 clusters Score -1244304 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 11397 members Entering Unmasked Estep Score: -1244317.500000 Penalty: 3077.000000 Iteration 81Q: 3 clusters Score -1244318 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 11420 members Entering Unmasked Estep Score: -1244324.125000 Penalty: 3077.000000 Iteration 82Q: 3 clusters Score -1244324 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 11436 members Entering Unmasked Estep Score: -1244327.000000 Penalty: 3077.000000 Iteration 83Q: 3 clusters Score -1244327 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 11453 members Entering Unmasked Estep Score: -1244332.500000 Penalty: 3077.000000 Iteration 84Q: 3 clusters Score -1244332 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 11474 members Entering Unmasked Estep Score: -1244336.000000 Penalty: 3077.000000 Iteration 85Q: 3 clusters Score -1244336 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 11484 members Entering Unmasked Estep Score: -1244338.125000 Penalty: 3077.000000 Iteration 86Q: 3 clusters Score -1244338 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 11495 members Entering Unmasked Estep Score: -1244343.250000 Penalty: 3077.000000 Iteration 87Q: 3 clusters Score -1244343 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 11503 members Entering Unmasked Estep Score: -1244343.000000 Penalty: 3077.000000 Iteration 88Q: 3 clusters Score -1244343 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 11508 members Entering Unmasked Estep Score: -1244344.875000 Penalty: 3077.000000 Iteration 89Q: 3 clusters Score -1244345 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 11515 members Entering Unmasked Estep Score: -1244346.500000 Penalty: 3077.000000 Iteration 90Q: 3 clusters Score -1244346 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 11519 members Entering Unmasked Estep Score: -1244349.750000 Penalty: 3077.000000 Iteration 91Q: 3 clusters Score -1244350 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 11526 members Entering Unmasked Estep Score: -1244351.750000 Penalty: 3077.000000 Iteration 92Q: 3 clusters Score -1244352 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 11533 members Entering Unmasked Estep Score: -1244352.875000 Penalty: 3077.000000 Iteration 93Q: 3 clusters Score -1244353 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 11542 members Entering Unmasked Estep Score: -1244354.750000 Penalty: 3077.000000 Iteration 94Q: 3 clusters Score -1244355 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 11551 members Entering Unmasked Estep Score: -1244357.625000 Penalty: 3077.000000 Iteration 95Q: 3 clusters Score -1244358 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 11552 members Entering Unmasked Estep Score: -1244360.875000 Penalty: 3077.000000 Iteration 96Q: 3 clusters Score -1244361 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 11554 members Entering Unmasked Estep Score: -1244361.375000 Penalty: 3077.000000 Iteration 97Q: 3 clusters Score -1244361 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 11556 members Entering Unmasked Estep Score: -1244360.500000 Penalty: 3077.000000 Iteration 98Q: 3 clusters Score -1244360 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 11559 members Entering Unmasked Estep Score: -1244360.375000 Penalty: 3077.000000 Iteration 99Q: 3 clusters Score -1244360 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 11560 members Entering Unmasked Estep Score: -1244360.875000 Penalty: 3077.000000 Iteration 100F: 3 clusters Score -1244361 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (14850 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14850 members Entering Unmasked Estep Score: -1379089.250000 Penalty: 1560.935181 Iteration 0F: 2 clusters Score -1379089 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7425 members Mstep: Class 2 contains 7425 members Entering Unmasked Estep Score: -1368810.000000 Penalty: 3121.870361 Iteration 0F: 3 clusters Score -1368810 nChanged 6578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7685 members Mstep: Class 2 contains 7165 members Entering Unmasked Estep Score: -1372877.125000 Penalty: 3121.870361 Iteration 1F: 3 clusters Score -1372877 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7973 members Mstep: Class 2 contains 6877 members Entering Unmasked Estep Score: -1373877.625000 Penalty: 3121.870361 Iteration 2F: 3 clusters Score -1373878 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8364 members Mstep: Class 2 contains 6486 members Entering Unmasked Estep Score: -1374991.000000 Penalty: 3121.870361 Iteration 3F: 3 clusters Score -1374991 nChanged 1267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8913 members Mstep: Class 2 contains 5937 members Entering Unmasked Estep Score: -1376153.875000 Penalty: 3121.870361 Iteration 4F: 3 clusters Score -1376154 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9409 members Mstep: Class 2 contains 5441 members Entering Unmasked Estep Score: -1377163.500000 Penalty: 3121.870361 Iteration 5F: 3 clusters Score -1377164 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9795 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -1377786.125000 Penalty: 3121.870361 Iteration 6F: 3 clusters Score -1377786 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10078 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -1378094.375000 Penalty: 3121.870361 Iteration 7Q: 3 clusters Score -1378094 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10289 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -1378249.000000 Penalty: 3121.870361 Iteration 8Q: 3 clusters Score -1378249 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10491 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -1378373.125000 Penalty: 3121.870361 Iteration 9Q: 3 clusters Score -1378373 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10666 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -1378454.500000 Penalty: 3121.870361 Iteration 10Q: 3 clusters Score -1378454 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10806 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -1378510.750000 Penalty: 3121.870361 Iteration 11Q: 3 clusters Score -1378511 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10928 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -1378561.125000 Penalty: 3121.870361 Iteration 12Q: 3 clusters Score -1378561 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11031 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -1378588.000000 Penalty: 3121.870361 Iteration 13Q: 3 clusters Score -1378588 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11124 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -1378613.375000 Penalty: 3121.870361 Iteration 14Q: 3 clusters Score -1378613 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11216 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -1378635.750000 Penalty: 3121.870361 Iteration 15Q: 3 clusters Score -1378636 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11288 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -1378645.125000 Penalty: 3121.870361 Iteration 16Q: 3 clusters Score -1378645 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11354 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -1378662.875000 Penalty: 3121.870361 Iteration 17Q: 3 clusters Score -1378663 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11419 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -1378676.000000 Penalty: 3121.870361 Iteration 18Q: 3 clusters Score -1378676 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11476 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -1378684.250000 Penalty: 3121.870361 Iteration 19Q: 3 clusters Score -1378684 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11527 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -1378694.250000 Penalty: 3121.870361 Iteration 20F: 3 clusters Score -1378694 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11573 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -1378707.500000 Penalty: 3121.870361 Iteration 21Q: 3 clusters Score -1378708 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11617 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -1378713.750000 Penalty: 3121.870361 Iteration 22Q: 3 clusters Score -1378714 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11657 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -1378726.250000 Penalty: 3121.870361 Iteration 23Q: 3 clusters Score -1378726 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11700 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -1378734.000000 Penalty: 3121.870361 Iteration 24Q: 3 clusters Score -1378734 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11753 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -1378742.875000 Penalty: 3121.870361 Iteration 25Q: 3 clusters Score -1378743 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11814 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -1378763.500000 Penalty: 3121.870361 Iteration 26Q: 3 clusters Score -1378764 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11869 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -1378767.625000 Penalty: 3121.870361 Iteration 27Q: 3 clusters Score -1378768 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11925 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -1378780.875000 Penalty: 3121.870361 Iteration 28Q: 3 clusters Score -1378781 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11972 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -1378793.000000 Penalty: 3121.870361 Iteration 29Q: 3 clusters Score -1378793 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12017 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -1378798.125000 Penalty: 3121.870361 Iteration 30Q: 3 clusters Score -1378798 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12053 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -1378809.375000 Penalty: 3121.870361 Iteration 31Q: 3 clusters Score -1378809 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12071 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -1378810.750000 Penalty: 3121.870361 Iteration 32Q: 3 clusters Score -1378811 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12088 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -1378810.500000 Penalty: 3121.870361 Iteration 33Q: 3 clusters Score -1378810 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12099 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -1378814.125000 Penalty: 3121.870361 Iteration 34Q: 3 clusters Score -1378814 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12112 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -1378815.250000 Penalty: 3121.870361 Iteration 35Q: 3 clusters Score -1378815 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12127 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -1378821.125000 Penalty: 3121.870361 Iteration 36Q: 3 clusters Score -1378821 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12140 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -1378821.875000 Penalty: 3121.870361 Iteration 37Q: 3 clusters Score -1378822 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12157 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -1378825.250000 Penalty: 3121.870361 Iteration 38Q: 3 clusters Score -1378825 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12174 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -1378822.750000 Penalty: 3121.870361 Iteration 39Q: 3 clusters Score -1378823 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12190 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -1378830.250000 Penalty: 3121.870361 Iteration 40F: 3 clusters Score -1378830 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12205 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -1378827.875000 Penalty: 3121.870361 Iteration 41Q: 3 clusters Score -1378828 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12217 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -1378828.875000 Penalty: 3121.870361 Iteration 42Q: 3 clusters Score -1378829 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12219 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -1378831.500000 Penalty: 3121.870361 Iteration 43Q: 3 clusters Score -1378832 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12220 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -1378829.125000 Penalty: 3121.870361 Iteration 44Q: 3 clusters Score -1378829 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12222 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -1378832.625000 Penalty: 3121.870361 Iteration 45Q: 3 clusters Score -1378833 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12224 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -1378831.125000 Penalty: 3121.870361 Iteration 46Q: 3 clusters Score -1378831 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12225 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -1378829.500000 Penalty: 3121.870361 Iteration 47Q: 3 clusters Score -1378830 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12226 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -1378830.000000 Penalty: 3121.870361 Iteration 48Q: 3 clusters Score -1378830 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12226 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -1378830.000000 Penalty: 3121.870361 Iteration 49F: 3 clusters Score -1378830 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (11294 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11294 members Entering Unmasked Estep Score: -1069159.625000 Penalty: 1516.454346 Iteration 0F: 2 clusters Score -1069160 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5664 members Mstep: Class 2 contains 5630 members Entering Unmasked Estep Score: -1061103.125000 Penalty: 3032.908691 Iteration 0F: 3 clusters Score -1061103 nChanged 5007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5889 members Mstep: Class 2 contains 5405 members Entering Unmasked Estep Score: -1064074.125000 Penalty: 3032.908691 Iteration 1F: 3 clusters Score -1064074 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 5384 members Entering Unmasked Estep Score: -1065238.625000 Penalty: 3032.908691 Iteration 2F: 3 clusters Score -1065239 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 5658 members Entering Unmasked Estep Score: -1066798.625000 Penalty: 3032.908691 Iteration 3F: 3 clusters Score -1066799 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4918 members Mstep: Class 2 contains 6376 members Entering Unmasked Estep Score: -1068215.500000 Penalty: 3032.908691 Iteration 4F: 3 clusters Score -1068216 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 7176 members Entering Unmasked Estep Score: -1069272.750000 Penalty: 3032.908691 Iteration 5F: 3 clusters Score -1069273 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 7797 members Entering Unmasked Estep Score: -1069987.375000 Penalty: 3032.908691 Iteration 6F: 3 clusters Score -1069987 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 8231 members Entering Unmasked Estep Score: -1070448.625000 Penalty: 3032.908691 Iteration 7Q: 3 clusters Score -1070449 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 8556 members Entering Unmasked Estep Score: -1070847.750000 Penalty: 3032.908691 Iteration 8Q: 3 clusters Score -1070848 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 8757 members Entering Unmasked Estep Score: -1071128.750000 Penalty: 3032.908691 Iteration 9Q: 3 clusters Score -1071129 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 8918 members Entering Unmasked Estep Score: -1071280.500000 Penalty: 3032.908691 Iteration 10Q: 3 clusters Score -1071280 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 9038 members Entering Unmasked Estep Score: -1071354.375000 Penalty: 3032.908691 Iteration 11Q: 3 clusters Score -1071354 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 9123 members Entering Unmasked Estep Score: -1071407.625000 Penalty: 3032.908691 Iteration 12Q: 3 clusters Score -1071408 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 9186 members Entering Unmasked Estep Score: -1071444.125000 Penalty: 3032.908691 Iteration 13Q: 3 clusters Score -1071444 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 9236 members Entering Unmasked Estep Score: -1071472.000000 Penalty: 3032.908691 Iteration 14Q: 3 clusters Score -1071472 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 9285 members Entering Unmasked Estep Score: -1071493.125000 Penalty: 3032.908691 Iteration 15Q: 3 clusters Score -1071493 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 9321 members Entering Unmasked Estep Score: -1071507.750000 Penalty: 3032.908691 Iteration 16Q: 3 clusters Score -1071508 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 9342 members Entering Unmasked Estep Score: -1071515.125000 Penalty: 3032.908691 Iteration 17Q: 3 clusters Score -1071515 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 9366 members Entering Unmasked Estep Score: -1071523.750000 Penalty: 3032.908691 Iteration 18Q: 3 clusters Score -1071524 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 9389 members Entering Unmasked Estep Score: -1071530.250000 Penalty: 3032.908691 Iteration 19Q: 3 clusters Score -1071530 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 9408 members Entering Unmasked Estep Score: -1071538.875000 Penalty: 3032.908691 Iteration 20F: 3 clusters Score -1071539 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 9424 members Entering Unmasked Estep Score: -1071545.625000 Penalty: 3032.908691 Iteration 21Q: 3 clusters Score -1071546 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 9436 members Entering Unmasked Estep Score: -1071550.625000 Penalty: 3032.908691 Iteration 22Q: 3 clusters Score -1071551 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 9441 members Entering Unmasked Estep Score: -1071554.750000 Penalty: 3032.908691 Iteration 23Q: 3 clusters Score -1071555 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 9446 members Entering Unmasked Estep Score: -1071554.125000 Penalty: 3032.908691 Iteration 24Q: 3 clusters Score -1071554 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 9447 members Entering Unmasked Estep Score: -1071554.750000 Penalty: 3032.908691 Iteration 25Q: 3 clusters Score -1071555 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 9450 members Entering Unmasked Estep Score: -1071557.625000 Penalty: 3032.908691 Iteration 26Q: 3 clusters Score -1071558 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 9452 members Entering Unmasked Estep Score: -1071556.375000 Penalty: 3032.908691 Iteration 27Q: 3 clusters Score -1071556 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 9453 members Entering Unmasked Estep Score: -1071556.000000 Penalty: 3032.908691 Iteration 28Q: 3 clusters Score -1071556 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 9453 members Entering Unmasked Estep Score: -1071556.000000 Penalty: 3032.908691 Iteration 29F: 3 clusters Score -1071556 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 2312 members Mstep: Class 3 contains 1796 members Mstep: Class 4 contains 1802 members Mstep: Class 5 contains 1072 members Mstep: Class 6 contains 2494 members Mstep: Class 7 contains 352 members Mstep: Class 8 contains 1620 members Mstep: Class 9 contains 1964 members Mstep: Class 10 contains 806 members Mstep: Class 11 contains 2671 members Mstep: Class 12 contains 844 members Mstep: Class 13 contains 1240 members Mstep: Class 14 contains 495 members Mstep: Class 15 contains 1489 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 10168 members Mstep: Class 18 contains 3362 members Mstep: Class 19 contains 12935 members Mstep: Class 20 contains 9453 members Mstep: Class 21 contains 14850 members Mstep: Class 22 contains 1841 members Entering Unmasked Estep Score: -7236891.500000 Penalty: 40330.363281 Splitting cluster 22 changes total score from -7228843.000000 to -7236891.500000 So it's getting split into cluster 20. Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 2312 members Mstep: Class 4 contains 1802 members Mstep: Class 6 contains 2494 members Mstep: Class 8 contains 1620 members Mstep: Class 9 contains 1964 members Mstep: Class 10 contains 806 members Mstep: Class 11 contains 2671 members Mstep: Class 12 contains 844 members Mstep: Class 13 contains 1240 members Mstep: Class 15 contains 1489 members Mstep: Class 16 contains 418 members Mstep: Class 18 contains 3362 members Mstep: Class 19 contains 12935 members Mstep: Class 21 contains 14850 members Mstep: Class 22 contains 1841 members Entering Unmasked Estep ConsiderDeletion Score: -7237821.500000 Penalty: 40330.363281 Iteration 39Q: 23 clusters Score -7237822 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5333 members Mstep: Class 2 contains 2266 members Mstep: Class 3 contains 1752 members Mstep: Class 4 contains 1799 members Mstep: Class 5 contains 1039 members Mstep: Class 6 contains 2477 members Mstep: Class 7 contains 350 members Mstep: Class 8 contains 1619 members Mstep: Class 9 contains 2085 members Mstep: Class 10 contains 801 members Mstep: Class 11 contains 2660 members Mstep: Class 12 contains 824 members Mstep: Class 13 contains 1396 members Mstep: Class 14 contains 534 members Mstep: Class 15 contains 1480 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9996 members Mstep: Class 18 contains 3426 members Mstep: Class 19 contains 12909 members Mstep: Class 20 contains 9425 members Mstep: Class 21 contains 14878 members Mstep: Class 22 contains 1840 members Entering Unmasked Estep ConsiderDeletion Score: -7238935.500000 Penalty: 40330.363281 Iteration 40F: 23 clusters Score -7238936 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 2219 members Mstep: Class 3 contains 1780 members Mstep: Class 4 contains 1795 members Mstep: Class 5 contains 1198 members Mstep: Class 6 contains 2477 members Mstep: Class 7 contains 363 members Mstep: Class 8 contains 1620 members Mstep: Class 9 contains 2116 members Mstep: Class 10 contains 796 members Mstep: Class 11 contains 2637 members Mstep: Class 12 contains 791 members Mstep: Class 13 contains 1502 members Mstep: Class 14 contains 600 members Mstep: Class 15 contains 1470 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9974 members Mstep: Class 18 contains 3402 members Mstep: Class 19 contains 12885 members Mstep: Class 20 contains 9400 members Mstep: Class 21 contains 14710 members Mstep: Class 22 contains 1816 members Entering Unmasked Estep ConsiderDeletion Score: -7239502.000000 Penalty: 40330.363281 Iteration 41Q: 23 clusters Score -7239502 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 5349 members Mstep: Class 2 contains 2204 members Mstep: Class 3 contains 1794 members Mstep: Class 4 contains 1794 members Mstep: Class 5 contains 1310 members Mstep: Class 6 contains 2474 members Mstep: Class 7 contains 364 members Mstep: Class 8 contains 1620 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 791 members Mstep: Class 11 contains 2624 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 1590 members Mstep: Class 14 contains 626 members Mstep: Class 15 contains 1462 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9923 members Mstep: Class 18 contains 3398 members Mstep: Class 19 contains 12865 members Mstep: Class 20 contains 9387 members Mstep: Class 21 contains 14595 members Mstep: Class 22 contains 1805 members Entering Unmasked Estep ConsiderDeletion Score: -7239784.000000 Penalty: 40330.363281 Iteration 42Q: 23 clusters Score -7239784 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 2183 members Mstep: Class 3 contains 1804 members Mstep: Class 4 contains 1793 members Mstep: Class 5 contains 1396 members Mstep: Class 6 contains 2471 members Mstep: Class 7 contains 364 members Mstep: Class 8 contains 1620 members Mstep: Class 9 contains 2165 members Mstep: Class 10 contains 786 members Mstep: Class 11 contains 2619 members Mstep: Class 12 contains 758 members Mstep: Class 13 contains 1674 members Mstep: Class 14 contains 632 members Mstep: Class 15 contains 1457 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9887 members Mstep: Class 18 contains 3385 members Mstep: Class 19 contains 12852 members Mstep: Class 20 contains 9385 members Mstep: Class 21 contains 14504 members Mstep: Class 22 contains 1802 members Entering Unmasked Estep ConsiderDeletion Score: -7239913.500000 Penalty: 40330.363281 Iteration 43Q: 23 clusters Score -7239914 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 5359 members Mstep: Class 2 contains 2176 members Mstep: Class 3 contains 1808 members Mstep: Class 4 contains 1791 members Mstep: Class 5 contains 1477 members Mstep: Class 6 contains 2472 members Mstep: Class 7 contains 362 members Mstep: Class 8 contains 1620 members Mstep: Class 9 contains 2185 members Mstep: Class 10 contains 783 members Mstep: Class 11 contains 2618 members Mstep: Class 12 contains 749 members Mstep: Class 13 contains 1740 members Mstep: Class 14 contains 637 members Mstep: Class 15 contains 1454 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9858 members Mstep: Class 18 contains 3378 members Mstep: Class 19 contains 12832 members Mstep: Class 20 contains 9385 members Mstep: Class 21 contains 14407 members Mstep: Class 22 contains 1800 members Entering Unmasked Estep ConsiderDeletion Score: -7240057.500000 Penalty: 40330.363281 Iteration 44Q: 23 clusters Score -7240058 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 5365 members Mstep: Class 2 contains 2173 members Mstep: Class 3 contains 1802 members Mstep: Class 4 contains 1791 members Mstep: Class 5 contains 1558 members Mstep: Class 6 contains 2473 members Mstep: Class 7 contains 361 members Mstep: Class 8 contains 1622 members Mstep: Class 9 contains 2194 members Mstep: Class 10 contains 782 members Mstep: Class 11 contains 2616 members Mstep: Class 12 contains 744 members Mstep: Class 13 contains 1796 members Mstep: Class 14 contains 639 members Mstep: Class 15 contains 1451 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9830 members Mstep: Class 18 contains 3376 members Mstep: Class 19 contains 12821 members Mstep: Class 20 contains 9384 members Mstep: Class 21 contains 14315 members Mstep: Class 22 contains 1798 members Entering Unmasked Estep ConsiderDeletion Score: -7240153.500000 Penalty: 40330.363281 Iteration 45Q: 23 clusters Score -7240154 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 2174 members Mstep: Class 3 contains 1810 members Mstep: Class 4 contains 1791 members Mstep: Class 5 contains 1641 members Mstep: Class 6 contains 2473 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1624 members Mstep: Class 9 contains 2193 members Mstep: Class 10 contains 783 members Mstep: Class 11 contains 2611 members Mstep: Class 12 contains 738 members Mstep: Class 13 contains 1844 members Mstep: Class 14 contains 643 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 416 members Mstep: Class 17 contains 9803 members Mstep: Class 18 contains 3368 members Mstep: Class 19 contains 12813 members Mstep: Class 20 contains 9383 members Mstep: Class 21 contains 14221 members Mstep: Class 22 contains 1796 members Entering Unmasked Estep ConsiderDeletion Score: -7240222.500000 Penalty: 40330.363281 Iteration 46Q: 23 clusters Score -7240222 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 2176 members Mstep: Class 3 contains 1813 members Mstep: Class 4 contains 1791 members Mstep: Class 5 contains 1716 members Mstep: Class 6 contains 2473 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1624 members Mstep: Class 9 contains 2187 members Mstep: Class 10 contains 783 members Mstep: Class 11 contains 2610 members Mstep: Class 12 contains 736 members Mstep: Class 13 contains 1883 members Mstep: Class 14 contains 644 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 416 members Mstep: Class 17 contains 9787 members Mstep: Class 18 contains 3367 members Mstep: Class 19 contains 12807 members Mstep: Class 20 contains 9379 members Mstep: Class 21 contains 14137 members Mstep: Class 22 contains 1796 members Entering Unmasked Estep ConsiderDeletion Score: -7240289.500000 Penalty: 40330.363281 Iteration 47Q: 23 clusters Score -7240290 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5374 members Mstep: Class 2 contains 2174 members Mstep: Class 3 contains 1815 members Mstep: Class 4 contains 1791 members Mstep: Class 5 contains 1780 members Mstep: Class 6 contains 2475 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1625 members Mstep: Class 9 contains 2180 members Mstep: Class 10 contains 783 members Mstep: Class 11 contains 2609 members Mstep: Class 12 contains 728 members Mstep: Class 13 contains 1922 members Mstep: Class 14 contains 648 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9769 members Mstep: Class 18 contains 3366 members Mstep: Class 19 contains 12803 members Mstep: Class 20 contains 9376 members Mstep: Class 21 contains 14067 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240354.000000 Penalty: 40330.363281 Iteration 48Q: 23 clusters Score -7240354 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 2177 members Mstep: Class 3 contains 1815 members Mstep: Class 4 contains 1791 members Mstep: Class 5 contains 1841 members Mstep: Class 6 contains 2476 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1628 members Mstep: Class 9 contains 2167 members Mstep: Class 10 contains 781 members Mstep: Class 11 contains 2610 members Mstep: Class 12 contains 722 members Mstep: Class 13 contains 1952 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9759 members Mstep: Class 18 contains 3366 members Mstep: Class 19 contains 12796 members Mstep: Class 20 contains 9374 members Mstep: Class 21 contains 14003 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240424.000000 Penalty: 40330.363281 Iteration 49Q: 23 clusters Score -7240424 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5381 members Mstep: Class 2 contains 2180 members Mstep: Class 3 contains 1813 members Mstep: Class 4 contains 1789 members Mstep: Class 5 contains 1907 members Mstep: Class 6 contains 2478 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1628 members Mstep: Class 9 contains 2164 members Mstep: Class 10 contains 783 members Mstep: Class 11 contains 2611 members Mstep: Class 12 contains 709 members Mstep: Class 13 contains 1978 members Mstep: Class 14 contains 652 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9752 members Mstep: Class 18 contains 3363 members Mstep: Class 19 contains 12792 members Mstep: Class 20 contains 9375 members Mstep: Class 21 contains 13930 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240462.000000 Penalty: 40330.363281 Iteration 50Q: 23 clusters Score -7240462 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5382 members Mstep: Class 2 contains 2177 members Mstep: Class 3 contains 1813 members Mstep: Class 4 contains 1787 members Mstep: Class 5 contains 1967 members Mstep: Class 6 contains 2479 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1628 members Mstep: Class 9 contains 2156 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2611 members Mstep: Class 12 contains 710 members Mstep: Class 13 contains 2001 members Mstep: Class 14 contains 654 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9747 members Mstep: Class 18 contains 3364 members Mstep: Class 19 contains 12790 members Mstep: Class 20 contains 9373 members Mstep: Class 21 contains 13862 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240499.500000 Penalty: 40330.363281 Iteration 51Q: 23 clusters Score -7240500 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5385 members Mstep: Class 2 contains 2178 members Mstep: Class 3 contains 1812 members Mstep: Class 4 contains 1787 members Mstep: Class 5 contains 2025 members Mstep: Class 6 contains 2479 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1628 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2612 members Mstep: Class 12 contains 703 members Mstep: Class 13 contains 2018 members Mstep: Class 14 contains 654 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9742 members Mstep: Class 18 contains 3367 members Mstep: Class 19 contains 12788 members Mstep: Class 20 contains 9373 members Mstep: Class 21 contains 13805 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240501.500000 Penalty: 40330.363281 Iteration 52Q: 23 clusters Score -7240502 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5387 members Mstep: Class 2 contains 2176 members Mstep: Class 3 contains 1812 members Mstep: Class 4 contains 1787 members Mstep: Class 5 contains 2079 members Mstep: Class 6 contains 2479 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1628 members Mstep: Class 9 contains 2139 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2612 members Mstep: Class 12 contains 700 members Mstep: Class 13 contains 2036 members Mstep: Class 14 contains 655 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9736 members Mstep: Class 18 contains 3370 members Mstep: Class 19 contains 12785 members Mstep: Class 20 contains 9373 members Mstep: Class 21 contains 13747 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240536.000000 Penalty: 40330.363281 Iteration 53Q: 23 clusters Score -7240536 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5387 members Mstep: Class 2 contains 2178 members Mstep: Class 3 contains 1811 members Mstep: Class 4 contains 1787 members Mstep: Class 5 contains 2120 members Mstep: Class 6 contains 2480 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1628 members Mstep: Class 9 contains 2128 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2612 members Mstep: Class 12 contains 703 members Mstep: Class 13 contains 2052 members Mstep: Class 14 contains 655 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9734 members Mstep: Class 18 contains 3370 members Mstep: Class 19 contains 12780 members Mstep: Class 20 contains 9374 members Mstep: Class 21 contains 13702 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240537.000000 Penalty: 40330.363281 Iteration 54Q: 23 clusters Score -7240537 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5387 members Mstep: Class 2 contains 2183 members Mstep: Class 3 contains 1810 members Mstep: Class 4 contains 1787 members Mstep: Class 5 contains 2145 members Mstep: Class 6 contains 2481 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1628 members Mstep: Class 9 contains 2119 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2614 members Mstep: Class 12 contains 709 members Mstep: Class 13 contains 2062 members Mstep: Class 14 contains 655 members Mstep: Class 15 contains 1451 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9734 members Mstep: Class 18 contains 3369 members Mstep: Class 19 contains 12776 members Mstep: Class 20 contains 9374 members Mstep: Class 21 contains 13669 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240542.000000 Penalty: 40330.363281 Iteration 55Q: 23 clusters Score -7240542 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5387 members Mstep: Class 2 contains 2185 members Mstep: Class 3 contains 1810 members Mstep: Class 4 contains 1786 members Mstep: Class 5 contains 2166 members Mstep: Class 6 contains 2481 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1628 members Mstep: Class 9 contains 2112 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2616 members Mstep: Class 12 contains 712 members Mstep: Class 13 contains 2069 members Mstep: Class 14 contains 655 members Mstep: Class 15 contains 1451 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9731 members Mstep: Class 18 contains 3368 members Mstep: Class 19 contains 12775 members Mstep: Class 20 contains 9374 members Mstep: Class 21 contains 13647 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240558.000000 Penalty: 40330.363281 Iteration 56Q: 23 clusters Score -7240558 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5388 members Mstep: Class 2 contains 2187 members Mstep: Class 3 contains 1811 members Mstep: Class 4 contains 1786 members Mstep: Class 5 contains 2188 members Mstep: Class 6 contains 2481 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1628 members Mstep: Class 9 contains 2112 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2615 members Mstep: Class 12 contains 714 members Mstep: Class 13 contains 2080 members Mstep: Class 14 contains 655 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9723 members Mstep: Class 18 contains 3366 members Mstep: Class 19 contains 12772 members Mstep: Class 20 contains 9374 members Mstep: Class 21 contains 13623 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240585.500000 Penalty: 40330.363281 Iteration 57Q: 23 clusters Score -7240586 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5388 members Mstep: Class 2 contains 2187 members Mstep: Class 3 contains 1813 members Mstep: Class 4 contains 1786 members Mstep: Class 5 contains 2211 members Mstep: Class 6 contains 2482 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1628 members Mstep: Class 9 contains 2110 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2615 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 2093 members Mstep: Class 14 contains 655 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9715 members Mstep: Class 18 contains 3362 members Mstep: Class 19 contains 12771 members Mstep: Class 20 contains 9374 members Mstep: Class 21 contains 13597 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240583.000000 Penalty: 40330.363281 Iteration 58Q: 23 clusters Score -7240583 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5388 members Mstep: Class 2 contains 2187 members Mstep: Class 3 contains 1814 members Mstep: Class 4 contains 1786 members Mstep: Class 5 contains 2226 members Mstep: Class 6 contains 2483 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1628 members Mstep: Class 9 contains 2105 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2615 members Mstep: Class 12 contains 718 members Mstep: Class 13 contains 2108 members Mstep: Class 14 contains 656 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9707 members Mstep: Class 18 contains 3360 members Mstep: Class 19 contains 12770 members Mstep: Class 20 contains 9374 members Mstep: Class 21 contains 13578 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240596.000000 Penalty: 40330.363281 Iteration 59Q: 23 clusters Score -7240596 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5388 members Mstep: Class 2 contains 2186 members Mstep: Class 3 contains 1814 members Mstep: Class 4 contains 1786 members Mstep: Class 5 contains 2237 members Mstep: Class 6 contains 2483 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1628 members Mstep: Class 9 contains 2101 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2617 members Mstep: Class 12 contains 721 members Mstep: Class 13 contains 2125 members Mstep: Class 14 contains 657 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9699 members Mstep: Class 18 contains 3357 members Mstep: Class 19 contains 12769 members Mstep: Class 20 contains 9374 members Mstep: Class 21 contains 13561 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240601.500000 Penalty: 40330.363281 Iteration 60F: 23 clusters Score -7240602 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 2185 members Mstep: Class 3 contains 1813 members Mstep: Class 4 contains 1786 members Mstep: Class 5 contains 2247 members Mstep: Class 6 contains 2483 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1628 members Mstep: Class 9 contains 2095 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2617 members Mstep: Class 12 contains 723 members Mstep: Class 13 contains 2143 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9692 members Mstep: Class 18 contains 3356 members Mstep: Class 19 contains 12768 members Mstep: Class 20 contains 9371 members Mstep: Class 21 contains 13548 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240621.500000 Penalty: 40330.363281 Iteration 61Q: 23 clusters Score -7240622 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 2186 members Mstep: Class 3 contains 1814 members Mstep: Class 4 contains 1786 members Mstep: Class 5 contains 2262 members Mstep: Class 6 contains 2483 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1628 members Mstep: Class 9 contains 2089 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2617 members Mstep: Class 12 contains 725 members Mstep: Class 13 contains 2150 members Mstep: Class 14 contains 658 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9693 members Mstep: Class 18 contains 3353 members Mstep: Class 19 contains 12767 members Mstep: Class 20 contains 9370 members Mstep: Class 21 contains 13533 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240624.500000 Penalty: 40330.363281 Iteration 62Q: 23 clusters Score -7240624 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 2188 members Mstep: Class 3 contains 1815 members Mstep: Class 4 contains 1786 members Mstep: Class 5 contains 2275 members Mstep: Class 6 contains 2483 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1628 members Mstep: Class 9 contains 2087 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2617 members Mstep: Class 12 contains 723 members Mstep: Class 13 contains 2159 members Mstep: Class 14 contains 658 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9692 members Mstep: Class 18 contains 3351 members Mstep: Class 19 contains 12764 members Mstep: Class 20 contains 9369 members Mstep: Class 21 contains 13518 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240668.000000 Penalty: 40330.363281 Iteration 63Q: 23 clusters Score -7240668 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5391 members Mstep: Class 2 contains 2188 members Mstep: Class 3 contains 1815 members Mstep: Class 4 contains 1786 members Mstep: Class 5 contains 2284 members Mstep: Class 6 contains 2485 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1628 members Mstep: Class 9 contains 2086 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2617 members Mstep: Class 12 contains 721 members Mstep: Class 13 contains 2167 members Mstep: Class 14 contains 659 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9688 members Mstep: Class 18 contains 3352 members Mstep: Class 19 contains 12762 members Mstep: Class 20 contains 9368 members Mstep: Class 21 contains 13506 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240679.000000 Penalty: 40330.363281 Iteration 64Q: 23 clusters Score -7240679 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5392 members Mstep: Class 2 contains 2187 members Mstep: Class 3 contains 1814 members Mstep: Class 4 contains 1786 members Mstep: Class 5 contains 2291 members Mstep: Class 6 contains 2485 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1628 members Mstep: Class 9 contains 2081 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2617 members Mstep: Class 12 contains 719 members Mstep: Class 13 contains 2179 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9685 members Mstep: Class 18 contains 3352 members Mstep: Class 19 contains 12761 members Mstep: Class 20 contains 9367 members Mstep: Class 21 contains 13499 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240673.500000 Penalty: 40330.363281 Iteration 65Q: 23 clusters Score -7240674 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 2187 members Mstep: Class 3 contains 1814 members Mstep: Class 4 contains 1786 members Mstep: Class 5 contains 2299 members Mstep: Class 6 contains 2485 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1628 members Mstep: Class 9 contains 2075 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2617 members Mstep: Class 12 contains 717 members Mstep: Class 13 contains 2191 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9684 members Mstep: Class 18 contains 3352 members Mstep: Class 19 contains 12759 members Mstep: Class 20 contains 9367 members Mstep: Class 21 contains 13488 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240693.500000 Penalty: 40330.363281 Iteration 66Q: 23 clusters Score -7240694 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 2187 members Mstep: Class 3 contains 1814 members Mstep: Class 4 contains 1786 members Mstep: Class 5 contains 2310 members Mstep: Class 6 contains 2485 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1628 members Mstep: Class 9 contains 2069 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2618 members Mstep: Class 12 contains 713 members Mstep: Class 13 contains 2200 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9684 members Mstep: Class 18 contains 3352 members Mstep: Class 19 contains 12758 members Mstep: Class 20 contains 9367 members Mstep: Class 21 contains 13477 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240700.500000 Penalty: 40330.363281 Iteration 67Q: 23 clusters Score -7240700 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 2186 members Mstep: Class 3 contains 1814 members Mstep: Class 4 contains 1786 members Mstep: Class 5 contains 2321 members Mstep: Class 6 contains 2485 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1629 members Mstep: Class 9 contains 2068 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2618 members Mstep: Class 12 contains 712 members Mstep: Class 13 contains 2211 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9683 members Mstep: Class 18 contains 3352 members Mstep: Class 19 contains 12753 members Mstep: Class 20 contains 9367 members Mstep: Class 21 contains 13463 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240712.000000 Penalty: 40330.363281 Iteration 68Q: 23 clusters Score -7240712 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 2184 members Mstep: Class 3 contains 1814 members Mstep: Class 4 contains 1785 members Mstep: Class 5 contains 2327 members Mstep: Class 6 contains 2486 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1629 members Mstep: Class 9 contains 2066 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2618 members Mstep: Class 12 contains 714 members Mstep: Class 13 contains 2220 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9681 members Mstep: Class 18 contains 3350 members Mstep: Class 19 contains 12752 members Mstep: Class 20 contains 9367 members Mstep: Class 21 contains 13455 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240731.500000 Penalty: 40330.363281 Iteration 69Q: 23 clusters Score -7240732 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 2186 members Mstep: Class 3 contains 1815 members Mstep: Class 4 contains 1785 members Mstep: Class 5 contains 2334 members Mstep: Class 6 contains 2488 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1629 members Mstep: Class 9 contains 2060 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2618 members Mstep: Class 12 contains 713 members Mstep: Class 13 contains 2226 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9679 members Mstep: Class 18 contains 3350 members Mstep: Class 19 contains 12750 members Mstep: Class 20 contains 9367 members Mstep: Class 21 contains 13448 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240742.500000 Penalty: 40330.363281 Iteration 70Q: 23 clusters Score -7240742 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 2186 members Mstep: Class 3 contains 1814 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 2339 members Mstep: Class 6 contains 2488 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1629 members Mstep: Class 9 contains 2052 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2618 members Mstep: Class 12 contains 712 members Mstep: Class 13 contains 2238 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9680 members Mstep: Class 18 contains 3350 members Mstep: Class 19 contains 12749 members Mstep: Class 20 contains 9367 members Mstep: Class 21 contains 13442 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240731.500000 Penalty: 40330.363281 Iteration 71Q: 23 clusters Score -7240732 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 2187 members Mstep: Class 3 contains 1814 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 2343 members Mstep: Class 6 contains 2490 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1629 members Mstep: Class 9 contains 2046 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2620 members Mstep: Class 12 contains 712 members Mstep: Class 13 contains 2249 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9674 members Mstep: Class 18 contains 3350 members Mstep: Class 19 contains 12747 members Mstep: Class 20 contains 9367 members Mstep: Class 21 contains 13436 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240724.500000 Penalty: 40330.363281 Iteration 72Q: 23 clusters Score -7240724 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 2189 members Mstep: Class 3 contains 1815 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 2347 members Mstep: Class 6 contains 2491 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1629 members Mstep: Class 9 contains 2038 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2621 members Mstep: Class 12 contains 712 members Mstep: Class 13 contains 2256 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9673 members Mstep: Class 18 contains 3350 members Mstep: Class 19 contains 12744 members Mstep: Class 20 contains 9367 members Mstep: Class 21 contains 13432 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240734.000000 Penalty: 40330.363281 Iteration 73Q: 23 clusters Score -7240734 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 2191 members Mstep: Class 3 contains 1816 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 2356 members Mstep: Class 6 contains 2491 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1629 members Mstep: Class 9 contains 2030 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2621 members Mstep: Class 12 contains 712 members Mstep: Class 13 contains 2268 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9672 members Mstep: Class 18 contains 3349 members Mstep: Class 19 contains 12741 members Mstep: Class 20 contains 9367 members Mstep: Class 21 contains 13421 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240733.000000 Penalty: 40330.363281 Iteration 74Q: 23 clusters Score -7240733 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 2191 members Mstep: Class 3 contains 1815 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 2364 members Mstep: Class 6 contains 2491 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1629 members Mstep: Class 9 contains 2023 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2622 members Mstep: Class 12 contains 713 members Mstep: Class 13 contains 2277 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9672 members Mstep: Class 18 contains 3349 members Mstep: Class 19 contains 12740 members Mstep: Class 20 contains 9367 members Mstep: Class 21 contains 13411 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240721.500000 Penalty: 40330.363281 Iteration 75Q: 23 clusters Score -7240722 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 2190 members Mstep: Class 3 contains 1818 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 2371 members Mstep: Class 6 contains 2492 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1630 members Mstep: Class 9 contains 2011 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2624 members Mstep: Class 12 contains 717 members Mstep: Class 13 contains 2286 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9672 members Mstep: Class 18 contains 3347 members Mstep: Class 19 contains 12739 members Mstep: Class 20 contains 9367 members Mstep: Class 21 contains 13400 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240724.000000 Penalty: 40330.363281 Iteration 76Q: 23 clusters Score -7240724 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 2190 members Mstep: Class 3 contains 1819 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 2382 members Mstep: Class 6 contains 2492 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1630 members Mstep: Class 9 contains 1998 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2624 members Mstep: Class 12 contains 720 members Mstep: Class 13 contains 2303 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9669 members Mstep: Class 18 contains 3346 members Mstep: Class 19 contains 12738 members Mstep: Class 20 contains 9367 members Mstep: Class 21 contains 13385 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240745.500000 Penalty: 40330.363281 Iteration 77Q: 23 clusters Score -7240746 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 2190 members Mstep: Class 3 contains 1819 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 2398 members Mstep: Class 6 contains 2493 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1630 members Mstep: Class 9 contains 1976 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2624 members Mstep: Class 12 contains 720 members Mstep: Class 13 contains 2336 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 1449 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9665 members Mstep: Class 18 contains 3344 members Mstep: Class 19 contains 12736 members Mstep: Class 20 contains 9367 members Mstep: Class 21 contains 13366 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7240766.500000 Penalty: 40330.363281 Iteration 78Q: 23 clusters Score -7240766 nChanged 66 Entering ConstructFrom: Score: -7240766.500000 Penalty: 40330.363281 Entering ConstructFrom: Trying to split cluster 1 (5396 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Entering Unmasked Estep Score: -502053.531250 Penalty: 1396.429688 Iteration 0F: 2 clusters Score -502053.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -497768.750000 Penalty: 2792.859375 Iteration 0F: 3 clusters Score -497768.8 nChanged 2184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -498995.875000 Penalty: 2792.859375 Iteration 1F: 3 clusters Score -498995.9 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -499252.781250 Penalty: 2792.859375 Iteration 2F: 3 clusters Score -499252.8 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -499489.250000 Penalty: 2792.859375 Iteration 3F: 3 clusters Score -499489.2 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -499684.937500 Penalty: 2792.859375 Iteration 4F: 3 clusters Score -499684.9 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -499871.562500 Penalty: 2792.859375 Iteration 5F: 3 clusters Score -499871.6 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -500092.718750 Penalty: 2792.859375 Iteration 6F: 3 clusters Score -500092.7 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -500293.125000 Penalty: 2792.859375 Iteration 7Q: 3 clusters Score -500293.1 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -500465.718750 Penalty: 2792.859375 Iteration 8Q: 3 clusters Score -500465.7 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -500628.187500 Penalty: 2792.859375 Iteration 9Q: 3 clusters Score -500628.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -500764.343750 Penalty: 2792.859375 Iteration 10Q: 3 clusters Score -500764.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -500863.781250 Penalty: 2792.859375 Iteration 11Q: 3 clusters Score -500863.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -500965.187500 Penalty: 2792.859375 Iteration 12Q: 3 clusters Score -500965.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -501043.625000 Penalty: 2792.859375 Iteration 13Q: 3 clusters Score -501043.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -501087.781250 Penalty: 2792.859375 Iteration 14Q: 3 clusters Score -501087.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -501122.031250 Penalty: 2792.859375 Iteration 15Q: 3 clusters Score -501122 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -501143.812500 Penalty: 2792.859375 Iteration 16Q: 3 clusters Score -501143.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -501164.031250 Penalty: 2792.859375 Iteration 17Q: 3 clusters Score -501164 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -501176.937500 Penalty: 2792.859375 Iteration 18Q: 3 clusters Score -501176.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -501183.312500 Penalty: 2792.859375 Iteration 19Q: 3 clusters Score -501183.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -501186.125000 Penalty: 2792.859375 Iteration 20F: 3 clusters Score -501186.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -501186.875000 Penalty: 2792.859375 Iteration 21Q: 3 clusters Score -501186.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -501189.375000 Penalty: 2792.859375 Iteration 22Q: 3 clusters Score -501189.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -501189.375000 Penalty: 2792.859375 Iteration 23F: 3 clusters Score -501189.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2188 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Entering Unmasked Estep Score: -199313.578125 Penalty: 1249.745728 Iteration 0F: 2 clusters Score -199313.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -197131.328125 Penalty: 2499.491455 Iteration 0F: 3 clusters Score -197131.3 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -197612.125000 Penalty: 2499.491455 Iteration 1F: 3 clusters Score -197612.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -197710.359375 Penalty: 2499.491455 Iteration 2F: 3 clusters Score -197710.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -197794.437500 Penalty: 2499.491455 Iteration 3Q: 3 clusters Score -197794.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -197886.281250 Penalty: 2499.491455 Iteration 4Q: 3 clusters Score -197886.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -197975.906250 Penalty: 2499.491455 Iteration 5Q: 3 clusters Score -197975.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -198077.218750 Penalty: 2499.491455 Iteration 6Q: 3 clusters Score -198077.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -198190.312500 Penalty: 2499.491455 Iteration 7Q: 3 clusters Score -198190.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -198294.750000 Penalty: 2499.491455 Iteration 8Q: 3 clusters Score -198294.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -198384.109375 Penalty: 2499.491455 Iteration 9Q: 3 clusters Score -198384.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -198453.921875 Penalty: 2499.491455 Iteration 10Q: 3 clusters Score -198453.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -198509.843750 Penalty: 2499.491455 Iteration 11Q: 3 clusters Score -198509.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -198564.531250 Penalty: 2499.491455 Iteration 12Q: 3 clusters Score -198564.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -198600.390625 Penalty: 2499.491455 Iteration 13Q: 3 clusters Score -198600.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -198631.312500 Penalty: 2499.491455 Iteration 14Q: 3 clusters Score -198631.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -198656.953125 Penalty: 2499.491455 Iteration 15Q: 3 clusters Score -198657 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -198682.671875 Penalty: 2499.491455 Iteration 16Q: 3 clusters Score -198682.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -198709.734375 Penalty: 2499.491455 Iteration 17Q: 3 clusters Score -198709.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -198742.000000 Penalty: 2499.491455 Iteration 18Q: 3 clusters Score -198742 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -198763.578125 Penalty: 2499.491455 Iteration 19Q: 3 clusters Score -198763.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -198777.906250 Penalty: 2499.491455 Iteration 20F: 3 clusters Score -198777.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -198790.453125 Penalty: 2499.491455 Iteration 21Q: 3 clusters Score -198790.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -198798.656250 Penalty: 2499.491455 Iteration 22Q: 3 clusters Score -198798.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -198804.984375 Penalty: 2499.491455 Iteration 23Q: 3 clusters Score -198805 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -198811.812500 Penalty: 2499.491455 Iteration 24Q: 3 clusters Score -198811.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -198819.218750 Penalty: 2499.491455 Iteration 25Q: 3 clusters Score -198819.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -198826.203125 Penalty: 2499.491455 Iteration 26Q: 3 clusters Score -198826.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -198834.937500 Penalty: 2499.491455 Iteration 27Q: 3 clusters Score -198834.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -198841.468750 Penalty: 2499.491455 Iteration 28Q: 3 clusters Score -198841.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -198846.906250 Penalty: 2499.491455 Iteration 29Q: 3 clusters Score -198846.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -198849.453125 Penalty: 2499.491455 Iteration 30Q: 3 clusters Score -198849.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -198853.312500 Penalty: 2499.491455 Iteration 31Q: 3 clusters Score -198853.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -198856.078125 Penalty: 2499.491455 Iteration 32Q: 3 clusters Score -198856.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -198860.359375 Penalty: 2499.491455 Iteration 33Q: 3 clusters Score -198860.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -198862.937500 Penalty: 2499.491455 Iteration 34Q: 3 clusters Score -198862.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -198863.953125 Penalty: 2499.491455 Iteration 35Q: 3 clusters Score -198864 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -198864.281250 Penalty: 2499.491455 Iteration 36Q: 3 clusters Score -198864.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -198864.281250 Penalty: 2499.491455 Iteration 37F: 3 clusters Score -198864.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1820 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Entering Unmasked Estep Score: -171705.531250 Penalty: 1219.821167 Iteration 0F: 2 clusters Score -171705.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -169716.234375 Penalty: 2439.642334 Iteration 0F: 3 clusters Score -169716.2 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -170147.406250 Penalty: 2439.642334 Iteration 1F: 3 clusters Score -170147.4 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -170266.156250 Penalty: 2439.642334 Iteration 2F: 3 clusters Score -170266.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -170315.968750 Penalty: 2439.642334 Iteration 3Q: 3 clusters Score -170316 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -170348.343750 Penalty: 2439.642334 Iteration 4Q: 3 clusters Score -170348.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -170373.156250 Penalty: 2439.642334 Iteration 5Q: 3 clusters Score -170373.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -170392.890625 Penalty: 2439.642334 Iteration 6Q: 3 clusters Score -170392.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -170416.625000 Penalty: 2439.642334 Iteration 7Q: 3 clusters Score -170416.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -170437.421875 Penalty: 2439.642334 Iteration 8Q: 3 clusters Score -170437.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -170454.750000 Penalty: 2439.642334 Iteration 9Q: 3 clusters Score -170454.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -170473.812500 Penalty: 2439.642334 Iteration 10Q: 3 clusters Score -170473.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -170491.671875 Penalty: 2439.642334 Iteration 11Q: 3 clusters Score -170491.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -170510.843750 Penalty: 2439.642334 Iteration 12Q: 3 clusters Score -170510.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -170524.734375 Penalty: 2439.642334 Iteration 13Q: 3 clusters Score -170524.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -170537.406250 Penalty: 2439.642334 Iteration 14Q: 3 clusters Score -170537.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -170549.609375 Penalty: 2439.642334 Iteration 15Q: 3 clusters Score -170549.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -170564.046875 Penalty: 2439.642334 Iteration 16Q: 3 clusters Score -170564 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -170588.406250 Penalty: 2439.642334 Iteration 17Q: 3 clusters Score -170588.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -170612.859375 Penalty: 2439.642334 Iteration 18Q: 3 clusters Score -170612.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -170636.734375 Penalty: 2439.642334 Iteration 19Q: 3 clusters Score -170636.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -170662.109375 Penalty: 2439.642334 Iteration 20F: 3 clusters Score -170662.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -170676.062500 Penalty: 2439.642334 Iteration 21Q: 3 clusters Score -170676.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -170688.640625 Penalty: 2439.642334 Iteration 22Q: 3 clusters Score -170688.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -170703.515625 Penalty: 2439.642334 Iteration 23Q: 3 clusters Score -170703.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -170717.812500 Penalty: 2439.642334 Iteration 24Q: 3 clusters Score -170717.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -170739.843750 Penalty: 2439.642334 Iteration 25Q: 3 clusters Score -170739.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -170755.781250 Penalty: 2439.642334 Iteration 26Q: 3 clusters Score -170755.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -170766.359375 Penalty: 2439.642334 Iteration 27Q: 3 clusters Score -170766.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -170773.171875 Penalty: 2439.642334 Iteration 28Q: 3 clusters Score -170773.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -170778.500000 Penalty: 2439.642334 Iteration 29Q: 3 clusters Score -170778.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -170783.468750 Penalty: 2439.642334 Iteration 30Q: 3 clusters Score -170783.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -170788.875000 Penalty: 2439.642334 Iteration 31Q: 3 clusters Score -170788.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -170794.796875 Penalty: 2439.642334 Iteration 32Q: 3 clusters Score -170794.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -170800.359375 Penalty: 2439.642334 Iteration 33Q: 3 clusters Score -170800.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -170808.250000 Penalty: 2439.642334 Iteration 34Q: 3 clusters Score -170808.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -170811.062500 Penalty: 2439.642334 Iteration 35Q: 3 clusters Score -170811.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -170815.937500 Penalty: 2439.642334 Iteration 36Q: 3 clusters Score -170815.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -170818.531250 Penalty: 2439.642334 Iteration 37Q: 3 clusters Score -170818.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -170820.578125 Penalty: 2439.642334 Iteration 38Q: 3 clusters Score -170820.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -170823.031250 Penalty: 2439.642334 Iteration 39Q: 3 clusters Score -170823 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -170826.968750 Penalty: 2439.642334 Iteration 40F: 3 clusters Score -170827 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -170829.468750 Penalty: 2439.642334 Iteration 41Q: 3 clusters Score -170829.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -170831.453125 Penalty: 2439.642334 Iteration 42Q: 3 clusters Score -170831.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -170831.453125 Penalty: 2439.642334 Iteration 43F: 3 clusters Score -170831.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1784 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Entering Unmasked Estep Score: -166834.250000 Penalty: 1216.574707 Iteration 0F: 2 clusters Score -166834.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -164902.546875 Penalty: 2433.149414 Iteration 0F: 3 clusters Score -164902.5 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -165337.578125 Penalty: 2433.149414 Iteration 1F: 3 clusters Score -165337.6 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -165495.093750 Penalty: 2433.149414 Iteration 2F: 3 clusters Score -165495.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -165623.140625 Penalty: 2433.149414 Iteration 3F: 3 clusters Score -165623.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -165773.437500 Penalty: 2433.149414 Iteration 4F: 3 clusters Score -165773.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -165940.906250 Penalty: 2433.149414 Iteration 5F: 3 clusters Score -165940.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -166105.843750 Penalty: 2433.149414 Iteration 6F: 3 clusters Score -166105.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -166194.421875 Penalty: 2433.149414 Iteration 7Q: 3 clusters Score -166194.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -166236.828125 Penalty: 2433.149414 Iteration 8Q: 3 clusters Score -166236.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -166264.234375 Penalty: 2433.149414 Iteration 9Q: 3 clusters Score -166264.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -166278.921875 Penalty: 2433.149414 Iteration 10Q: 3 clusters Score -166278.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -166290.421875 Penalty: 2433.149414 Iteration 11Q: 3 clusters Score -166290.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -166299.031250 Penalty: 2433.149414 Iteration 12Q: 3 clusters Score -166299 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -166302.250000 Penalty: 2433.149414 Iteration 13Q: 3 clusters Score -166302.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -166308.390625 Penalty: 2433.149414 Iteration 14Q: 3 clusters Score -166308.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -166313.875000 Penalty: 2433.149414 Iteration 15Q: 3 clusters Score -166313.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -166318.765625 Penalty: 2433.149414 Iteration 16Q: 3 clusters Score -166318.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -166326.359375 Penalty: 2433.149414 Iteration 17Q: 3 clusters Score -166326.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -166329.062500 Penalty: 2433.149414 Iteration 18Q: 3 clusters Score -166329.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -166330.312500 Penalty: 2433.149414 Iteration 19Q: 3 clusters Score -166330.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -166335.328125 Penalty: 2433.149414 Iteration 20F: 3 clusters Score -166335.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -166340.453125 Penalty: 2433.149414 Iteration 21Q: 3 clusters Score -166340.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -166347.796875 Penalty: 2433.149414 Iteration 22Q: 3 clusters Score -166347.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -166353.437500 Penalty: 2433.149414 Iteration 23Q: 3 clusters Score -166353.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -166357.812500 Penalty: 2433.149414 Iteration 24Q: 3 clusters Score -166357.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -166359.515625 Penalty: 2433.149414 Iteration 25Q: 3 clusters Score -166359.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -166363.125000 Penalty: 2433.149414 Iteration 26Q: 3 clusters Score -166363.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -166365.734375 Penalty: 2433.149414 Iteration 27Q: 3 clusters Score -166365.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -166368.234375 Penalty: 2433.149414 Iteration 28Q: 3 clusters Score -166368.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -166369.640625 Penalty: 2433.149414 Iteration 29Q: 3 clusters Score -166369.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -166373.609375 Penalty: 2433.149414 Iteration 30Q: 3 clusters Score -166373.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -166378.406250 Penalty: 2433.149414 Iteration 31Q: 3 clusters Score -166378.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -166381.812500 Penalty: 2433.149414 Iteration 32Q: 3 clusters Score -166381.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -166384.500000 Penalty: 2433.149414 Iteration 33Q: 3 clusters Score -166384.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -166388.562500 Penalty: 2433.149414 Iteration 34Q: 3 clusters Score -166388.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -166393.609375 Penalty: 2433.149414 Iteration 35Q: 3 clusters Score -166393.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -166400.125000 Penalty: 2433.149414 Iteration 36Q: 3 clusters Score -166400.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -166411.421875 Penalty: 2433.149414 Iteration 37Q: 3 clusters Score -166411.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -166423.218750 Penalty: 2433.149414 Iteration 38Q: 3 clusters Score -166423.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -166441.078125 Penalty: 2433.149414 Iteration 39Q: 3 clusters Score -166441.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -166466.328125 Penalty: 2433.149414 Iteration 40F: 3 clusters Score -166466.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -166498.406250 Penalty: 2433.149414 Iteration 41Q: 3 clusters Score -166498.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -166526.046875 Penalty: 2433.149414 Iteration 42Q: 3 clusters Score -166526 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -166541.171875 Penalty: 2433.149414 Iteration 43Q: 3 clusters Score -166541.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -166553.640625 Penalty: 2433.149414 Iteration 44Q: 3 clusters Score -166553.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -166563.015625 Penalty: 2433.149414 Iteration 45Q: 3 clusters Score -166563 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -166568.187500 Penalty: 2433.149414 Iteration 46Q: 3 clusters Score -166568.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -166572.406250 Penalty: 2433.149414 Iteration 47Q: 3 clusters Score -166572.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -166573.093750 Penalty: 2433.149414 Iteration 48Q: 3 clusters Score -166573.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -166573.906250 Penalty: 2433.149414 Iteration 49Q: 3 clusters Score -166573.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -166575.546875 Penalty: 2433.149414 Iteration 50Q: 3 clusters Score -166575.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -166576.375000 Penalty: 2433.149414 Iteration 51Q: 3 clusters Score -166576.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -166576.687500 Penalty: 2433.149414 Iteration 52Q: 3 clusters Score -166576.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -166576.687500 Penalty: 2433.149414 Iteration 53F: 3 clusters Score -166576.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2408 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Entering Unmasked Estep Score: -217527.062500 Penalty: 1265.314697 Iteration 0F: 2 clusters Score -217527.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -215194.218750 Penalty: 2530.629395 Iteration 0F: 3 clusters Score -215194.2 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -215694.875000 Penalty: 2530.629395 Iteration 1F: 3 clusters Score -215694.9 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -215813.468750 Penalty: 2530.629395 Iteration 2F: 3 clusters Score -215813.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -215927.484375 Penalty: 2530.629395 Iteration 3F: 3 clusters Score -215927.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -216046.859375 Penalty: 2530.629395 Iteration 4F: 3 clusters Score -216046.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -216171.703125 Penalty: 2530.629395 Iteration 5F: 3 clusters Score -216171.7 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -216276.515625 Penalty: 2530.629395 Iteration 6F: 3 clusters Score -216276.5 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -216379.343750 Penalty: 2530.629395 Iteration 7Q: 3 clusters Score -216379.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -216464.625000 Penalty: 2530.629395 Iteration 8Q: 3 clusters Score -216464.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -216531.250000 Penalty: 2530.629395 Iteration 9Q: 3 clusters Score -216531.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -216591.390625 Penalty: 2530.629395 Iteration 10Q: 3 clusters Score -216591.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -216647.156250 Penalty: 2530.629395 Iteration 11Q: 3 clusters Score -216647.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -216673.312500 Penalty: 2530.629395 Iteration 12Q: 3 clusters Score -216673.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -216688.390625 Penalty: 2530.629395 Iteration 13Q: 3 clusters Score -216688.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -216696.593750 Penalty: 2530.629395 Iteration 14Q: 3 clusters Score -216696.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -216703.078125 Penalty: 2530.629395 Iteration 15Q: 3 clusters Score -216703.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -216706.000000 Penalty: 2530.629395 Iteration 16Q: 3 clusters Score -216706 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -216709.171875 Penalty: 2530.629395 Iteration 17Q: 3 clusters Score -216709.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -216711.468750 Penalty: 2530.629395 Iteration 18Q: 3 clusters Score -216711.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -216712.593750 Penalty: 2530.629395 Iteration 19Q: 3 clusters Score -216712.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -216713.015625 Penalty: 2530.629395 Iteration 20F: 3 clusters Score -216713 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -216713.781250 Penalty: 2530.629395 Iteration 21Q: 3 clusters Score -216713.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -216715.437500 Penalty: 2530.629395 Iteration 22Q: 3 clusters Score -216715.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -216716.328125 Penalty: 2530.629395 Iteration 23Q: 3 clusters Score -216716.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -216718.125000 Penalty: 2530.629395 Iteration 24Q: 3 clusters Score -216718.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -216719.406250 Penalty: 2530.629395 Iteration 25Q: 3 clusters Score -216719.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -216720.421875 Penalty: 2530.629395 Iteration 26Q: 3 clusters Score -216720.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -216720.703125 Penalty: 2530.629395 Iteration 27Q: 3 clusters Score -216720.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -216720.703125 Penalty: 2530.629395 Iteration 28F: 3 clusters Score -216720.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2494 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Entering Unmasked Estep Score: -236281.890625 Penalty: 1271.017090 Iteration 0F: 2 clusters Score -236281.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -233902.312500 Penalty: 2542.034180 Iteration 0F: 3 clusters Score -233902.3 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -234493.312500 Penalty: 2542.034180 Iteration 1F: 3 clusters Score -234493.3 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -234642.781250 Penalty: 2542.034180 Iteration 2F: 3 clusters Score -234642.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -234737.359375 Penalty: 2542.034180 Iteration 3F: 3 clusters Score -234737.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -234836.218750 Penalty: 2542.034180 Iteration 4Q: 3 clusters Score -234836.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -234924.500000 Penalty: 2542.034180 Iteration 5Q: 3 clusters Score -234924.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -235005.796875 Penalty: 2542.034180 Iteration 6Q: 3 clusters Score -235005.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -235096.015625 Penalty: 2542.034180 Iteration 7Q: 3 clusters Score -235096 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -235175.312500 Penalty: 2542.034180 Iteration 8Q: 3 clusters Score -235175.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -235255.531250 Penalty: 2542.034180 Iteration 9Q: 3 clusters Score -235255.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -235328.109375 Penalty: 2542.034180 Iteration 10Q: 3 clusters Score -235328.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -235382.359375 Penalty: 2542.034180 Iteration 11Q: 3 clusters Score -235382.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -235441.296875 Penalty: 2542.034180 Iteration 12Q: 3 clusters Score -235441.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -235492.015625 Penalty: 2542.034180 Iteration 13Q: 3 clusters Score -235492 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -235529.203125 Penalty: 2542.034180 Iteration 14Q: 3 clusters Score -235529.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -235557.015625 Penalty: 2542.034180 Iteration 15Q: 3 clusters Score -235557 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -235588.343750 Penalty: 2542.034180 Iteration 16Q: 3 clusters Score -235588.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -235610.015625 Penalty: 2542.034180 Iteration 17Q: 3 clusters Score -235610 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -235629.953125 Penalty: 2542.034180 Iteration 18Q: 3 clusters Score -235630 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -235649.343750 Penalty: 2542.034180 Iteration 19Q: 3 clusters Score -235649.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -235661.828125 Penalty: 2542.034180 Iteration 20F: 3 clusters Score -235661.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -235667.609375 Penalty: 2542.034180 Iteration 21Q: 3 clusters Score -235667.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -235672.703125 Penalty: 2542.034180 Iteration 22Q: 3 clusters Score -235672.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -235674.718750 Penalty: 2542.034180 Iteration 23Q: 3 clusters Score -235674.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -235676.812500 Penalty: 2542.034180 Iteration 24Q: 3 clusters Score -235676.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -235679.062500 Penalty: 2542.034180 Iteration 25Q: 3 clusters Score -235679.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -235681.312500 Penalty: 2542.034180 Iteration 26Q: 3 clusters Score -235681.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -235681.515625 Penalty: 2542.034180 Iteration 27Q: 3 clusters Score -235681.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -235682.078125 Penalty: 2542.034180 Iteration 28Q: 3 clusters Score -235682.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -235682.375000 Penalty: 2542.034180 Iteration 29Q: 3 clusters Score -235682.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -235683.546875 Penalty: 2542.034180 Iteration 30Q: 3 clusters Score -235683.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -235685.046875 Penalty: 2542.034180 Iteration 31Q: 3 clusters Score -235685 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -235685.687500 Penalty: 2542.034180 Iteration 32Q: 3 clusters Score -235685.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -235685.640625 Penalty: 2542.034180 Iteration 33Q: 3 clusters Score -235685.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -235685.640625 Penalty: 2542.034180 Iteration 34F: 3 clusters Score -235685.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Entering Unmasked Estep Score: -32327.537109 Penalty: 956.491943 Iteration 0F: 2 clusters Score -32327.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -31421.855469 Penalty: 1912.983887 Iteration 0F: 3 clusters Score -31421.86 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -31574.621094 Penalty: 1912.983887 Iteration 1F: 3 clusters Score -31574.62 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -31623.066406 Penalty: 1912.983887 Iteration 2F: 3 clusters Score -31623.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -31650.285156 Penalty: 1912.983887 Iteration 3Q: 3 clusters Score -31650.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -31661.111328 Penalty: 1912.983887 Iteration 4Q: 3 clusters Score -31661.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -31664.818359 Penalty: 1912.983887 Iteration 5Q: 3 clusters Score -31664.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -31664.818359 Penalty: 1912.983887 Iteration 6F: 3 clusters Score -31664.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1630 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Entering Unmasked Estep Score: -154761.968750 Penalty: 1201.904419 Iteration 0F: 2 clusters Score -154762 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -152879.921875 Penalty: 2403.808838 Iteration 0F: 3 clusters Score -152879.9 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -153255.109375 Penalty: 2403.808838 Iteration 1F: 3 clusters Score -153255.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -153346.140625 Penalty: 2403.808838 Iteration 2F: 3 clusters Score -153346.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -153401.015625 Penalty: 2403.808838 Iteration 3Q: 3 clusters Score -153401 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -153440.781250 Penalty: 2403.808838 Iteration 4Q: 3 clusters Score -153440.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -153480.531250 Penalty: 2403.808838 Iteration 5Q: 3 clusters Score -153480.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -153509.718750 Penalty: 2403.808838 Iteration 6Q: 3 clusters Score -153509.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -153536.640625 Penalty: 2403.808838 Iteration 7Q: 3 clusters Score -153536.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -153558.765625 Penalty: 2403.808838 Iteration 8Q: 3 clusters Score -153558.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -153590.281250 Penalty: 2403.808838 Iteration 9Q: 3 clusters Score -153590.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -153613.421875 Penalty: 2403.808838 Iteration 10Q: 3 clusters Score -153613.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -153633.750000 Penalty: 2403.808838 Iteration 11Q: 3 clusters Score -153633.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -153655.000000 Penalty: 2403.808838 Iteration 12Q: 3 clusters Score -153655 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -153673.015625 Penalty: 2403.808838 Iteration 13Q: 3 clusters Score -153673 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -153686.828125 Penalty: 2403.808838 Iteration 14Q: 3 clusters Score -153686.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -153697.500000 Penalty: 2403.808838 Iteration 15Q: 3 clusters Score -153697.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -153709.000000 Penalty: 2403.808838 Iteration 16Q: 3 clusters Score -153709 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -153720.687500 Penalty: 2403.808838 Iteration 17Q: 3 clusters Score -153720.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -153725.281250 Penalty: 2403.808838 Iteration 18Q: 3 clusters Score -153725.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -153728.765625 Penalty: 2403.808838 Iteration 19Q: 3 clusters Score -153728.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -153733.062500 Penalty: 2403.808838 Iteration 20F: 3 clusters Score -153733.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -153734.734375 Penalty: 2403.808838 Iteration 21Q: 3 clusters Score -153734.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -153735.640625 Penalty: 2403.808838 Iteration 22Q: 3 clusters Score -153735.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -153736.640625 Penalty: 2403.808838 Iteration 23Q: 3 clusters Score -153736.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -153736.640625 Penalty: 2403.808838 Iteration 24F: 3 clusters Score -153736.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1953 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Entering Unmasked Estep Score: -174974.515625 Penalty: 1231.282227 Iteration 0F: 2 clusters Score -174974.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -172925.468750 Penalty: 2462.564453 Iteration 0F: 3 clusters Score -172925.5 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -173442.265625 Penalty: 2462.564453 Iteration 1F: 3 clusters Score -173442.3 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -173599.250000 Penalty: 2462.564453 Iteration 2F: 3 clusters Score -173599.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -173682.218750 Penalty: 2462.564453 Iteration 3F: 3 clusters Score -173682.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -173730.890625 Penalty: 2462.564453 Iteration 4Q: 3 clusters Score -173730.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -173762.703125 Penalty: 2462.564453 Iteration 5Q: 3 clusters Score -173762.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -173787.718750 Penalty: 2462.564453 Iteration 6Q: 3 clusters Score -173787.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -173812.796875 Penalty: 2462.564453 Iteration 7Q: 3 clusters Score -173812.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -173831.843750 Penalty: 2462.564453 Iteration 8Q: 3 clusters Score -173831.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -173849.734375 Penalty: 2462.564453 Iteration 9Q: 3 clusters Score -173849.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -173865.468750 Penalty: 2462.564453 Iteration 10Q: 3 clusters Score -173865.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -173881.187500 Penalty: 2462.564453 Iteration 11Q: 3 clusters Score -173881.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -173899.281250 Penalty: 2462.564453 Iteration 12Q: 3 clusters Score -173899.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -173913.750000 Penalty: 2462.564453 Iteration 13Q: 3 clusters Score -173913.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -173928.421875 Penalty: 2462.564453 Iteration 14Q: 3 clusters Score -173928.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -173939.421875 Penalty: 2462.564453 Iteration 15Q: 3 clusters Score -173939.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -173954.828125 Penalty: 2462.564453 Iteration 16Q: 3 clusters Score -173954.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -173979.718750 Penalty: 2462.564453 Iteration 17Q: 3 clusters Score -173979.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -173994.375000 Penalty: 2462.564453 Iteration 18Q: 3 clusters Score -173994.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -174004.703125 Penalty: 2462.564453 Iteration 19Q: 3 clusters Score -174004.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -174012.015625 Penalty: 2462.564453 Iteration 20F: 3 clusters Score -174012 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -174019.421875 Penalty: 2462.564453 Iteration 21Q: 3 clusters Score -174019.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -174025.265625 Penalty: 2462.564453 Iteration 22Q: 3 clusters Score -174025.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -174027.937500 Penalty: 2462.564453 Iteration 23Q: 3 clusters Score -174027.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -174030.343750 Penalty: 2462.564453 Iteration 24Q: 3 clusters Score -174030.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -174032.421875 Penalty: 2462.564453 Iteration 25Q: 3 clusters Score -174032.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -174033.921875 Penalty: 2462.564453 Iteration 26Q: 3 clusters Score -174033.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -174036.156250 Penalty: 2462.564453 Iteration 27Q: 3 clusters Score -174036.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -174037.765625 Penalty: 2462.564453 Iteration 28Q: 3 clusters Score -174037.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -174040.703125 Penalty: 2462.564453 Iteration 29Q: 3 clusters Score -174040.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -174044.484375 Penalty: 2462.564453 Iteration 30Q: 3 clusters Score -174044.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -174044.953125 Penalty: 2462.564453 Iteration 31Q: 3 clusters Score -174045 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -174044.953125 Penalty: 2462.564453 Iteration 32F: 3 clusters Score -174045 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (784 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Entering Unmasked Estep Score: -72523.937500 Penalty: 1082.966431 Iteration 0F: 2 clusters Score -72523.94 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 396 members Entering Unmasked Estep Score: -71232.984375 Penalty: 2165.932861 Iteration 0F: 3 clusters Score -71232.98 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -71447.429688 Penalty: 2165.932861 Iteration 1F: 3 clusters Score -71447.43 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -71514.562500 Penalty: 2165.932861 Iteration 2F: 3 clusters Score -71514.56 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -71549.539062 Penalty: 2165.932861 Iteration 3Q: 3 clusters Score -71549.54 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -71560.484375 Penalty: 2165.932861 Iteration 4Q: 3 clusters Score -71560.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -71567.992188 Penalty: 2165.932861 Iteration 5Q: 3 clusters Score -71567.99 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -71577.335938 Penalty: 2165.932861 Iteration 6Q: 3 clusters Score -71577.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -71581.226562 Penalty: 2165.932861 Iteration 7Q: 3 clusters Score -71581.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -71583.320312 Penalty: 2165.932861 Iteration 8Q: 3 clusters Score -71583.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -71586.210938 Penalty: 2165.932861 Iteration 9Q: 3 clusters Score -71586.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -71586.992188 Penalty: 2165.932861 Iteration 10Q: 3 clusters Score -71586.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -71586.992188 Penalty: 2165.932861 Iteration 11F: 3 clusters Score -71586.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2627 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Entering Unmasked Estep Score: -247961.140625 Penalty: 1279.459595 Iteration 0F: 2 clusters Score -247961.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -245504.531250 Penalty: 2558.919189 Iteration 0F: 3 clusters Score -245504.5 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -246171.015625 Penalty: 2558.919189 Iteration 1F: 3 clusters Score -246171 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -246281.828125 Penalty: 2558.919189 Iteration 2F: 3 clusters Score -246281.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -246352.968750 Penalty: 2558.919189 Iteration 3Q: 3 clusters Score -246353 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -246407.781250 Penalty: 2558.919189 Iteration 4Q: 3 clusters Score -246407.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -246453.687500 Penalty: 2558.919189 Iteration 5Q: 3 clusters Score -246453.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -246499.500000 Penalty: 2558.919189 Iteration 6Q: 3 clusters Score -246499.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -246540.171875 Penalty: 2558.919189 Iteration 7Q: 3 clusters Score -246540.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -246585.828125 Penalty: 2558.919189 Iteration 8Q: 3 clusters Score -246585.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -246633.375000 Penalty: 2558.919189 Iteration 9Q: 3 clusters Score -246633.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -246695.078125 Penalty: 2558.919189 Iteration 10Q: 3 clusters Score -246695.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -246788.328125 Penalty: 2558.919189 Iteration 11Q: 3 clusters Score -246788.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -246903.703125 Penalty: 2558.919189 Iteration 12Q: 3 clusters Score -246903.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -247029.984375 Penalty: 2558.919189 Iteration 13Q: 3 clusters Score -247030 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -247163.125000 Penalty: 2558.919189 Iteration 14Q: 3 clusters Score -247163.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -247334.531250 Penalty: 2558.919189 Iteration 15Q: 3 clusters Score -247334.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -247555.031250 Penalty: 2558.919189 Iteration 16Q: 3 clusters Score -247555 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -247837.203125 Penalty: 2558.919189 Iteration 17Q: 3 clusters Score -247837.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -248068.218750 Penalty: 2558.919189 Iteration 18Q: 3 clusters Score -248068.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -248261.203125 Penalty: 2558.919189 Iteration 19Q: 3 clusters Score -248261.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -248310.812500 Penalty: 2558.919189 Iteration 20F: 3 clusters Score -248310.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -248322.593750 Penalty: 2558.919189 Iteration 21Q: 3 clusters Score -248322.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -248324.312500 Penalty: 2558.919189 Iteration 22Q: 3 clusters Score -248324.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -248325.031250 Penalty: 2558.919189 Iteration 23Q: 3 clusters Score -248325 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -248326.875000 Penalty: 2558.919189 Iteration 24Q: 3 clusters Score -248326.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -248327.625000 Penalty: 2558.919189 Iteration 25Q: 3 clusters Score -248327.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -248327.859375 Penalty: 2558.919189 Iteration 26Q: 3 clusters Score -248327.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -248327.859375 Penalty: 2558.919189 Iteration 27F: 3 clusters Score -248327.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 2188 members Mstep: Class 3 contains 1820 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 2408 members Mstep: Class 6 contains 2494 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1630 members Mstep: Class 9 contains 1953 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 1726 members Mstep: Class 12 contains 721 members Mstep: Class 13 contains 2356 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 1449 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9669 members Mstep: Class 18 contains 3341 members Mstep: Class 19 contains 12735 members Mstep: Class 20 contains 9367 members Mstep: Class 21 contains 13355 members Mstep: Class 22 contains 1795 members Mstep: Class 23 contains 901 members Entering Unmasked Estep Score: -7240576.500000 Penalty: 42163.562500 Splitting cluster 11 changes total score from -7240766.500000 to -7240576.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (721 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Entering Unmasked Estep Score: -57831.105469 Penalty: 1069.353760 Iteration 0F: 2 clusters Score -57831.11 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 377 members Entering Unmasked Estep Score: -56657.003906 Penalty: 2138.707520 Iteration 0F: 3 clusters Score -56657 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -56944.949219 Penalty: 2138.707520 Iteration 1F: 3 clusters Score -56944.95 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -57037.605469 Penalty: 2138.707520 Iteration 2F: 3 clusters Score -57037.61 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -57090.808594 Penalty: 2138.707520 Iteration 3F: 3 clusters Score -57090.81 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -57124.031250 Penalty: 2138.707520 Iteration 4Q: 3 clusters Score -57124.03 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -57144.125000 Penalty: 2138.707520 Iteration 5Q: 3 clusters Score -57144.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -57156.066406 Penalty: 2138.707520 Iteration 6Q: 3 clusters Score -57156.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -57166.261719 Penalty: 2138.707520 Iteration 7Q: 3 clusters Score -57166.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -57178.226562 Penalty: 2138.707520 Iteration 8Q: 3 clusters Score -57178.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -57182.699219 Penalty: 2138.707520 Iteration 9Q: 3 clusters Score -57182.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -57188.468750 Penalty: 2138.707520 Iteration 10Q: 3 clusters Score -57188.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -57195.175781 Penalty: 2138.707520 Iteration 11Q: 3 clusters Score -57195.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -57198.355469 Penalty: 2138.707520 Iteration 12Q: 3 clusters Score -57198.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -57199.613281 Penalty: 2138.707520 Iteration 13Q: 3 clusters Score -57199.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -57200.636719 Penalty: 2138.707520 Iteration 14Q: 3 clusters Score -57200.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -57201.082031 Penalty: 2138.707520 Iteration 15Q: 3 clusters Score -57201.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -57201.082031 Penalty: 2138.707520 Iteration 16F: 3 clusters Score -57201.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (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: -208541.156250 Penalty: 1261.767090 Iteration 0F: 2 clusters Score -208541.2 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 1165 members Entering Unmasked Estep Score: -206243.609375 Penalty: 2523.534180 Iteration 0F: 3 clusters Score -206243.6 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -206804.468750 Penalty: 2523.534180 Iteration 1F: 3 clusters Score -206804.5 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -207011.140625 Penalty: 2523.534180 Iteration 2F: 3 clusters Score -207011.1 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -207288.531250 Penalty: 2523.534180 Iteration 3F: 3 clusters Score -207288.5 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -207539.328125 Penalty: 2523.534180 Iteration 4F: 3 clusters Score -207539.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -207756.718750 Penalty: 2523.534180 Iteration 5F: 3 clusters Score -207756.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -207903.468750 Penalty: 2523.534180 Iteration 6F: 3 clusters Score -207903.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -208023.359375 Penalty: 2523.534180 Iteration 7Q: 3 clusters Score -208023.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -208122.171875 Penalty: 2523.534180 Iteration 8Q: 3 clusters Score -208122.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -208174.796875 Penalty: 2523.534180 Iteration 9Q: 3 clusters Score -208174.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -208224.109375 Penalty: 2523.534180 Iteration 10Q: 3 clusters Score -208224.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -208287.859375 Penalty: 2523.534180 Iteration 11Q: 3 clusters Score -208287.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -208353.687500 Penalty: 2523.534180 Iteration 12Q: 3 clusters Score -208353.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -208391.140625 Penalty: 2523.534180 Iteration 13Q: 3 clusters Score -208391.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -208429.546875 Penalty: 2523.534180 Iteration 14Q: 3 clusters Score -208429.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -208464.093750 Penalty: 2523.534180 Iteration 15Q: 3 clusters Score -208464.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -208496.203125 Penalty: 2523.534180 Iteration 16Q: 3 clusters Score -208496.2 nChanged 37 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: -208520.875000 Penalty: 2523.534180 Iteration 17Q: 3 clusters Score -208520.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -208537.031250 Penalty: 2523.534180 Iteration 18Q: 3 clusters Score -208537 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -208546.781250 Penalty: 2523.534180 Iteration 19Q: 3 clusters Score -208546.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -208556.453125 Penalty: 2523.534180 Iteration 20F: 3 clusters Score -208556.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -208560.812500 Penalty: 2523.534180 Iteration 21Q: 3 clusters Score -208560.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -208565.687500 Penalty: 2523.534180 Iteration 22Q: 3 clusters Score -208565.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -208567.687500 Penalty: 2523.534180 Iteration 23Q: 3 clusters Score -208567.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -208568.000000 Penalty: 2523.534180 Iteration 24Q: 3 clusters Score -208568 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -208568.000000 Penalty: 2523.534180 Iteration 25F: 3 clusters Score -208568 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 2188 members Mstep: Class 3 contains 1820 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 2408 members Mstep: Class 6 contains 2494 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1630 members Mstep: Class 9 contains 1953 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2627 members Mstep: Class 12 contains 721 members Mstep: Class 13 contains 1042 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 1449 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9669 members Mstep: Class 18 contains 3341 members Mstep: Class 19 contains 12735 members Mstep: Class 20 contains 9367 members Mstep: Class 21 contains 13355 members Mstep: Class 22 contains 1795 members Mstep: Class 23 contains 1314 members Entering Unmasked Estep Score: -7240235.500000 Penalty: 42163.562500 Splitting cluster 13 changes total score from -7240766.500000 to -7240235.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (660 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Entering Unmasked Estep Score: -55785.175781 Penalty: 1054.989014 Iteration 0F: 2 clusters Score -55785.18 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 328 members Entering Unmasked Estep Score: -54576.750000 Penalty: 2109.978027 Iteration 0F: 3 clusters Score -54576.75 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -54754.523438 Penalty: 2109.978027 Iteration 1F: 3 clusters Score -54754.52 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -54805.726562 Penalty: 2109.978027 Iteration 2F: 3 clusters Score -54805.73 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -54834.113281 Penalty: 2109.978027 Iteration 3Q: 3 clusters Score -54834.11 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -54870.863281 Penalty: 2109.978027 Iteration 4Q: 3 clusters Score -54870.86 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -54900.843750 Penalty: 2109.978027 Iteration 5Q: 3 clusters Score -54900.84 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -54933.300781 Penalty: 2109.978027 Iteration 6Q: 3 clusters Score -54933.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -54955.671875 Penalty: 2109.978027 Iteration 7Q: 3 clusters Score -54955.67 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -54969.742188 Penalty: 2109.978027 Iteration 8Q: 3 clusters Score -54969.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -54973.968750 Penalty: 2109.978027 Iteration 9Q: 3 clusters Score -54973.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -54974.445312 Penalty: 2109.978027 Iteration 10Q: 3 clusters Score -54974.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -54975.152344 Penalty: 2109.978027 Iteration 11Q: 3 clusters Score -54975.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -54980.390625 Penalty: 2109.978027 Iteration 12Q: 3 clusters Score -54980.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -54986.441406 Penalty: 2109.978027 Iteration 13Q: 3 clusters Score -54986.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -54993.718750 Penalty: 2109.978027 Iteration 14Q: 3 clusters Score -54993.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -55003.652344 Penalty: 2109.978027 Iteration 15Q: 3 clusters Score -55003.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -55008.746094 Penalty: 2109.978027 Iteration 16Q: 3 clusters Score -55008.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -55009.785156 Penalty: 2109.978027 Iteration 17Q: 3 clusters Score -55009.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -55009.785156 Penalty: 2109.978027 Iteration 18F: 3 clusters Score -55009.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1449 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Entering Unmasked Estep Score: -133901.140625 Penalty: 1182.777222 Iteration 0F: 2 clusters Score -133901.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -132186.750000 Penalty: 2365.554443 Iteration 0F: 3 clusters Score -132186.8 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -132558.921875 Penalty: 2365.554443 Iteration 1F: 3 clusters Score -132558.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -132672.984375 Penalty: 2365.554443 Iteration 2F: 3 clusters Score -132673 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -132732.531250 Penalty: 2365.554443 Iteration 3F: 3 clusters Score -132732.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -132769.218750 Penalty: 2365.554443 Iteration 4Q: 3 clusters Score -132769.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -132793.406250 Penalty: 2365.554443 Iteration 5Q: 3 clusters Score -132793.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -132816.375000 Penalty: 2365.554443 Iteration 6Q: 3 clusters Score -132816.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -132834.500000 Penalty: 2365.554443 Iteration 7Q: 3 clusters Score -132834.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -132848.046875 Penalty: 2365.554443 Iteration 8Q: 3 clusters Score -132848 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -132868.750000 Penalty: 2365.554443 Iteration 9Q: 3 clusters Score -132868.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -132888.500000 Penalty: 2365.554443 Iteration 10Q: 3 clusters Score -132888.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -132901.890625 Penalty: 2365.554443 Iteration 11Q: 3 clusters Score -132901.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -132917.562500 Penalty: 2365.554443 Iteration 12Q: 3 clusters Score -132917.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -132934.484375 Penalty: 2365.554443 Iteration 13Q: 3 clusters Score -132934.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -132951.093750 Penalty: 2365.554443 Iteration 14Q: 3 clusters Score -132951.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -132974.031250 Penalty: 2365.554443 Iteration 15Q: 3 clusters Score -132974 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -133001.328125 Penalty: 2365.554443 Iteration 16Q: 3 clusters Score -133001.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -133035.578125 Penalty: 2365.554443 Iteration 17Q: 3 clusters Score -133035.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -133070.765625 Penalty: 2365.554443 Iteration 18Q: 3 clusters Score -133070.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -133115.140625 Penalty: 2365.554443 Iteration 19Q: 3 clusters Score -133115.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -133177.421875 Penalty: 2365.554443 Iteration 20F: 3 clusters Score -133177.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -133247.609375 Penalty: 2365.554443 Iteration 21Q: 3 clusters Score -133247.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -133300.046875 Penalty: 2365.554443 Iteration 22Q: 3 clusters Score -133300 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -133345.859375 Penalty: 2365.554443 Iteration 23Q: 3 clusters Score -133345.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -133389.593750 Penalty: 2365.554443 Iteration 24Q: 3 clusters Score -133389.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -133416.562500 Penalty: 2365.554443 Iteration 25Q: 3 clusters Score -133416.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -133433.828125 Penalty: 2365.554443 Iteration 26Q: 3 clusters Score -133433.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -133436.234375 Penalty: 2365.554443 Iteration 27Q: 3 clusters Score -133436.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -133437.125000 Penalty: 2365.554443 Iteration 28Q: 3 clusters Score -133437.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -133438.093750 Penalty: 2365.554443 Iteration 29Q: 3 clusters Score -133438.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -133438.796875 Penalty: 2365.554443 Iteration 30Q: 3 clusters Score -133438.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -133438.796875 Penalty: 2365.554443 Iteration 31F: 3 clusters Score -133438.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (417 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Entering Unmasked Estep Score: -37746.878906 Penalty: 980.376526 Iteration 0F: 2 clusters Score -37746.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -36758.183594 Penalty: 1960.753052 Iteration 0F: 3 clusters Score -36758.18 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -36909.246094 Penalty: 1960.753052 Iteration 1F: 3 clusters Score -36909.25 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -36945.355469 Penalty: 1960.753052 Iteration 2Q: 3 clusters Score -36945.36 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -36968.902344 Penalty: 1960.753052 Iteration 3Q: 3 clusters Score -36968.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -36974.914062 Penalty: 1960.753052 Iteration 4Q: 3 clusters Score -36974.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -36980.125000 Penalty: 1960.753052 Iteration 5Q: 3 clusters Score -36980.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -36981.148438 Penalty: 1960.753052 Iteration 6Q: 3 clusters Score -36981.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -36981.148438 Penalty: 1960.753052 Iteration 7F: 3 clusters Score -36981.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (9669 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9669 members Entering Unmasked Estep Score: -933535.375000 Penalty: 1491.210571 Iteration 0F: 2 clusters Score -933535.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -926609.312500 Penalty: 2982.421143 Iteration 0F: 3 clusters Score -926609.3 nChanged 4189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5043 members Mstep: Class 2 contains 4626 members Entering Unmasked Estep Score: -928812.437500 Penalty: 2982.421143 Iteration 1F: 3 clusters Score -928812.4 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5156 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -929096.937500 Penalty: 2982.421143 Iteration 2F: 3 clusters Score -929096.9 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5273 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -929364.687500 Penalty: 2982.421143 Iteration 3F: 3 clusters Score -929364.7 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5392 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -929631.812500 Penalty: 2982.421143 Iteration 4Q: 3 clusters Score -929631.8 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5546 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -929924.000000 Penalty: 2982.421143 Iteration 5F: 3 clusters Score -929924 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5698 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -930175.562500 Penalty: 2982.421143 Iteration 6Q: 3 clusters Score -930175.6 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5860 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -930417.875000 Penalty: 2982.421143 Iteration 7Q: 3 clusters Score -930417.9 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6023 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -930632.562500 Penalty: 2982.421143 Iteration 8Q: 3 clusters Score -930632.6 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6156 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -930813.812500 Penalty: 2982.421143 Iteration 9Q: 3 clusters Score -930813.8 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6302 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -930974.687500 Penalty: 2982.421143 Iteration 10Q: 3 clusters Score -930974.7 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6443 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -931146.312500 Penalty: 2982.421143 Iteration 11Q: 3 clusters Score -931146.3 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6578 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -931302.125000 Penalty: 2982.421143 Iteration 12Q: 3 clusters Score -931302.1 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -931435.750000 Penalty: 2982.421143 Iteration 13Q: 3 clusters Score -931435.8 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6795 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -931545.687500 Penalty: 2982.421143 Iteration 14Q: 3 clusters Score -931545.7 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6891 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -931621.812500 Penalty: 2982.421143 Iteration 15Q: 3 clusters Score -931621.8 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6978 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -931686.375000 Penalty: 2982.421143 Iteration 16Q: 3 clusters Score -931686.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7054 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -931735.062500 Penalty: 2982.421143 Iteration 17Q: 3 clusters Score -931735.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -931763.500000 Penalty: 2982.421143 Iteration 18Q: 3 clusters Score -931763.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7186 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -931797.187500 Penalty: 2982.421143 Iteration 19Q: 3 clusters Score -931797.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7249 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -931824.750000 Penalty: 2982.421143 Iteration 20F: 3 clusters Score -931824.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7315 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -931849.437500 Penalty: 2982.421143 Iteration 21Q: 3 clusters Score -931849.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7372 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -931874.750000 Penalty: 2982.421143 Iteration 22Q: 3 clusters Score -931874.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7421 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -931889.625000 Penalty: 2982.421143 Iteration 23Q: 3 clusters Score -931889.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7463 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -931905.562500 Penalty: 2982.421143 Iteration 24Q: 3 clusters Score -931905.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7515 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -931919.625000 Penalty: 2982.421143 Iteration 25Q: 3 clusters Score -931919.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7556 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -931927.875000 Penalty: 2982.421143 Iteration 26Q: 3 clusters Score -931927.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7585 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -931934.562500 Penalty: 2982.421143 Iteration 27Q: 3 clusters Score -931934.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7610 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -931940.062500 Penalty: 2982.421143 Iteration 28Q: 3 clusters Score -931940.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7640 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -931945.812500 Penalty: 2982.421143 Iteration 29Q: 3 clusters Score -931945.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7673 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -931955.250000 Penalty: 2982.421143 Iteration 30Q: 3 clusters Score -931955.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7698 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -931960.687500 Penalty: 2982.421143 Iteration 31Q: 3 clusters Score -931960.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7718 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -931966.750000 Penalty: 2982.421143 Iteration 32Q: 3 clusters Score -931966.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7743 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -931973.125000 Penalty: 2982.421143 Iteration 33Q: 3 clusters Score -931973.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7767 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -931976.687500 Penalty: 2982.421143 Iteration 34Q: 3 clusters Score -931976.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7791 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -931982.437500 Penalty: 2982.421143 Iteration 35Q: 3 clusters Score -931982.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7817 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -931991.312500 Penalty: 2982.421143 Iteration 36Q: 3 clusters Score -931991.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7845 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -931998.625000 Penalty: 2982.421143 Iteration 37Q: 3 clusters Score -931998.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7871 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -932000.062500 Penalty: 2982.421143 Iteration 38Q: 3 clusters Score -932000.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7894 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -932008.125000 Penalty: 2982.421143 Iteration 39Q: 3 clusters Score -932008.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7914 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -932009.687500 Penalty: 2982.421143 Iteration 40F: 3 clusters Score -932009.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7938 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -932017.125000 Penalty: 2982.421143 Iteration 41Q: 3 clusters Score -932017.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7963 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -932022.500000 Penalty: 2982.421143 Iteration 42Q: 3 clusters Score -932022.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7981 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -932027.500000 Penalty: 2982.421143 Iteration 43Q: 3 clusters Score -932027.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7998 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -932029.625000 Penalty: 2982.421143 Iteration 44Q: 3 clusters Score -932029.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8022 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -932034.250000 Penalty: 2982.421143 Iteration 45Q: 3 clusters Score -932034.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8053 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -932042.187500 Penalty: 2982.421143 Iteration 46Q: 3 clusters Score -932042.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8085 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -932050.500000 Penalty: 2982.421143 Iteration 47Q: 3 clusters Score -932050.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8124 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -932059.375000 Penalty: 2982.421143 Iteration 48Q: 3 clusters Score -932059.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8160 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -932070.000000 Penalty: 2982.421143 Iteration 49Q: 3 clusters Score -932070 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8186 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -932074.125000 Penalty: 2982.421143 Iteration 50Q: 3 clusters Score -932074.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8204 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -932076.937500 Penalty: 2982.421143 Iteration 51Q: 3 clusters Score -932076.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8224 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -932081.687500 Penalty: 2982.421143 Iteration 52Q: 3 clusters Score -932081.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8247 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -932087.437500 Penalty: 2982.421143 Iteration 53Q: 3 clusters Score -932087.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8270 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -932098.562500 Penalty: 2982.421143 Iteration 54Q: 3 clusters Score -932098.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8300 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -932105.125000 Penalty: 2982.421143 Iteration 55Q: 3 clusters Score -932105.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8323 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -932111.562500 Penalty: 2982.421143 Iteration 56Q: 3 clusters Score -932111.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8344 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -932119.062500 Penalty: 2982.421143 Iteration 57Q: 3 clusters Score -932119.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8373 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -932130.812500 Penalty: 2982.421143 Iteration 58Q: 3 clusters Score -932130.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8405 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -932139.187500 Penalty: 2982.421143 Iteration 59Q: 3 clusters Score -932139.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8435 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -932146.500000 Penalty: 2982.421143 Iteration 60F: 3 clusters Score -932146.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8458 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -932153.125000 Penalty: 2982.421143 Iteration 61Q: 3 clusters Score -932153.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8480 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -932160.500000 Penalty: 2982.421143 Iteration 62Q: 3 clusters Score -932160.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8504 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -932174.062500 Penalty: 2982.421143 Iteration 63Q: 3 clusters Score -932174.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8525 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -932183.750000 Penalty: 2982.421143 Iteration 64Q: 3 clusters Score -932183.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8552 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -932194.437500 Penalty: 2982.421143 Iteration 65Q: 3 clusters Score -932194.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8579 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -932203.125000 Penalty: 2982.421143 Iteration 66Q: 3 clusters Score -932203.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8597 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -932213.562500 Penalty: 2982.421143 Iteration 67Q: 3 clusters Score -932213.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8616 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -932224.750000 Penalty: 2982.421143 Iteration 68Q: 3 clusters Score -932224.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8640 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -932234.250000 Penalty: 2982.421143 Iteration 69Q: 3 clusters Score -932234.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8664 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -932244.687500 Penalty: 2982.421143 Iteration 70Q: 3 clusters Score -932244.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8692 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -932254.250000 Penalty: 2982.421143 Iteration 71Q: 3 clusters Score -932254.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8722 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -932264.750000 Penalty: 2982.421143 Iteration 72Q: 3 clusters Score -932264.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8739 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -932268.187500 Penalty: 2982.421143 Iteration 73Q: 3 clusters Score -932268.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8752 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -932272.812500 Penalty: 2982.421143 Iteration 74Q: 3 clusters Score -932272.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8757 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -932273.062500 Penalty: 2982.421143 Iteration 75Q: 3 clusters Score -932273.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8761 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -932274.500000 Penalty: 2982.421143 Iteration 76Q: 3 clusters Score -932274.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8767 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -932277.125000 Penalty: 2982.421143 Iteration 77Q: 3 clusters Score -932277.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8775 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -932280.500000 Penalty: 2982.421143 Iteration 78Q: 3 clusters Score -932280.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8783 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -932285.187500 Penalty: 2982.421143 Iteration 79Q: 3 clusters Score -932285.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8792 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -932288.125000 Penalty: 2982.421143 Iteration 80F: 3 clusters Score -932288.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8798 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -932289.062500 Penalty: 2982.421143 Iteration 81Q: 3 clusters Score -932289.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8803 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -932290.687500 Penalty: 2982.421143 Iteration 82Q: 3 clusters Score -932290.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8811 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -932293.250000 Penalty: 2982.421143 Iteration 83Q: 3 clusters Score -932293.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8816 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -932296.687500 Penalty: 2982.421143 Iteration 84Q: 3 clusters Score -932296.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8821 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -932296.625000 Penalty: 2982.421143 Iteration 85Q: 3 clusters Score -932296.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8819 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -932296.437500 Penalty: 2982.421143 Iteration 86Q: 3 clusters Score -932296.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8818 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -932299.812500 Penalty: 2982.421143 Iteration 87Q: 3 clusters Score -932299.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8823 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -932301.562500 Penalty: 2982.421143 Iteration 88Q: 3 clusters Score -932301.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8826 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -932304.812500 Penalty: 2982.421143 Iteration 89Q: 3 clusters Score -932304.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8832 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -932305.187500 Penalty: 2982.421143 Iteration 90Q: 3 clusters Score -932305.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8836 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -932308.687500 Penalty: 2982.421143 Iteration 91Q: 3 clusters Score -932308.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8840 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -932306.625000 Penalty: 2982.421143 Iteration 92Q: 3 clusters Score -932306.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8837 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -932309.000000 Penalty: 2982.421143 Iteration 93Q: 3 clusters Score -932309 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8840 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -932312.437500 Penalty: 2982.421143 Iteration 94Q: 3 clusters Score -932312.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8844 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -932311.937500 Penalty: 2982.421143 Iteration 95Q: 3 clusters Score -932311.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8848 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -932312.500000 Penalty: 2982.421143 Iteration 96Q: 3 clusters Score -932312.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8851 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -932314.562500 Penalty: 2982.421143 Iteration 97Q: 3 clusters Score -932314.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8856 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -932315.625000 Penalty: 2982.421143 Iteration 98Q: 3 clusters Score -932315.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8858 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -932316.625000 Penalty: 2982.421143 Iteration 99Q: 3 clusters Score -932316.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8859 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -932316.750000 Penalty: 2982.421143 Iteration 100F: 3 clusters Score -932316.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3341 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Entering Unmasked Estep Score: -319652.656250 Penalty: 1318.529053 Iteration 0F: 2 clusters Score -319652.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -316684.562500 Penalty: 2637.058105 Iteration 0F: 3 clusters Score -316684.6 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -317443.406250 Penalty: 2637.058105 Iteration 1F: 3 clusters Score -317443.4 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -317615.812500 Penalty: 2637.058105 Iteration 2F: 3 clusters Score -317615.8 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -317719.062500 Penalty: 2637.058105 Iteration 3F: 3 clusters Score -317719.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -317818.562500 Penalty: 2637.058105 Iteration 4Q: 3 clusters Score -317818.6 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -317908.406250 Penalty: 2637.058105 Iteration 5Q: 3 clusters Score -317908.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -317985.218750 Penalty: 2637.058105 Iteration 6Q: 3 clusters Score -317985.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -318040.656250 Penalty: 2637.058105 Iteration 7Q: 3 clusters Score -318040.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -318080.343750 Penalty: 2637.058105 Iteration 8Q: 3 clusters Score -318080.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -318114.593750 Penalty: 2637.058105 Iteration 9Q: 3 clusters Score -318114.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -318150.625000 Penalty: 2637.058105 Iteration 10Q: 3 clusters Score -318150.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -318191.750000 Penalty: 2637.058105 Iteration 11Q: 3 clusters Score -318191.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -318229.937500 Penalty: 2637.058105 Iteration 12Q: 3 clusters Score -318229.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -318268.843750 Penalty: 2637.058105 Iteration 13Q: 3 clusters Score -318268.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -318300.156250 Penalty: 2637.058105 Iteration 14Q: 3 clusters Score -318300.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -318324.625000 Penalty: 2637.058105 Iteration 15Q: 3 clusters Score -318324.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -318352.937500 Penalty: 2637.058105 Iteration 16Q: 3 clusters Score -318352.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -318383.500000 Penalty: 2637.058105 Iteration 17Q: 3 clusters Score -318383.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -318402.875000 Penalty: 2637.058105 Iteration 18Q: 3 clusters Score -318402.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -318419.093750 Penalty: 2637.058105 Iteration 19Q: 3 clusters Score -318419.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -318435.437500 Penalty: 2637.058105 Iteration 20F: 3 clusters Score -318435.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -318453.437500 Penalty: 2637.058105 Iteration 21Q: 3 clusters Score -318453.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -318466.343750 Penalty: 2637.058105 Iteration 22Q: 3 clusters Score -318466.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -318477.312500 Penalty: 2637.058105 Iteration 23Q: 3 clusters Score -318477.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -318486.750000 Penalty: 2637.058105 Iteration 24Q: 3 clusters Score -318486.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -318495.250000 Penalty: 2637.058105 Iteration 25Q: 3 clusters Score -318495.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -318502.968750 Penalty: 2637.058105 Iteration 26Q: 3 clusters Score -318503 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -318508.968750 Penalty: 2637.058105 Iteration 27Q: 3 clusters Score -318509 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -318513.906250 Penalty: 2637.058105 Iteration 28Q: 3 clusters Score -318513.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -318519.937500 Penalty: 2637.058105 Iteration 29Q: 3 clusters Score -318519.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -318523.656250 Penalty: 2637.058105 Iteration 30Q: 3 clusters Score -318523.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -318528.000000 Penalty: 2637.058105 Iteration 31Q: 3 clusters Score -318528 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -318533.250000 Penalty: 2637.058105 Iteration 32Q: 3 clusters Score -318533.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -318536.531250 Penalty: 2637.058105 Iteration 33Q: 3 clusters Score -318536.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -318540.906250 Penalty: 2637.058105 Iteration 34Q: 3 clusters Score -318540.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -318546.906250 Penalty: 2637.058105 Iteration 35Q: 3 clusters Score -318546.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -318550.125000 Penalty: 2637.058105 Iteration 36Q: 3 clusters Score -318550.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -318553.656250 Penalty: 2637.058105 Iteration 37Q: 3 clusters Score -318553.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -318557.125000 Penalty: 2637.058105 Iteration 38Q: 3 clusters Score -318557.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -318560.531250 Penalty: 2637.058105 Iteration 39Q: 3 clusters Score -318560.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -318562.406250 Penalty: 2637.058105 Iteration 40F: 3 clusters Score -318562.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -318565.468750 Penalty: 2637.058105 Iteration 41Q: 3 clusters Score -318565.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -318570.718750 Penalty: 2637.058105 Iteration 42Q: 3 clusters Score -318570.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -318573.562500 Penalty: 2637.058105 Iteration 43Q: 3 clusters Score -318573.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -318574.500000 Penalty: 2637.058105 Iteration 44Q: 3 clusters Score -318574.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -318575.062500 Penalty: 2637.058105 Iteration 45Q: 3 clusters Score -318575.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -318575.687500 Penalty: 2637.058105 Iteration 46Q: 3 clusters Score -318575.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -318577.437500 Penalty: 2637.058105 Iteration 47Q: 3 clusters Score -318577.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -318577.156250 Penalty: 2637.058105 Iteration 48Q: 3 clusters Score -318577.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -318578.125000 Penalty: 2637.058105 Iteration 49Q: 3 clusters Score -318578.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -318579.187500 Penalty: 2637.058105 Iteration 50Q: 3 clusters Score -318579.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -318580.781250 Penalty: 2637.058105 Iteration 51Q: 3 clusters Score -318580.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -318581.656250 Penalty: 2637.058105 Iteration 52Q: 3 clusters Score -318581.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -318582.250000 Penalty: 2637.058105 Iteration 53Q: 3 clusters Score -318582.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -318583.906250 Penalty: 2637.058105 Iteration 54Q: 3 clusters Score -318583.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -318584.937500 Penalty: 2637.058105 Iteration 55Q: 3 clusters Score -318584.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -318585.687500 Penalty: 2637.058105 Iteration 56Q: 3 clusters Score -318585.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -318588.093750 Penalty: 2637.058105 Iteration 57Q: 3 clusters Score -318588.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -318589.281250 Penalty: 2637.058105 Iteration 58Q: 3 clusters Score -318589.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -318589.468750 Penalty: 2637.058105 Iteration 59Q: 3 clusters Score -318589.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -318589.468750 Penalty: 2637.058105 Iteration 60F: 3 clusters Score -318589.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (12735 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12735 members Entering Unmasked Estep Score: -1227346.250000 Penalty: 1535.967773 Iteration 0F: 2 clusters Score -1227346 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6453 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -1218455.625000 Penalty: 3071.935547 Iteration 0F: 3 clusters Score -1218456 nChanged 5612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6919 members Mstep: Class 2 contains 5816 members Entering Unmasked Estep Score: -1221483.500000 Penalty: 3071.935547 Iteration 1F: 3 clusters Score -1221484 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7247 members Mstep: Class 2 contains 5488 members Entering Unmasked Estep Score: -1221912.500000 Penalty: 3071.935547 Iteration 2F: 3 clusters Score -1221912 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7675 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -1222362.625000 Penalty: 3071.935547 Iteration 3F: 3 clusters Score -1222363 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8145 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -1222870.750000 Penalty: 3071.935547 Iteration 4F: 3 clusters Score -1222871 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8675 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -1223482.250000 Penalty: 3071.935547 Iteration 5F: 3 clusters Score -1223482 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9194 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -1224083.250000 Penalty: 3071.935547 Iteration 6F: 3 clusters Score -1224083 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9594 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -1224560.375000 Penalty: 3071.935547 Iteration 7Q: 3 clusters Score -1224560 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9897 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -1224917.375000 Penalty: 3071.935547 Iteration 8Q: 3 clusters Score -1224917 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10114 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -1225145.250000 Penalty: 3071.935547 Iteration 9Q: 3 clusters Score -1225145 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10271 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -1225273.000000 Penalty: 3071.935547 Iteration 10Q: 3 clusters Score -1225273 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10396 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -1225355.500000 Penalty: 3071.935547 Iteration 11Q: 3 clusters Score -1225356 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10496 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -1225414.250000 Penalty: 3071.935547 Iteration 12Q: 3 clusters Score -1225414 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10569 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -1225463.125000 Penalty: 3071.935547 Iteration 13Q: 3 clusters Score -1225463 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10638 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -1225498.875000 Penalty: 3071.935547 Iteration 14Q: 3 clusters Score -1225499 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10697 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -1225528.000000 Penalty: 3071.935547 Iteration 15Q: 3 clusters Score -1225528 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10760 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -1225565.625000 Penalty: 3071.935547 Iteration 16Q: 3 clusters Score -1225566 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10829 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -1225598.750000 Penalty: 3071.935547 Iteration 17Q: 3 clusters Score -1225599 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10888 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -1225632.750000 Penalty: 3071.935547 Iteration 18Q: 3 clusters Score -1225633 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10947 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -1225675.125000 Penalty: 3071.935547 Iteration 19Q: 3 clusters Score -1225675 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11011 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -1225709.250000 Penalty: 3071.935547 Iteration 20F: 3 clusters Score -1225709 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11068 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -1225741.375000 Penalty: 3071.935547 Iteration 21Q: 3 clusters Score -1225741 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11112 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -1225767.625000 Penalty: 3071.935547 Iteration 22Q: 3 clusters Score -1225768 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11150 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -1225796.750000 Penalty: 3071.935547 Iteration 23Q: 3 clusters Score -1225797 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11180 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -1225807.375000 Penalty: 3071.935547 Iteration 24Q: 3 clusters Score -1225807 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11206 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -1225817.500000 Penalty: 3071.935547 Iteration 25Q: 3 clusters Score -1225818 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11234 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -1225827.000000 Penalty: 3071.935547 Iteration 26Q: 3 clusters Score -1225827 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11256 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -1225839.000000 Penalty: 3071.935547 Iteration 27Q: 3 clusters Score -1225839 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11274 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -1225852.250000 Penalty: 3071.935547 Iteration 28Q: 3 clusters Score -1225852 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11291 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -1225863.625000 Penalty: 3071.935547 Iteration 29Q: 3 clusters Score -1225864 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11308 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -1225870.750000 Penalty: 3071.935547 Iteration 30Q: 3 clusters Score -1225871 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11338 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -1225880.375000 Penalty: 3071.935547 Iteration 31Q: 3 clusters Score -1225880 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11363 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -1225889.250000 Penalty: 3071.935547 Iteration 32Q: 3 clusters Score -1225889 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11384 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -1225896.125000 Penalty: 3071.935547 Iteration 33Q: 3 clusters Score -1225896 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11397 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -1225904.875000 Penalty: 3071.935547 Iteration 34Q: 3 clusters Score -1225905 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11422 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -1225918.875000 Penalty: 3071.935547 Iteration 35Q: 3 clusters Score -1225919 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11455 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -1225937.250000 Penalty: 3071.935547 Iteration 36Q: 3 clusters Score -1225937 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11482 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -1225948.125000 Penalty: 3071.935547 Iteration 37Q: 3 clusters Score -1225948 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11513 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -1225961.875000 Penalty: 3071.935547 Iteration 38Q: 3 clusters Score -1225962 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11531 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -1225975.875000 Penalty: 3071.935547 Iteration 39Q: 3 clusters Score -1225976 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11556 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -1225994.375000 Penalty: 3071.935547 Iteration 40F: 3 clusters Score -1225994 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11591 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -1226014.625000 Penalty: 3071.935547 Iteration 41Q: 3 clusters Score -1226015 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11618 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -1226031.000000 Penalty: 3071.935547 Iteration 42Q: 3 clusters Score -1226031 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11643 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -1226052.250000 Penalty: 3071.935547 Iteration 43Q: 3 clusters Score -1226052 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11673 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -1226067.000000 Penalty: 3071.935547 Iteration 44Q: 3 clusters Score -1226067 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11688 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -1226077.000000 Penalty: 3071.935547 Iteration 45Q: 3 clusters Score -1226077 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11699 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -1226083.375000 Penalty: 3071.935547 Iteration 46Q: 3 clusters Score -1226083 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11717 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -1226094.375000 Penalty: 3071.935547 Iteration 47Q: 3 clusters Score -1226094 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11734 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -1226100.500000 Penalty: 3071.935547 Iteration 48Q: 3 clusters Score -1226100 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11746 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -1226105.000000 Penalty: 3071.935547 Iteration 49Q: 3 clusters Score -1226105 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11760 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -1226118.625000 Penalty: 3071.935547 Iteration 50Q: 3 clusters Score -1226119 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11774 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -1226136.750000 Penalty: 3071.935547 Iteration 51Q: 3 clusters Score -1226137 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11795 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -1226160.250000 Penalty: 3071.935547 Iteration 52Q: 3 clusters Score -1226160 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11813 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -1226181.750000 Penalty: 3071.935547 Iteration 53Q: 3 clusters Score -1226182 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11833 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -1226203.625000 Penalty: 3071.935547 Iteration 54Q: 3 clusters Score -1226204 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11853 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -1226218.125000 Penalty: 3071.935547 Iteration 55Q: 3 clusters Score -1226218 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11865 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -1226233.500000 Penalty: 3071.935547 Iteration 56Q: 3 clusters Score -1226234 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11882 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -1226254.875000 Penalty: 3071.935547 Iteration 57Q: 3 clusters Score -1226255 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11894 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -1226274.875000 Penalty: 3071.935547 Iteration 58Q: 3 clusters Score -1226275 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11907 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -1226292.750000 Penalty: 3071.935547 Iteration 59Q: 3 clusters Score -1226293 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11919 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -1226317.500000 Penalty: 3071.935547 Iteration 60F: 3 clusters Score -1226318 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11924 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -1226328.875000 Penalty: 3071.935547 Iteration 61Q: 3 clusters Score -1226329 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11928 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -1226344.625000 Penalty: 3071.935547 Iteration 62Q: 3 clusters Score -1226345 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11926 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -1226357.750000 Penalty: 3071.935547 Iteration 63Q: 3 clusters Score -1226358 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11929 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -1226364.125000 Penalty: 3071.935547 Iteration 64Q: 3 clusters Score -1226364 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11940 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -1226377.375000 Penalty: 3071.935547 Iteration 65Q: 3 clusters Score -1226377 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11940 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -1226391.250000 Penalty: 3071.935547 Iteration 66Q: 3 clusters Score -1226391 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11943 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -1226401.125000 Penalty: 3071.935547 Iteration 67Q: 3 clusters Score -1226401 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11944 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -1226406.500000 Penalty: 3071.935547 Iteration 68Q: 3 clusters Score -1226406 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11942 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -1226418.125000 Penalty: 3071.935547 Iteration 69Q: 3 clusters Score -1226418 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11943 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -1226424.500000 Penalty: 3071.935547 Iteration 70Q: 3 clusters Score -1226424 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11944 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -1226431.125000 Penalty: 3071.935547 Iteration 71Q: 3 clusters Score -1226431 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11944 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -1226432.375000 Penalty: 3071.935547 Iteration 72Q: 3 clusters Score -1226432 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11944 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -1226432.750000 Penalty: 3071.935547 Iteration 73Q: 3 clusters Score -1226433 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11944 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -1226434.125000 Penalty: 3071.935547 Iteration 74Q: 3 clusters Score -1226434 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11944 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -1226433.000000 Penalty: 3071.935547 Iteration 75Q: 3 clusters Score -1226433 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11943 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -1226434.250000 Penalty: 3071.935547 Iteration 76Q: 3 clusters Score -1226434 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11944 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -1226434.625000 Penalty: 3071.935547 Iteration 77Q: 3 clusters Score -1226435 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11944 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -1226434.625000 Penalty: 3071.935547 Iteration 78F: 3 clusters Score -1226435 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (9367 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9367 members Entering Unmasked Estep Score: -893747.437500 Penalty: 1486.054077 Iteration 0F: 2 clusters Score -893747.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -887003.625000 Penalty: 2972.108154 Iteration 0F: 3 clusters Score -887003.6 nChanged 4042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 4873 members Entering Unmasked Estep Score: -889128.625000 Penalty: 2972.108154 Iteration 1F: 3 clusters Score -889128.6 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -889452.812500 Penalty: 2972.108154 Iteration 2F: 3 clusters Score -889452.8 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 5282 members Entering Unmasked Estep Score: -889753.375000 Penalty: 2972.108154 Iteration 3F: 3 clusters Score -889753.4 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 5562 members Entering Unmasked Estep Score: -890106.687500 Penalty: 2972.108154 Iteration 4F: 3 clusters Score -890106.7 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 5897 members Entering Unmasked Estep Score: -890671.687500 Penalty: 2972.108154 Iteration 5F: 3 clusters Score -890671.7 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -891532.937500 Penalty: 2972.108154 Iteration 6F: 3 clusters Score -891532.9 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 6607 members Entering Unmasked Estep Score: -892406.250000 Penalty: 2972.108154 Iteration 7F: 3 clusters Score -892406.2 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -892964.375000 Penalty: 2972.108154 Iteration 8F: 3 clusters Score -892964.4 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 7176 members Entering Unmasked Estep Score: -893283.375000 Penalty: 2972.108154 Iteration 9Q: 3 clusters Score -893283.4 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 7359 members Entering Unmasked Estep Score: -893520.812500 Penalty: 2972.108154 Iteration 10Q: 3 clusters Score -893520.8 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 7505 members Entering Unmasked Estep Score: -893717.125000 Penalty: 2972.108154 Iteration 11Q: 3 clusters Score -893717.1 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 7626 members Entering Unmasked Estep Score: -893890.562500 Penalty: 2972.108154 Iteration 12Q: 3 clusters Score -893890.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 7739 members Entering Unmasked Estep Score: -894088.187500 Penalty: 2972.108154 Iteration 13Q: 3 clusters Score -894088.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 7860 members Entering Unmasked Estep Score: -894292.000000 Penalty: 2972.108154 Iteration 14Q: 3 clusters Score -894292 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 7961 members Entering Unmasked Estep Score: -894439.875000 Penalty: 2972.108154 Iteration 15Q: 3 clusters Score -894439.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 8040 members Entering Unmasked Estep Score: -894549.625000 Penalty: 2972.108154 Iteration 16Q: 3 clusters Score -894549.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 8099 members Entering Unmasked Estep Score: -894617.375000 Penalty: 2972.108154 Iteration 17Q: 3 clusters Score -894617.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 8145 members Entering Unmasked Estep Score: -894659.812500 Penalty: 2972.108154 Iteration 18Q: 3 clusters Score -894659.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 8188 members Entering Unmasked Estep Score: -894697.437500 Penalty: 2972.108154 Iteration 19Q: 3 clusters Score -894697.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 8216 members Entering Unmasked Estep Score: -894712.562500 Penalty: 2972.108154 Iteration 20F: 3 clusters Score -894712.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 8235 members Entering Unmasked Estep Score: -894721.500000 Penalty: 2972.108154 Iteration 21Q: 3 clusters Score -894721.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 8250 members Entering Unmasked Estep Score: -894730.625000 Penalty: 2972.108154 Iteration 22Q: 3 clusters Score -894730.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 8261 members Entering Unmasked Estep Score: -894735.312500 Penalty: 2972.108154 Iteration 23Q: 3 clusters Score -894735.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 8273 members Entering Unmasked Estep Score: -894739.875000 Penalty: 2972.108154 Iteration 24Q: 3 clusters Score -894739.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 8284 members Entering Unmasked Estep Score: -894745.187500 Penalty: 2972.108154 Iteration 25Q: 3 clusters Score -894745.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 8294 members Entering Unmasked Estep Score: -894749.250000 Penalty: 2972.108154 Iteration 26Q: 3 clusters Score -894749.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 8303 members Entering Unmasked Estep Score: -894753.562500 Penalty: 2972.108154 Iteration 27Q: 3 clusters Score -894753.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 8311 members Entering Unmasked Estep Score: -894758.875000 Penalty: 2972.108154 Iteration 28Q: 3 clusters Score -894758.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 8319 members Entering Unmasked Estep Score: -894761.375000 Penalty: 2972.108154 Iteration 29Q: 3 clusters Score -894761.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 8329 members Entering Unmasked Estep Score: -894765.000000 Penalty: 2972.108154 Iteration 30Q: 3 clusters Score -894765 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 8337 members Entering Unmasked Estep Score: -894769.687500 Penalty: 2972.108154 Iteration 31Q: 3 clusters Score -894769.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 8349 members Entering Unmasked Estep Score: -894775.562500 Penalty: 2972.108154 Iteration 32Q: 3 clusters Score -894775.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 8362 members Entering Unmasked Estep Score: -894780.937500 Penalty: 2972.108154 Iteration 33Q: 3 clusters Score -894780.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 8370 members Entering Unmasked Estep Score: -894783.250000 Penalty: 2972.108154 Iteration 34Q: 3 clusters Score -894783.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 8379 members Entering Unmasked Estep Score: -894786.000000 Penalty: 2972.108154 Iteration 35Q: 3 clusters Score -894786 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 8386 members Entering Unmasked Estep Score: -894791.625000 Penalty: 2972.108154 Iteration 36Q: 3 clusters Score -894791.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 8390 members Entering Unmasked Estep Score: -894795.125000 Penalty: 2972.108154 Iteration 37Q: 3 clusters Score -894795.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 8395 members Entering Unmasked Estep Score: -894797.187500 Penalty: 2972.108154 Iteration 38Q: 3 clusters Score -894797.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 8397 members Entering Unmasked Estep Score: -894796.375000 Penalty: 2972.108154 Iteration 39Q: 3 clusters Score -894796.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 8398 members Entering Unmasked Estep Score: -894798.500000 Penalty: 2972.108154 Iteration 40F: 3 clusters Score -894798.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 2188 members Mstep: Class 3 contains 1820 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 2408 members Mstep: Class 6 contains 2494 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1630 members Mstep: Class 9 contains 1953 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2627 members Mstep: Class 12 contains 721 members Mstep: Class 13 contains 2356 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 1449 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9669 members Mstep: Class 18 contains 3341 members Mstep: Class 19 contains 12735 members Mstep: Class 20 contains 969 members Mstep: Class 21 contains 13355 members Mstep: Class 22 contains 1795 members Mstep: Class 23 contains 8398 members Entering Unmasked Estep Score: -7241489.500000 Penalty: 42163.562500 Splitting cluster 20 changes total score from -7240766.500000 to -7241489.500000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 21 (13355 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13355 members Entering Unmasked Estep Score: -1245793.000000 Penalty: 1543.692505 Iteration 0F: 2 clusters Score -1245793 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6636 members Mstep: Class 2 contains 6719 members Entering Unmasked Estep Score: -1236597.500000 Penalty: 3087.385010 Iteration 0F: 3 clusters Score -1236598 nChanged 5850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6442 members Mstep: Class 2 contains 6913 members Entering Unmasked Estep Score: -1239818.250000 Penalty: 3087.385010 Iteration 1F: 3 clusters Score -1239818 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6332 members Mstep: Class 2 contains 7023 members Entering Unmasked Estep Score: -1240138.125000 Penalty: 3087.385010 Iteration 2F: 3 clusters Score -1240138 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6217 members Mstep: Class 2 contains 7138 members Entering Unmasked Estep Score: -1240437.875000 Penalty: 3087.385010 Iteration 3F: 3 clusters Score -1240438 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6115 members Mstep: Class 2 contains 7240 members Entering Unmasked Estep Score: -1240705.000000 Penalty: 3087.385010 Iteration 4Q: 3 clusters Score -1240705 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5995 members Mstep: Class 2 contains 7360 members Entering Unmasked Estep Score: -1240947.000000 Penalty: 3087.385010 Iteration 5Q: 3 clusters Score -1240947 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5877 members Mstep: Class 2 contains 7478 members Entering Unmasked Estep Score: -1241149.375000 Penalty: 3087.385010 Iteration 6Q: 3 clusters Score -1241149 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5736 members Mstep: Class 2 contains 7619 members Entering Unmasked Estep Score: -1241331.875000 Penalty: 3087.385010 Iteration 7Q: 3 clusters Score -1241332 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5612 members Mstep: Class 2 contains 7743 members Entering Unmasked Estep Score: -1241494.750000 Penalty: 3087.385010 Iteration 8Q: 3 clusters Score -1241495 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5465 members Mstep: Class 2 contains 7890 members Entering Unmasked Estep Score: -1241657.500000 Penalty: 3087.385010 Iteration 9Q: 3 clusters Score -1241658 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 8050 members Entering Unmasked Estep Score: -1241822.875000 Penalty: 3087.385010 Iteration 10Q: 3 clusters Score -1241823 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5150 members Mstep: Class 2 contains 8205 members Entering Unmasked Estep Score: -1241987.250000 Penalty: 3087.385010 Iteration 11Q: 3 clusters Score -1241987 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 8337 members Entering Unmasked Estep Score: -1242159.750000 Penalty: 3087.385010 Iteration 12Q: 3 clusters Score -1242160 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 8465 members Entering Unmasked Estep Score: -1242356.125000 Penalty: 3087.385010 Iteration 13Q: 3 clusters Score -1242356 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 8609 members Entering Unmasked Estep Score: -1242585.125000 Penalty: 3087.385010 Iteration 14Q: 3 clusters Score -1242585 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 8767 members Entering Unmasked Estep Score: -1242809.750000 Penalty: 3087.385010 Iteration 15Q: 3 clusters Score -1242810 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 8916 members Entering Unmasked Estep Score: -1243021.500000 Penalty: 3087.385010 Iteration 16Q: 3 clusters Score -1243022 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 9022 members Entering Unmasked Estep Score: -1243190.625000 Penalty: 3087.385010 Iteration 17Q: 3 clusters Score -1243191 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 9114 members Entering Unmasked Estep Score: -1243318.750000 Penalty: 3087.385010 Iteration 18Q: 3 clusters Score -1243319 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 9176 members Entering Unmasked Estep Score: -1243414.625000 Penalty: 3087.385010 Iteration 19Q: 3 clusters Score -1243415 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 9251 members Entering Unmasked Estep Score: -1243510.000000 Penalty: 3087.385010 Iteration 20F: 3 clusters Score -1243510 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 9314 members Entering Unmasked Estep Score: -1243588.125000 Penalty: 3087.385010 Iteration 21Q: 3 clusters Score -1243588 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 9390 members Entering Unmasked Estep Score: -1243652.250000 Penalty: 3087.385010 Iteration 22Q: 3 clusters Score -1243652 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 9448 members Entering Unmasked Estep Score: -1243693.750000 Penalty: 3087.385010 Iteration 23Q: 3 clusters Score -1243694 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 9489 members Entering Unmasked Estep Score: -1243724.125000 Penalty: 3087.385010 Iteration 24Q: 3 clusters Score -1243724 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 9532 members Entering Unmasked Estep Score: -1243756.500000 Penalty: 3087.385010 Iteration 25Q: 3 clusters Score -1243756 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 9571 members Entering Unmasked Estep Score: -1243780.000000 Penalty: 3087.385010 Iteration 26Q: 3 clusters Score -1243780 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 9605 members Entering Unmasked Estep Score: -1243803.625000 Penalty: 3087.385010 Iteration 27Q: 3 clusters Score -1243804 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 9638 members Entering Unmasked Estep Score: -1243826.750000 Penalty: 3087.385010 Iteration 28Q: 3 clusters Score -1243827 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 9654 members Entering Unmasked Estep Score: -1243845.625000 Penalty: 3087.385010 Iteration 29Q: 3 clusters Score -1243846 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 9663 members Entering Unmasked Estep Score: -1243856.000000 Penalty: 3087.385010 Iteration 30Q: 3 clusters Score -1243856 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 9674 members Entering Unmasked Estep Score: -1243862.750000 Penalty: 3087.385010 Iteration 31Q: 3 clusters Score -1243863 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 9680 members Entering Unmasked Estep Score: -1243872.500000 Penalty: 3087.385010 Iteration 32Q: 3 clusters Score -1243872 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 9686 members Entering Unmasked Estep Score: -1243875.875000 Penalty: 3087.385010 Iteration 33Q: 3 clusters Score -1243876 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 9698 members Entering Unmasked Estep Score: -1243879.250000 Penalty: 3087.385010 Iteration 34Q: 3 clusters Score -1243879 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 9711 members Entering Unmasked Estep Score: -1243882.375000 Penalty: 3087.385010 Iteration 35Q: 3 clusters Score -1243882 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 9720 members Entering Unmasked Estep Score: -1243885.250000 Penalty: 3087.385010 Iteration 36Q: 3 clusters Score -1243885 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 9727 members Entering Unmasked Estep Score: -1243887.750000 Penalty: 3087.385010 Iteration 37Q: 3 clusters Score -1243888 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 9736 members Entering Unmasked Estep Score: -1243889.500000 Penalty: 3087.385010 Iteration 38Q: 3 clusters Score -1243890 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 9747 members Entering Unmasked Estep Score: -1243891.875000 Penalty: 3087.385010 Iteration 39Q: 3 clusters Score -1243892 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 9758 members Entering Unmasked Estep Score: -1243895.250000 Penalty: 3087.385010 Iteration 40F: 3 clusters Score -1243895 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 9769 members Entering Unmasked Estep Score: -1243898.375000 Penalty: 3087.385010 Iteration 41Q: 3 clusters Score -1243898 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 9781 members Entering Unmasked Estep Score: -1243901.500000 Penalty: 3087.385010 Iteration 42Q: 3 clusters Score -1243902 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 9796 members Entering Unmasked Estep Score: -1243901.875000 Penalty: 3087.385010 Iteration 43Q: 3 clusters Score -1243902 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 9813 members Entering Unmasked Estep Score: -1243905.750000 Penalty: 3087.385010 Iteration 44Q: 3 clusters Score -1243906 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 9832 members Entering Unmasked Estep Score: -1243909.125000 Penalty: 3087.385010 Iteration 45Q: 3 clusters Score -1243909 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 9850 members Entering Unmasked Estep Score: -1243910.875000 Penalty: 3087.385010 Iteration 46Q: 3 clusters Score -1243911 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 9868 members Entering Unmasked Estep Score: -1243911.500000 Penalty: 3087.385010 Iteration 47Q: 3 clusters Score -1243912 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 9884 members Entering Unmasked Estep Score: -1243913.625000 Penalty: 3087.385010 Iteration 48Q: 3 clusters Score -1243914 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 9900 members Entering Unmasked Estep Score: -1243918.375000 Penalty: 3087.385010 Iteration 49Q: 3 clusters Score -1243918 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 9916 members Entering Unmasked Estep Score: -1243919.250000 Penalty: 3087.385010 Iteration 50Q: 3 clusters Score -1243919 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 9935 members Entering Unmasked Estep Score: -1243921.875000 Penalty: 3087.385010 Iteration 51Q: 3 clusters Score -1243922 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 9958 members Entering Unmasked Estep Score: -1243925.750000 Penalty: 3087.385010 Iteration 52Q: 3 clusters Score -1243926 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 9978 members Entering Unmasked Estep Score: -1243928.125000 Penalty: 3087.385010 Iteration 53Q: 3 clusters Score -1243928 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 10001 members Entering Unmasked Estep Score: -1243928.625000 Penalty: 3087.385010 Iteration 54Q: 3 clusters Score -1243929 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 10023 members Entering Unmasked Estep Score: -1243932.625000 Penalty: 3087.385010 Iteration 55Q: 3 clusters Score -1243933 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 10039 members Entering Unmasked Estep Score: -1243936.625000 Penalty: 3087.385010 Iteration 56Q: 3 clusters Score -1243937 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 10046 members Entering Unmasked Estep Score: -1243936.000000 Penalty: 3087.385010 Iteration 57Q: 3 clusters Score -1243936 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 10050 members Entering Unmasked Estep Score: -1243937.125000 Penalty: 3087.385010 Iteration 58Q: 3 clusters Score -1243937 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 10060 members Entering Unmasked Estep Score: -1243939.750000 Penalty: 3087.385010 Iteration 59Q: 3 clusters Score -1243940 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 10074 members Entering Unmasked Estep Score: -1243941.250000 Penalty: 3087.385010 Iteration 60F: 3 clusters Score -1243941 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 10086 members Entering Unmasked Estep Score: -1243938.250000 Penalty: 3087.385010 Iteration 61Q: 3 clusters Score -1243938 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 10095 members Entering Unmasked Estep Score: -1243938.875000 Penalty: 3087.385010 Iteration 62Q: 3 clusters Score -1243939 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 10102 members Entering Unmasked Estep Score: -1243941.875000 Penalty: 3087.385010 Iteration 63Q: 3 clusters Score -1243942 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 10109 members Entering Unmasked Estep Score: -1243940.875000 Penalty: 3087.385010 Iteration 64Q: 3 clusters Score -1243941 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 10119 members Entering Unmasked Estep Score: -1243944.250000 Penalty: 3087.385010 Iteration 65Q: 3 clusters Score -1243944 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 10127 members Entering Unmasked Estep Score: -1243947.875000 Penalty: 3087.385010 Iteration 66Q: 3 clusters Score -1243948 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 10135 members Entering Unmasked Estep Score: -1243952.000000 Penalty: 3087.385010 Iteration 67Q: 3 clusters Score -1243952 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 10145 members Entering Unmasked Estep Score: -1243949.000000 Penalty: 3087.385010 Iteration 68Q: 3 clusters Score -1243949 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 10151 members Entering Unmasked Estep Score: -1243947.125000 Penalty: 3087.385010 Iteration 69Q: 3 clusters Score -1243947 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 10159 members Entering Unmasked Estep Score: -1243949.500000 Penalty: 3087.385010 Iteration 70Q: 3 clusters Score -1243950 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 10167 members Entering Unmasked Estep Score: -1243953.000000 Penalty: 3087.385010 Iteration 71Q: 3 clusters Score -1243953 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 10171 members Entering Unmasked Estep Score: -1243950.625000 Penalty: 3087.385010 Iteration 72Q: 3 clusters Score -1243951 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 10174 members Entering Unmasked Estep Score: -1243954.125000 Penalty: 3087.385010 Iteration 73Q: 3 clusters Score -1243954 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 10178 members Entering Unmasked Estep Score: -1243954.875000 Penalty: 3087.385010 Iteration 74Q: 3 clusters Score -1243955 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 10180 members Entering Unmasked Estep Score: -1243953.750000 Penalty: 3087.385010 Iteration 75Q: 3 clusters Score -1243954 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 10184 members Entering Unmasked Estep Score: -1243953.875000 Penalty: 3087.385010 Iteration 76Q: 3 clusters Score -1243954 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 10186 members Entering Unmasked Estep Score: -1243952.750000 Penalty: 3087.385010 Iteration 77Q: 3 clusters Score -1243953 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 10190 members Entering Unmasked Estep Score: -1243953.125000 Penalty: 3087.385010 Iteration 78Q: 3 clusters Score -1243953 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 10192 members Entering Unmasked Estep Score: -1243956.250000 Penalty: 3087.385010 Iteration 79Q: 3 clusters Score -1243956 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 10194 members Entering Unmasked Estep Score: -1243955.875000 Penalty: 3087.385010 Iteration 80F: 3 clusters Score -1243956 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 10196 members Entering Unmasked Estep Score: -1243956.250000 Penalty: 3087.385010 Iteration 81Q: 3 clusters Score -1243956 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 10198 members Entering Unmasked Estep Score: -1243954.750000 Penalty: 3087.385010 Iteration 82Q: 3 clusters Score -1243955 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 10201 members Entering Unmasked Estep Score: -1243957.375000 Penalty: 3087.385010 Iteration 83Q: 3 clusters Score -1243957 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 10204 members Entering Unmasked Estep Score: -1243957.625000 Penalty: 3087.385010 Iteration 84Q: 3 clusters Score -1243958 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 10207 members Entering Unmasked Estep Score: -1243957.625000 Penalty: 3087.385010 Iteration 85Q: 3 clusters Score -1243958 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 10209 members Entering Unmasked Estep Score: -1243957.000000 Penalty: 3087.385010 Iteration 86Q: 3 clusters Score -1243957 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 10212 members Entering Unmasked Estep Score: -1243958.750000 Penalty: 3087.385010 Iteration 87Q: 3 clusters Score -1243959 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 10212 members Entering Unmasked Estep Score: -1243958.750000 Penalty: 3087.385010 Iteration 88F: 3 clusters Score -1243959 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Entering Unmasked Estep Score: -172292.796875 Penalty: 1217.573486 Iteration 0F: 2 clusters Score -172292.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -170331.937500 Penalty: 2435.146973 Iteration 0F: 3 clusters Score -170331.9 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -170781.609375 Penalty: 2435.146973 Iteration 1F: 3 clusters Score -170781.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -170919.750000 Penalty: 2435.146973 Iteration 2F: 3 clusters Score -170919.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -171016.828125 Penalty: 2435.146973 Iteration 3F: 3 clusters Score -171016.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -171081.312500 Penalty: 2435.146973 Iteration 4Q: 3 clusters Score -171081.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -171115.093750 Penalty: 2435.146973 Iteration 5Q: 3 clusters Score -171115.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -171154.859375 Penalty: 2435.146973 Iteration 6Q: 3 clusters Score -171154.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -171194.015625 Penalty: 2435.146973 Iteration 7Q: 3 clusters Score -171194 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -171237.968750 Penalty: 2435.146973 Iteration 8Q: 3 clusters Score -171238 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -171268.734375 Penalty: 2435.146973 Iteration 9Q: 3 clusters Score -171268.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -171289.562500 Penalty: 2435.146973 Iteration 10Q: 3 clusters Score -171289.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -171315.484375 Penalty: 2435.146973 Iteration 11Q: 3 clusters Score -171315.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -171338.078125 Penalty: 2435.146973 Iteration 12Q: 3 clusters Score -171338.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -171351.984375 Penalty: 2435.146973 Iteration 13Q: 3 clusters Score -171352 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -171366.140625 Penalty: 2435.146973 Iteration 14Q: 3 clusters Score -171366.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -171385.703125 Penalty: 2435.146973 Iteration 15Q: 3 clusters Score -171385.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -171402.953125 Penalty: 2435.146973 Iteration 16Q: 3 clusters Score -171403 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -171416.703125 Penalty: 2435.146973 Iteration 17Q: 3 clusters Score -171416.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -171424.250000 Penalty: 2435.146973 Iteration 18Q: 3 clusters Score -171424.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -171430.140625 Penalty: 2435.146973 Iteration 19Q: 3 clusters Score -171430.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -171434.953125 Penalty: 2435.146973 Iteration 20F: 3 clusters Score -171435 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -171440.046875 Penalty: 2435.146973 Iteration 21Q: 3 clusters Score -171440 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -171447.921875 Penalty: 2435.146973 Iteration 22Q: 3 clusters Score -171447.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -171455.703125 Penalty: 2435.146973 Iteration 23Q: 3 clusters Score -171455.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -171463.187500 Penalty: 2435.146973 Iteration 24Q: 3 clusters Score -171463.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -171468.203125 Penalty: 2435.146973 Iteration 25Q: 3 clusters Score -171468.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -171473.312500 Penalty: 2435.146973 Iteration 26Q: 3 clusters Score -171473.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -171482.703125 Penalty: 2435.146973 Iteration 27Q: 3 clusters Score -171482.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -171499.546875 Penalty: 2435.146973 Iteration 28Q: 3 clusters Score -171499.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -171509.875000 Penalty: 2435.146973 Iteration 29Q: 3 clusters Score -171509.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -171523.359375 Penalty: 2435.146973 Iteration 30Q: 3 clusters Score -171523.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -171544.046875 Penalty: 2435.146973 Iteration 31Q: 3 clusters Score -171544 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -171555.296875 Penalty: 2435.146973 Iteration 32Q: 3 clusters Score -171555.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -171562.796875 Penalty: 2435.146973 Iteration 33Q: 3 clusters Score -171562.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -171565.140625 Penalty: 2435.146973 Iteration 34Q: 3 clusters Score -171565.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -171565.140625 Penalty: 2435.146973 Iteration 35F: 3 clusters Score -171565.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 2188 members Mstep: Class 3 contains 1820 members Mstep: Class 4 contains 1784 members Mstep: Class 5 contains 2408 members Mstep: Class 6 contains 2494 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1630 members Mstep: Class 9 contains 1953 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2627 members Mstep: Class 12 contains 721 members Mstep: Class 13 contains 2356 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 1449 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9669 members Mstep: Class 18 contains 3341 members Mstep: Class 19 contains 12735 members Mstep: Class 20 contains 969 members Mstep: Class 21 contains 13355 members Mstep: Class 22 contains 1795 members Entering Unmasked Estep ConsiderDeletion Score: -7241626.500000 Penalty: 42163.562500 Iteration 79Q: 24 clusters Score -7241626 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 2183 members Mstep: Class 3 contains 1820 members Mstep: Class 4 contains 1780 members Mstep: Class 5 contains 2420 members Mstep: Class 6 contains 2495 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1630 members Mstep: Class 9 contains 1935 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2629 members Mstep: Class 12 contains 723 members Mstep: Class 13 contains 2375 members Mstep: Class 14 contains 665 members Mstep: Class 15 contains 1449 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9671 members Mstep: Class 18 contains 3341 members Mstep: Class 19 contains 12732 members Mstep: Class 20 contains 1019 members Mstep: Class 21 contains 13307 members Mstep: Class 22 contains 1817 members Mstep: Class 23 contains 8361 members Entering Unmasked Estep ConsiderDeletion Score: -7241774.500000 Penalty: 42163.562500 Iteration 80F: 24 clusters Score -7241774 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2182 members Mstep: Class 3 contains 1821 members Mstep: Class 4 contains 1777 members Mstep: Class 5 contains 2434 members Mstep: Class 6 contains 2496 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1630 members Mstep: Class 9 contains 1915 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2629 members Mstep: Class 12 contains 724 members Mstep: Class 13 contains 2397 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 1449 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9674 members Mstep: Class 18 contains 3339 members Mstep: Class 19 contains 12728 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 13274 members Mstep: Class 22 contains 1806 members Mstep: Class 23 contains 8384 members Entering Unmasked Estep ConsiderDeletion Score: -7241830.000000 Penalty: 42163.562500 Iteration 81Q: 24 clusters Score -7241830 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2179 members Mstep: Class 3 contains 1821 members Mstep: Class 4 contains 1777 members Mstep: Class 5 contains 2445 members Mstep: Class 6 contains 2496 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1630 members Mstep: Class 9 contains 1893 members Mstep: Class 10 contains 783 members Mstep: Class 11 contains 2629 members Mstep: Class 12 contains 723 members Mstep: Class 13 contains 2426 members Mstep: Class 14 contains 660 members Mstep: Class 15 contains 1449 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9678 members Mstep: Class 18 contains 3336 members Mstep: Class 19 contains 12725 members Mstep: Class 20 contains 1038 members Mstep: Class 21 contains 13253 members Mstep: Class 22 contains 1798 members Mstep: Class 23 contains 8396 members Entering Unmasked Estep ConsiderDeletion Score: -7241866.000000 Penalty: 42163.562500 Iteration 82Q: 24 clusters Score -7241866 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2180 members Mstep: Class 3 contains 1819 members Mstep: Class 4 contains 1777 members Mstep: Class 5 contains 2456 members Mstep: Class 6 contains 2496 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1632 members Mstep: Class 9 contains 1875 members Mstep: Class 10 contains 783 members Mstep: Class 11 contains 2630 members Mstep: Class 12 contains 722 members Mstep: Class 13 contains 2459 members Mstep: Class 14 contains 663 members Mstep: Class 15 contains 1449 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9675 members Mstep: Class 18 contains 3333 members Mstep: Class 19 contains 12716 members Mstep: Class 20 contains 1035 members Mstep: Class 21 contains 13240 members Mstep: Class 22 contains 1793 members Mstep: Class 23 contains 8402 members Entering Unmasked Estep ConsiderDeletion Score: -7241894.500000 Penalty: 42163.562500 Iteration 83Q: 24 clusters Score -7241894 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2180 members Mstep: Class 3 contains 1818 members Mstep: Class 4 contains 1777 members Mstep: Class 5 contains 2462 members Mstep: Class 6 contains 2497 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1632 members Mstep: Class 9 contains 1862 members Mstep: Class 10 contains 783 members Mstep: Class 11 contains 2630 members Mstep: Class 12 contains 722 members Mstep: Class 13 contains 2495 members Mstep: Class 14 contains 665 members Mstep: Class 15 contains 1449 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 9662 members Mstep: Class 18 contains 3331 members Mstep: Class 19 contains 12710 members Mstep: Class 20 contains 1031 members Mstep: Class 21 contains 13232 members Mstep: Class 22 contains 1790 members Mstep: Class 23 contains 8407 members Entering Unmasked Estep ConsiderDeletion Score: -7241945.000000 Penalty: 42163.562500 Iteration 84Q: 24 clusters Score -7241945 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2179 members Mstep: Class 3 contains 1818 members Mstep: Class 4 contains 1777 members Mstep: Class 5 contains 2472 members Mstep: Class 6 contains 2497 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1633 members Mstep: Class 9 contains 1845 members Mstep: Class 10 contains 783 members Mstep: Class 11 contains 2634 members Mstep: Class 12 contains 720 members Mstep: Class 13 contains 2521 members Mstep: Class 14 contains 668 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9657 members Mstep: Class 18 contains 3327 members Mstep: Class 19 contains 12711 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 13218 members Mstep: Class 22 contains 1783 members Mstep: Class 23 contains 8411 members Entering Unmasked Estep ConsiderDeletion Score: -7241951.000000 Penalty: 42163.562500 Iteration 85Q: 24 clusters Score -7241951 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 2181 members Mstep: Class 3 contains 1816 members Mstep: Class 4 contains 1777 members Mstep: Class 5 contains 2481 members Mstep: Class 6 contains 2497 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1634 members Mstep: Class 9 contains 1832 members Mstep: Class 10 contains 783 members Mstep: Class 11 contains 2635 members Mstep: Class 12 contains 719 members Mstep: Class 13 contains 2548 members Mstep: Class 14 contains 668 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9648 members Mstep: Class 18 contains 3321 members Mstep: Class 19 contains 12711 members Mstep: Class 20 contains 1029 members Mstep: Class 21 contains 13208 members Mstep: Class 22 contains 1779 members Mstep: Class 23 contains 8416 members Entering Unmasked Estep ConsiderDeletion Score: -7241976.500000 Penalty: 42163.562500 Iteration 86Q: 24 clusters Score -7241976 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 2182 members Mstep: Class 3 contains 1814 members Mstep: Class 4 contains 1777 members Mstep: Class 5 contains 2485 members Mstep: Class 6 contains 2497 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1634 members Mstep: Class 9 contains 1823 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 2636 members Mstep: Class 12 contains 722 members Mstep: Class 13 contains 2568 members Mstep: Class 14 contains 668 members Mstep: Class 15 contains 1451 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9639 members Mstep: Class 18 contains 3315 members Mstep: Class 19 contains 12709 members Mstep: Class 20 contains 1030 members Mstep: Class 21 contains 13204 members Mstep: Class 22 contains 1776 members Mstep: Class 23 contains 8419 members Entering Unmasked Estep ConsiderDeletion Score: -7242015.000000 Penalty: 42163.562500 Iteration 87Q: 24 clusters Score -7242015 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 2185 members Mstep: Class 3 contains 1815 members Mstep: Class 4 contains 1778 members Mstep: Class 5 contains 2490 members Mstep: Class 6 contains 2499 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 1809 members Mstep: Class 10 contains 786 members Mstep: Class 11 contains 2637 members Mstep: Class 12 contains 721 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 670 members Mstep: Class 15 contains 1451 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9630 members Mstep: Class 18 contains 3311 members Mstep: Class 19 contains 12706 members Mstep: Class 20 contains 1031 members Mstep: Class 21 contains 13198 members Mstep: Class 22 contains 1773 members Mstep: Class 23 contains 8420 members Entering Unmasked Estep ConsiderDeletion Score: -7242014.500000 Penalty: 42163.562500 Iteration 88Q: 24 clusters Score -7242014 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 2190 members Mstep: Class 3 contains 1815 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 2492 members Mstep: Class 6 contains 2502 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 1795 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 2638 members Mstep: Class 12 contains 721 members Mstep: Class 13 contains 2609 members Mstep: Class 14 contains 670 members Mstep: Class 15 contains 1451 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9616 members Mstep: Class 18 contains 3308 members Mstep: Class 19 contains 12704 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 13196 members Mstep: Class 22 contains 1770 members Mstep: Class 23 contains 8423 members Entering Unmasked Estep ConsiderDeletion Score: -7242013.000000 Penalty: 42163.562500 Iteration 89Q: 24 clusters Score -7242013 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 2193 members Mstep: Class 3 contains 1815 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 2496 members Mstep: Class 6 contains 2502 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 1786 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 2641 members Mstep: Class 12 contains 721 members Mstep: Class 13 contains 2625 members Mstep: Class 14 contains 670 members Mstep: Class 15 contains 1451 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9609 members Mstep: Class 18 contains 3306 members Mstep: Class 19 contains 12699 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 13193 members Mstep: Class 22 contains 1766 members Mstep: Class 23 contains 8427 members Entering Unmasked Estep ConsiderDeletion Score: -7242031.000000 Penalty: 42163.562500 Iteration 90Q: 24 clusters Score -7242031 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 2196 members Mstep: Class 3 contains 1814 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 2501 members Mstep: Class 6 contains 2501 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 1774 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 2645 members Mstep: Class 12 contains 720 members Mstep: Class 13 contains 2644 members Mstep: Class 14 contains 671 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9601 members Mstep: Class 18 contains 3306 members Mstep: Class 19 contains 12696 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 13189 members Mstep: Class 22 contains 1765 members Mstep: Class 23 contains 8427 members Entering Unmasked Estep ConsiderDeletion Score: -7242077.000000 Penalty: 42163.562500 Iteration 91Q: 24 clusters Score -7242077 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 2198 members Mstep: Class 3 contains 1814 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 2505 members Mstep: Class 6 contains 2504 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 1766 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 2647 members Mstep: Class 12 contains 720 members Mstep: Class 13 contains 2655 members Mstep: Class 14 contains 671 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9598 members Mstep: Class 18 contains 3305 members Mstep: Class 19 contains 12691 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 13184 members Mstep: Class 22 contains 1762 members Mstep: Class 23 contains 8430 members Entering Unmasked Estep ConsiderDeletion Score: -7242106.000000 Penalty: 42163.562500 Iteration 92Q: 24 clusters Score -7242106 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 2201 members Mstep: Class 3 contains 1814 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 2509 members Mstep: Class 6 contains 2506 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 1766 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 2649 members Mstep: Class 12 contains 720 members Mstep: Class 13 contains 2658 members Mstep: Class 14 contains 671 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9596 members Mstep: Class 18 contains 3303 members Mstep: Class 19 contains 12686 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 13179 members Mstep: Class 22 contains 1762 members Mstep: Class 23 contains 8430 members Entering Unmasked Estep ConsiderDeletion Score: -7242095.500000 Penalty: 42163.562500 Iteration 93Q: 24 clusters Score -7242096 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 2205 members Mstep: Class 3 contains 1813 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 2514 members Mstep: Class 6 contains 2506 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 1761 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 2650 members Mstep: Class 12 contains 721 members Mstep: Class 13 contains 2664 members Mstep: Class 14 contains 671 members Mstep: Class 15 contains 1450 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9595 members Mstep: Class 18 contains 3302 members Mstep: Class 19 contains 12682 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 13174 members Mstep: Class 22 contains 1762 members Mstep: Class 23 contains 8430 members Entering Unmasked Estep ConsiderDeletion Score: -7242087.500000 Penalty: 42163.562500 Iteration 94Q: 24 clusters Score -7242088 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2209 members Mstep: Class 3 contains 1812 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 2519 members Mstep: Class 6 contains 2507 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 1755 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 2651 members Mstep: Class 12 contains 722 members Mstep: Class 13 contains 2670 members Mstep: Class 14 contains 671 members Mstep: Class 15 contains 1451 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9594 members Mstep: Class 18 contains 3301 members Mstep: Class 19 contains 12679 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 13168 members Mstep: Class 22 contains 1762 members Mstep: Class 23 contains 8430 members Entering Unmasked Estep ConsiderDeletion Score: -7242097.000000 Penalty: 42163.562500 Iteration 95Q: 24 clusters Score -7242097 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2212 members Mstep: Class 3 contains 1810 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 2526 members Mstep: Class 6 contains 2507 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 1750 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 2651 members Mstep: Class 12 contains 722 members Mstep: Class 13 contains 2679 members Mstep: Class 14 contains 671 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9593 members Mstep: Class 18 contains 3300 members Mstep: Class 19 contains 12675 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 13161 members Mstep: Class 22 contains 1762 members Mstep: Class 23 contains 8430 members Entering Unmasked Estep ConsiderDeletion Score: -7242113.000000 Penalty: 42163.562500 Iteration 96Q: 24 clusters Score -7242113 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2213 members Mstep: Class 3 contains 1808 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 2530 members Mstep: Class 6 contains 2506 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 1746 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 2651 members Mstep: Class 12 contains 721 members Mstep: Class 13 contains 2689 members Mstep: Class 14 contains 671 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9592 members Mstep: Class 18 contains 3299 members Mstep: Class 19 contains 12674 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 13157 members Mstep: Class 22 contains 1762 members Mstep: Class 23 contains 8430 members Entering Unmasked Estep ConsiderDeletion Score: -7242118.500000 Penalty: 42163.562500 Iteration 97Q: 24 clusters Score -7242118 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2213 members Mstep: Class 3 contains 1807 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 2530 members Mstep: Class 6 contains 2507 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 1739 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 2651 members Mstep: Class 12 contains 722 members Mstep: Class 13 contains 2697 members Mstep: Class 14 contains 671 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9592 members Mstep: Class 18 contains 3297 members Mstep: Class 19 contains 12673 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 13158 members Mstep: Class 22 contains 1762 members Mstep: Class 23 contains 8430 members Entering Unmasked Estep ConsiderDeletion Score: -7242105.000000 Penalty: 42163.562500 Iteration 98Q: 24 clusters Score -7242105 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2214 members Mstep: Class 3 contains 1806 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 2530 members Mstep: Class 6 contains 2507 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 1738 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 2651 members Mstep: Class 12 contains 722 members Mstep: Class 13 contains 2703 members Mstep: Class 14 contains 671 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9591 members Mstep: Class 18 contains 3295 members Mstep: Class 19 contains 12671 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 13158 members Mstep: Class 22 contains 1762 members Mstep: Class 23 contains 8430 members Entering Unmasked Estep ConsiderDeletion Score: -7242104.000000 Penalty: 42163.562500 Iteration 99Q: 24 clusters Score -7242104 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2215 members Mstep: Class 3 contains 1805 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 2530 members Mstep: Class 6 contains 2506 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 1739 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 2651 members Mstep: Class 12 contains 722 members Mstep: Class 13 contains 2708 members Mstep: Class 14 contains 671 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9590 members Mstep: Class 18 contains 3294 members Mstep: Class 19 contains 12668 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 13158 members Mstep: Class 22 contains 1762 members Mstep: Class 23 contains 8430 members Entering Unmasked Estep ConsiderDeletion Score: -7242105.500000 Penalty: 42163.562500 Iteration 100F: 24 clusters Score -7242106 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2215 members Mstep: Class 3 contains 1805 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 2530 members Mstep: Class 6 contains 2506 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 1740 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 2651 members Mstep: Class 12 contains 722 members Mstep: Class 13 contains 2711 members Mstep: Class 14 contains 671 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9587 members Mstep: Class 18 contains 3294 members Mstep: Class 19 contains 12667 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 13158 members Mstep: Class 22 contains 1762 members Mstep: Class 23 contains 8430 members Entering Unmasked Estep ConsiderDeletion Score: -7242113.500000 Penalty: 42163.562500 Iteration 101Q: 24 clusters Score -7242114 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2215 members Mstep: Class 3 contains 1805 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 2530 members Mstep: Class 6 contains 2506 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 1740 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 2651 members Mstep: Class 12 contains 722 members Mstep: Class 13 contains 2712 members Mstep: Class 14 contains 671 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9586 members Mstep: Class 18 contains 3294 members Mstep: Class 19 contains 12667 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 13158 members Mstep: Class 22 contains 1762 members Mstep: Class 23 contains 8430 members Entering Unmasked Estep ConsiderDeletion Score: -7242112.500000 Penalty: 42163.562500 Iteration 102Q: 24 clusters Score -7242112 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2215 members Mstep: Class 3 contains 1805 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 2530 members Mstep: Class 6 contains 2506 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 1740 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 2651 members Mstep: Class 12 contains 722 members Mstep: Class 13 contains 2713 members Mstep: Class 14 contains 671 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9586 members Mstep: Class 18 contains 3293 members Mstep: Class 19 contains 12667 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 13158 members Mstep: Class 22 contains 1762 members Mstep: Class 23 contains 8430 members Entering Unmasked Estep ConsiderDeletion Score: -7242111.000000 Penalty: 42163.562500 Iteration 103Q: 24 clusters Score -7242111 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2215 members Mstep: Class 3 contains 1804 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 2530 members Mstep: Class 6 contains 2506 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 1740 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 2652 members Mstep: Class 12 contains 722 members Mstep: Class 13 contains 2713 members Mstep: Class 14 contains 671 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9586 members Mstep: Class 18 contains 3293 members Mstep: Class 19 contains 12667 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 13158 members Mstep: Class 22 contains 1762 members Mstep: Class 23 contains 8430 members Entering Unmasked Estep ConsiderDeletion Score: -7242108.000000 Penalty: 42163.562500 Iteration 104Q: 24 clusters Score -7242108 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2215 members Mstep: Class 3 contains 1803 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 2530 members Mstep: Class 6 contains 2507 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 1740 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 2652 members Mstep: Class 12 contains 722 members Mstep: Class 13 contains 2714 members Mstep: Class 14 contains 671 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9585 members Mstep: Class 18 contains 3293 members Mstep: Class 19 contains 12667 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 13158 members Mstep: Class 22 contains 1762 members Mstep: Class 23 contains 8430 members Entering Unmasked Estep ConsiderDeletion Score: -7242105.000000 Penalty: 42163.562500 Iteration 105Q: 24 clusters Score -7242105 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2215 members Mstep: Class 3 contains 1804 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 2530 members Mstep: Class 6 contains 2507 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 1740 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 2652 members Mstep: Class 12 contains 722 members Mstep: Class 13 contains 2717 members Mstep: Class 14 contains 671 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9582 members Mstep: Class 18 contains 3292 members Mstep: Class 19 contains 12667 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 13158 members Mstep: Class 22 contains 1762 members Mstep: Class 23 contains 8430 members Entering Unmasked Estep ConsiderDeletion Score: -7242109.500000 Penalty: 42163.562500 Iteration 106Q: 24 clusters Score -7242110 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2215 members Mstep: Class 3 contains 1803 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 2530 members Mstep: Class 6 contains 2507 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 1740 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 2652 members Mstep: Class 12 contains 722 members Mstep: Class 13 contains 2717 members Mstep: Class 14 contains 671 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9582 members Mstep: Class 18 contains 3293 members Mstep: Class 19 contains 12667 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 13158 members Mstep: Class 22 contains 1762 members Mstep: Class 23 contains 8430 members Entering Unmasked Estep ConsiderDeletion Score: -7242110.000000 Penalty: 42163.562500 Iteration 107Q: 24 clusters Score -7242110 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2215 members Mstep: Class 3 contains 1802 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 2530 members Mstep: Class 6 contains 2507 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 1740 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 2652 members Mstep: Class 12 contains 722 members Mstep: Class 13 contains 2718 members Mstep: Class 14 contains 671 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9582 members Mstep: Class 18 contains 3293 members Mstep: Class 19 contains 12667 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 13158 members Mstep: Class 22 contains 1762 members Mstep: Class 23 contains 8430 members Entering Unmasked Estep ConsiderDeletion Score: -7242110.000000 Penalty: 42163.562500 Iteration 108Q: 24 clusters Score -7242110 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2215 members Mstep: Class 3 contains 1801 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 2530 members Mstep: Class 6 contains 2507 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 1740 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 2652 members Mstep: Class 12 contains 722 members Mstep: Class 13 contains 2720 members Mstep: Class 14 contains 671 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9581 members Mstep: Class 18 contains 3293 members Mstep: Class 19 contains 12667 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 13158 members Mstep: Class 22 contains 1762 members Mstep: Class 23 contains 8430 members Entering Unmasked Estep ConsiderDeletion Score: -7242110.500000 Penalty: 42163.562500 Iteration 109Q: 24 clusters Score -7242110 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2215 members Mstep: Class 3 contains 1801 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 2530 members Mstep: Class 6 contains 2507 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 1740 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 2652 members Mstep: Class 12 contains 722 members Mstep: Class 13 contains 2720 members Mstep: Class 14 contains 671 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9581 members Mstep: Class 18 contains 3293 members Mstep: Class 19 contains 12667 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 13158 members Mstep: Class 22 contains 1762 members Mstep: Class 23 contains 8430 members Entering Unmasked Estep ConsiderDeletion Score: -7242110.500000 Penalty: 42163.562500 Iteration 110F: 24 clusters Score -7242110 nChanged 0 Entering ConstructFrom: Score: -7242110.500000 Penalty: 42163.562500 Entering ConstructFrom: Trying to split cluster 1 (5397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Entering Unmasked Estep Score: -502140.437500 Penalty: 1396.459717 Iteration 0F: 2 clusters Score -502140.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -497937.250000 Penalty: 2792.919434 Iteration 0F: 3 clusters Score -497937.2 nChanged 2169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -499080.281250 Penalty: 2792.919434 Iteration 1F: 3 clusters Score -499080.3 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -499273.125000 Penalty: 2792.919434 Iteration 2F: 3 clusters Score -499273.1 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -499397.781250 Penalty: 2792.919434 Iteration 3Q: 3 clusters Score -499397.8 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -499499.593750 Penalty: 2792.919434 Iteration 4Q: 3 clusters Score -499499.6 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -499594.437500 Penalty: 2792.919434 Iteration 5Q: 3 clusters Score -499594.4 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -499671.687500 Penalty: 2792.919434 Iteration 6Q: 3 clusters Score -499671.7 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -499744.593750 Penalty: 2792.919434 Iteration 7Q: 3 clusters Score -499744.6 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -499808.468750 Penalty: 2792.919434 Iteration 8Q: 3 clusters Score -499808.5 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -499860.437500 Penalty: 2792.919434 Iteration 9Q: 3 clusters Score -499860.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -499911.187500 Penalty: 2792.919434 Iteration 10Q: 3 clusters Score -499911.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -499989.750000 Penalty: 2792.919434 Iteration 11Q: 3 clusters Score -499989.8 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -500106.937500 Penalty: 2792.919434 Iteration 12Q: 3 clusters Score -500106.9 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -500239.656250 Penalty: 2792.919434 Iteration 13Q: 3 clusters Score -500239.7 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -500366.812500 Penalty: 2792.919434 Iteration 14Q: 3 clusters Score -500366.8 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -500503.062500 Penalty: 2792.919434 Iteration 15Q: 3 clusters Score -500503.1 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -500606.750000 Penalty: 2792.919434 Iteration 16Q: 3 clusters Score -500606.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -500697.906250 Penalty: 2792.919434 Iteration 17Q: 3 clusters Score -500697.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -500777.031250 Penalty: 2792.919434 Iteration 18Q: 3 clusters Score -500777 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -500833.500000 Penalty: 2792.919434 Iteration 19Q: 3 clusters Score -500833.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -500867.593750 Penalty: 2792.919434 Iteration 20F: 3 clusters Score -500867.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -500886.468750 Penalty: 2792.919434 Iteration 21Q: 3 clusters Score -500886.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -500895.531250 Penalty: 2792.919434 Iteration 22Q: 3 clusters Score -500895.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -500901.375000 Penalty: 2792.919434 Iteration 23Q: 3 clusters Score -500901.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -500905.531250 Penalty: 2792.919434 Iteration 24Q: 3 clusters Score -500905.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -500905.843750 Penalty: 2792.919434 Iteration 25Q: 3 clusters Score -500905.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -500907.875000 Penalty: 2792.919434 Iteration 26Q: 3 clusters Score -500907.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -500908.781250 Penalty: 2792.919434 Iteration 27Q: 3 clusters Score -500908.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -500909.625000 Penalty: 2792.919434 Iteration 28Q: 3 clusters Score -500909.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -500910.437500 Penalty: 2792.919434 Iteration 29Q: 3 clusters Score -500910.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -500909.812500 Penalty: 2792.919434 Iteration 30Q: 3 clusters Score -500909.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -500910.812500 Penalty: 2792.919434 Iteration 31Q: 3 clusters Score -500910.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -500910.812500 Penalty: 2792.919434 Iteration 32F: 3 clusters Score -500910.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Entering Unmasked Estep Score: -201790.359375 Penalty: 1251.738770 Iteration 0F: 2 clusters Score -201790.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -199601.593750 Penalty: 2503.477539 Iteration 0F: 3 clusters Score -199601.6 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -200121.921875 Penalty: 2503.477539 Iteration 1F: 3 clusters Score -200121.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -200273.062500 Penalty: 2503.477539 Iteration 2F: 3 clusters Score -200273.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -200375.109375 Penalty: 2503.477539 Iteration 3F: 3 clusters Score -200375.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -200456.437500 Penalty: 2503.477539 Iteration 4Q: 3 clusters Score -200456.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -200509.968750 Penalty: 2503.477539 Iteration 5Q: 3 clusters Score -200510 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -200552.703125 Penalty: 2503.477539 Iteration 6Q: 3 clusters Score -200552.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -200598.125000 Penalty: 2503.477539 Iteration 7Q: 3 clusters Score -200598.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -200635.843750 Penalty: 2503.477539 Iteration 8Q: 3 clusters Score -200635.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -200698.281250 Penalty: 2503.477539 Iteration 9Q: 3 clusters Score -200698.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -200766.484375 Penalty: 2503.477539 Iteration 10Q: 3 clusters Score -200766.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -200843.109375 Penalty: 2503.477539 Iteration 11Q: 3 clusters Score -200843.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -200928.734375 Penalty: 2503.477539 Iteration 12Q: 3 clusters Score -200928.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -201007.765625 Penalty: 2503.477539 Iteration 13Q: 3 clusters Score -201007.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -201097.265625 Penalty: 2503.477539 Iteration 14Q: 3 clusters Score -201097.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -201174.703125 Penalty: 2503.477539 Iteration 15Q: 3 clusters Score -201174.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -201229.953125 Penalty: 2503.477539 Iteration 16Q: 3 clusters Score -201230 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -201270.875000 Penalty: 2503.477539 Iteration 17Q: 3 clusters Score -201270.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -201294.656250 Penalty: 2503.477539 Iteration 18Q: 3 clusters Score -201294.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -201311.203125 Penalty: 2503.477539 Iteration 19Q: 3 clusters Score -201311.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -201327.671875 Penalty: 2503.477539 Iteration 20F: 3 clusters Score -201327.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -201333.328125 Penalty: 2503.477539 Iteration 21Q: 3 clusters Score -201333.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -201337.828125 Penalty: 2503.477539 Iteration 22Q: 3 clusters Score -201337.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -201339.968750 Penalty: 2503.477539 Iteration 23Q: 3 clusters Score -201340 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -201340.468750 Penalty: 2503.477539 Iteration 24Q: 3 clusters Score -201340.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -201340.781250 Penalty: 2503.477539 Iteration 25Q: 3 clusters Score -201340.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -201340.781250 Penalty: 2503.477539 Iteration 26F: 3 clusters Score -201340.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1801 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Entering Unmasked Estep Score: -169974.609375 Penalty: 1218.115845 Iteration 0F: 2 clusters Score -169974.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -168017.453125 Penalty: 2436.231689 Iteration 0F: 3 clusters Score -168017.5 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -168471.296875 Penalty: 2436.231689 Iteration 1F: 3 clusters Score -168471.3 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -168618.156250 Penalty: 2436.231689 Iteration 2F: 3 clusters Score -168618.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -168704.156250 Penalty: 2436.231689 Iteration 3F: 3 clusters Score -168704.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -168766.843750 Penalty: 2436.231689 Iteration 4Q: 3 clusters Score -168766.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -168805.015625 Penalty: 2436.231689 Iteration 5Q: 3 clusters Score -168805 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -168838.250000 Penalty: 2436.231689 Iteration 6Q: 3 clusters Score -168838.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -168863.125000 Penalty: 2436.231689 Iteration 7Q: 3 clusters Score -168863.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -168886.203125 Penalty: 2436.231689 Iteration 8Q: 3 clusters Score -168886.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -168906.359375 Penalty: 2436.231689 Iteration 9Q: 3 clusters Score -168906.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -168924.984375 Penalty: 2436.231689 Iteration 10Q: 3 clusters Score -168925 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -168948.921875 Penalty: 2436.231689 Iteration 11Q: 3 clusters Score -168948.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -168968.796875 Penalty: 2436.231689 Iteration 12Q: 3 clusters Score -168968.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -168987.109375 Penalty: 2436.231689 Iteration 13Q: 3 clusters Score -168987.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -169009.312500 Penalty: 2436.231689 Iteration 14Q: 3 clusters Score -169009.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -169029.750000 Penalty: 2436.231689 Iteration 15Q: 3 clusters Score -169029.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -169040.718750 Penalty: 2436.231689 Iteration 16Q: 3 clusters Score -169040.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -169050.593750 Penalty: 2436.231689 Iteration 17Q: 3 clusters Score -169050.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -169062.000000 Penalty: 2436.231689 Iteration 18Q: 3 clusters Score -169062 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -169069.984375 Penalty: 2436.231689 Iteration 19Q: 3 clusters Score -169070 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -169080.875000 Penalty: 2436.231689 Iteration 20F: 3 clusters Score -169080.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -169092.109375 Penalty: 2436.231689 Iteration 21Q: 3 clusters Score -169092.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -169110.359375 Penalty: 2436.231689 Iteration 22Q: 3 clusters Score -169110.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -169130.234375 Penalty: 2436.231689 Iteration 23Q: 3 clusters Score -169130.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -169147.937500 Penalty: 2436.231689 Iteration 24Q: 3 clusters Score -169147.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -169158.218750 Penalty: 2436.231689 Iteration 25Q: 3 clusters Score -169158.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -169174.265625 Penalty: 2436.231689 Iteration 26Q: 3 clusters Score -169174.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -169190.875000 Penalty: 2436.231689 Iteration 27Q: 3 clusters Score -169190.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -169215.578125 Penalty: 2436.231689 Iteration 28Q: 3 clusters Score -169215.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -169253.437500 Penalty: 2436.231689 Iteration 29Q: 3 clusters Score -169253.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -169316.984375 Penalty: 2436.231689 Iteration 30Q: 3 clusters Score -169317 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -169388.453125 Penalty: 2436.231689 Iteration 31Q: 3 clusters Score -169388.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -169449.640625 Penalty: 2436.231689 Iteration 32Q: 3 clusters Score -169449.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -169495.187500 Penalty: 2436.231689 Iteration 33Q: 3 clusters Score -169495.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -169558.421875 Penalty: 2436.231689 Iteration 34Q: 3 clusters Score -169558.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -169606.078125 Penalty: 2436.231689 Iteration 35Q: 3 clusters Score -169606.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -169628.562500 Penalty: 2436.231689 Iteration 36Q: 3 clusters Score -169628.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -169639.234375 Penalty: 2436.231689 Iteration 37Q: 3 clusters Score -169639.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -169645.078125 Penalty: 2436.231689 Iteration 38Q: 3 clusters Score -169645.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -169648.265625 Penalty: 2436.231689 Iteration 39Q: 3 clusters Score -169648.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -169649.500000 Penalty: 2436.231689 Iteration 40F: 3 clusters Score -169649.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -169651.265625 Penalty: 2436.231689 Iteration 41Q: 3 clusters Score -169651.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -169652.500000 Penalty: 2436.231689 Iteration 42Q: 3 clusters Score -169652.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -169652.500000 Penalty: 2436.231689 Iteration 43F: 3 clusters Score -169652.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (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: -166411.203125 Penalty: 1216.118530 Iteration 0F: 2 clusters Score -166411.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -164486.015625 Penalty: 2432.237061 Iteration 0F: 3 clusters Score -164486 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -164897.546875 Penalty: 2432.237061 Iteration 1F: 3 clusters Score -164897.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -164998.984375 Penalty: 2432.237061 Iteration 2F: 3 clusters Score -164999 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -165057.296875 Penalty: 2432.237061 Iteration 3Q: 3 clusters Score -165057.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -165115.406250 Penalty: 2432.237061 Iteration 4Q: 3 clusters Score -165115.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -165169.156250 Penalty: 2432.237061 Iteration 5Q: 3 clusters Score -165169.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -165229.453125 Penalty: 2432.237061 Iteration 6Q: 3 clusters Score -165229.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -165303.468750 Penalty: 2432.237061 Iteration 7Q: 3 clusters Score -165303.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -165400.156250 Penalty: 2432.237061 Iteration 8Q: 3 clusters Score -165400.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -165510.984375 Penalty: 2432.237061 Iteration 9Q: 3 clusters Score -165511 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -165633.203125 Penalty: 2432.237061 Iteration 10Q: 3 clusters Score -165633.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -165795.109375 Penalty: 2432.237061 Iteration 11Q: 3 clusters Score -165795.1 nChanged 82 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: -165937.968750 Penalty: 2432.237061 Iteration 12Q: 3 clusters Score -165938 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -166023.593750 Penalty: 2432.237061 Iteration 13Q: 3 clusters Score -166023.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -166076.468750 Penalty: 2432.237061 Iteration 14Q: 3 clusters Score -166076.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -166113.906250 Penalty: 2432.237061 Iteration 15Q: 3 clusters Score -166113.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -166139.000000 Penalty: 2432.237061 Iteration 16Q: 3 clusters Score -166139 nChanged 17 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: -166152.218750 Penalty: 2432.237061 Iteration 17Q: 3 clusters Score -166152.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -166160.703125 Penalty: 2432.237061 Iteration 18Q: 3 clusters Score -166160.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -166165.765625 Penalty: 2432.237061 Iteration 19Q: 3 clusters Score -166165.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -166167.078125 Penalty: 2432.237061 Iteration 20F: 3 clusters Score -166167.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -166167.390625 Penalty: 2432.237061 Iteration 21Q: 3 clusters Score -166167.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -166167.593750 Penalty: 2432.237061 Iteration 22Q: 3 clusters Score -166167.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -166167.593750 Penalty: 2432.237061 Iteration 23F: 3 clusters Score -166167.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Entering Unmasked Estep Score: -228791.312500 Penalty: 1273.345947 Iteration 0F: 2 clusters Score -228791.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -226351.812500 Penalty: 2546.691895 Iteration 0F: 3 clusters Score -226351.8 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -226967.000000 Penalty: 2546.691895 Iteration 1F: 3 clusters Score -226967 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -227202.343750 Penalty: 2546.691895 Iteration 2F: 3 clusters Score -227202.3 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -227413.093750 Penalty: 2546.691895 Iteration 3F: 3 clusters Score -227413.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -227595.906250 Penalty: 2546.691895 Iteration 4F: 3 clusters Score -227595.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -227742.890625 Penalty: 2546.691895 Iteration 5F: 3 clusters Score -227742.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -227836.265625 Penalty: 2546.691895 Iteration 6Q: 3 clusters Score -227836.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -227898.656250 Penalty: 2546.691895 Iteration 7Q: 3 clusters Score -227898.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -227934.234375 Penalty: 2546.691895 Iteration 8Q: 3 clusters Score -227934.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -227944.046875 Penalty: 2546.691895 Iteration 9Q: 3 clusters Score -227944 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -227949.281250 Penalty: 2546.691895 Iteration 10Q: 3 clusters Score -227949.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -227953.203125 Penalty: 2546.691895 Iteration 11Q: 3 clusters Score -227953.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -227956.125000 Penalty: 2546.691895 Iteration 12Q: 3 clusters Score -227956.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -227959.031250 Penalty: 2546.691895 Iteration 13Q: 3 clusters Score -227959 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -227959.796875 Penalty: 2546.691895 Iteration 14Q: 3 clusters Score -227959.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -227960.406250 Penalty: 2546.691895 Iteration 15Q: 3 clusters Score -227960.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -227960.406250 Penalty: 2546.691895 Iteration 16F: 3 clusters Score -227960.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2507 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Entering Unmasked Estep Score: -237410.968750 Penalty: 1271.861816 Iteration 0F: 2 clusters Score -237411 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -235018.468750 Penalty: 2543.723633 Iteration 0F: 3 clusters Score -235018.5 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -235570.750000 Penalty: 2543.723633 Iteration 1F: 3 clusters Score -235570.8 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -235710.953125 Penalty: 2543.723633 Iteration 2F: 3 clusters Score -235711 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -235804.203125 Penalty: 2543.723633 Iteration 3F: 3 clusters Score -235804.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -235887.750000 Penalty: 2543.723633 Iteration 4Q: 3 clusters Score -235887.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -235962.843750 Penalty: 2543.723633 Iteration 5Q: 3 clusters Score -235962.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -236035.593750 Penalty: 2543.723633 Iteration 6Q: 3 clusters Score -236035.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -236101.625000 Penalty: 2543.723633 Iteration 7Q: 3 clusters Score -236101.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -236173.406250 Penalty: 2543.723633 Iteration 8Q: 3 clusters Score -236173.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -236255.140625 Penalty: 2543.723633 Iteration 9Q: 3 clusters Score -236255.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -236326.453125 Penalty: 2543.723633 Iteration 10Q: 3 clusters Score -236326.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -236393.187500 Penalty: 2543.723633 Iteration 11Q: 3 clusters Score -236393.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -236452.906250 Penalty: 2543.723633 Iteration 12Q: 3 clusters Score -236452.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -236491.703125 Penalty: 2543.723633 Iteration 13Q: 3 clusters Score -236491.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -236520.671875 Penalty: 2543.723633 Iteration 14Q: 3 clusters Score -236520.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -236552.796875 Penalty: 2543.723633 Iteration 15Q: 3 clusters Score -236552.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -236581.078125 Penalty: 2543.723633 Iteration 16Q: 3 clusters Score -236581.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -236613.359375 Penalty: 2543.723633 Iteration 17Q: 3 clusters Score -236613.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -236641.687500 Penalty: 2543.723633 Iteration 18Q: 3 clusters Score -236641.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -236657.046875 Penalty: 2543.723633 Iteration 19Q: 3 clusters Score -236657 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -236665.671875 Penalty: 2543.723633 Iteration 20F: 3 clusters Score -236665.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -236675.531250 Penalty: 2543.723633 Iteration 21Q: 3 clusters Score -236675.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -236683.796875 Penalty: 2543.723633 Iteration 22Q: 3 clusters Score -236683.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -236690.718750 Penalty: 2543.723633 Iteration 23Q: 3 clusters Score -236690.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -236697.093750 Penalty: 2543.723633 Iteration 24Q: 3 clusters Score -236697.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -236704.515625 Penalty: 2543.723633 Iteration 25Q: 3 clusters Score -236704.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -236706.937500 Penalty: 2543.723633 Iteration 26Q: 3 clusters Score -236706.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -236710.828125 Penalty: 2543.723633 Iteration 27Q: 3 clusters Score -236710.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -236714.046875 Penalty: 2543.723633 Iteration 28Q: 3 clusters Score -236714 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -236717.640625 Penalty: 2543.723633 Iteration 29Q: 3 clusters Score -236717.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -236718.500000 Penalty: 2543.723633 Iteration 30Q: 3 clusters Score -236718.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -236719.765625 Penalty: 2543.723633 Iteration 31Q: 3 clusters Score -236719.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -236723.125000 Penalty: 2543.723633 Iteration 32Q: 3 clusters Score -236723.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -236727.328125 Penalty: 2543.723633 Iteration 33Q: 3 clusters Score -236727.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -236732.359375 Penalty: 2543.723633 Iteration 34Q: 3 clusters Score -236732.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -236734.593750 Penalty: 2543.723633 Iteration 35Q: 3 clusters Score -236734.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -236735.046875 Penalty: 2543.723633 Iteration 36Q: 3 clusters Score -236735 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -236735.046875 Penalty: 2543.723633 Iteration 37F: 3 clusters Score -236735 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Entering Unmasked Estep Score: -32327.537109 Penalty: 956.491943 Iteration 0F: 2 clusters Score -32327.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -31396.648438 Penalty: 1912.983887 Iteration 0F: 3 clusters Score -31396.65 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -31570.009766 Penalty: 1912.983887 Iteration 1F: 3 clusters Score -31570.01 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -31596.197266 Penalty: 1912.983887 Iteration 2Q: 3 clusters Score -31596.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -31611.707031 Penalty: 1912.983887 Iteration 3Q: 3 clusters Score -31611.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -31622.138672 Penalty: 1912.983887 Iteration 4Q: 3 clusters Score -31622.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -31627.275391 Penalty: 1912.983887 Iteration 5Q: 3 clusters Score -31627.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -31629.683594 Penalty: 1912.983887 Iteration 6Q: 3 clusters Score -31629.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -31632.886719 Penalty: 1912.983887 Iteration 7Q: 3 clusters Score -31632.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -31632.886719 Penalty: 1912.983887 Iteration 8F: 3 clusters Score -31632.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1635 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Entering Unmasked Estep Score: -155181.750000 Penalty: 1202.402100 Iteration 0F: 2 clusters Score -155181.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -153318.375000 Penalty: 2404.804199 Iteration 0F: 3 clusters Score -153318.4 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -153692.062500 Penalty: 2404.804199 Iteration 1F: 3 clusters Score -153692.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -153775.593750 Penalty: 2404.804199 Iteration 2F: 3 clusters Score -153775.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -153825.578125 Penalty: 2404.804199 Iteration 3Q: 3 clusters Score -153825.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -153856.890625 Penalty: 2404.804199 Iteration 4Q: 3 clusters Score -153856.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -153878.421875 Penalty: 2404.804199 Iteration 5Q: 3 clusters Score -153878.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -153890.140625 Penalty: 2404.804199 Iteration 6Q: 3 clusters Score -153890.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -153899.656250 Penalty: 2404.804199 Iteration 7Q: 3 clusters Score -153899.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -153907.812500 Penalty: 2404.804199 Iteration 8Q: 3 clusters Score -153907.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -153910.703125 Penalty: 2404.804199 Iteration 9Q: 3 clusters Score -153910.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -153911.953125 Penalty: 2404.804199 Iteration 10Q: 3 clusters Score -153912 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -153913.843750 Penalty: 2404.804199 Iteration 11Q: 3 clusters Score -153913.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -153914.593750 Penalty: 2404.804199 Iteration 12Q: 3 clusters Score -153914.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -153915.140625 Penalty: 2404.804199 Iteration 13Q: 3 clusters Score -153915.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -153916.781250 Penalty: 2404.804199 Iteration 14Q: 3 clusters Score -153916.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -153917.843750 Penalty: 2404.804199 Iteration 15Q: 3 clusters Score -153917.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -153918.968750 Penalty: 2404.804199 Iteration 16Q: 3 clusters Score -153919 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -153920.953125 Penalty: 2404.804199 Iteration 17Q: 3 clusters Score -153921 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -153921.406250 Penalty: 2404.804199 Iteration 18Q: 3 clusters Score -153921.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -153922.078125 Penalty: 2404.804199 Iteration 19Q: 3 clusters Score -153922.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -153922.468750 Penalty: 2404.804199 Iteration 20F: 3 clusters Score -153922.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1740 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Entering Unmasked Estep Score: -156443.218750 Penalty: 1212.516602 Iteration 0F: 2 clusters Score -156443.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -154528.406250 Penalty: 2425.033203 Iteration 0F: 3 clusters Score -154528.4 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -154972.875000 Penalty: 2425.033203 Iteration 1F: 3 clusters Score -154972.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -155096.828125 Penalty: 2425.033203 Iteration 2F: 3 clusters Score -155096.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -155157.953125 Penalty: 2425.033203 Iteration 3Q: 3 clusters Score -155158 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -155203.546875 Penalty: 2425.033203 Iteration 4Q: 3 clusters Score -155203.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -155239.125000 Penalty: 2425.033203 Iteration 5Q: 3 clusters Score -155239.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -155268.968750 Penalty: 2425.033203 Iteration 6Q: 3 clusters Score -155269 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -155290.828125 Penalty: 2425.033203 Iteration 7Q: 3 clusters Score -155290.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -155306.687500 Penalty: 2425.033203 Iteration 8Q: 3 clusters Score -155306.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -155327.796875 Penalty: 2425.033203 Iteration 9Q: 3 clusters Score -155327.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -155345.468750 Penalty: 2425.033203 Iteration 10Q: 3 clusters Score -155345.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -155354.953125 Penalty: 2425.033203 Iteration 11Q: 3 clusters Score -155355 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -155361.140625 Penalty: 2425.033203 Iteration 12Q: 3 clusters Score -155361.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -155364.828125 Penalty: 2425.033203 Iteration 13Q: 3 clusters Score -155364.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -155367.562500 Penalty: 2425.033203 Iteration 14Q: 3 clusters Score -155367.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -155371.390625 Penalty: 2425.033203 Iteration 15Q: 3 clusters Score -155371.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -155375.031250 Penalty: 2425.033203 Iteration 16Q: 3 clusters Score -155375 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -155379.625000 Penalty: 2425.033203 Iteration 17Q: 3 clusters Score -155379.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -155387.546875 Penalty: 2425.033203 Iteration 18Q: 3 clusters Score -155387.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -155393.781250 Penalty: 2425.033203 Iteration 19Q: 3 clusters Score -155393.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -155397.968750 Penalty: 2425.033203 Iteration 20F: 3 clusters Score -155398 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -155401.265625 Penalty: 2425.033203 Iteration 21Q: 3 clusters Score -155401.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -155401.984375 Penalty: 2425.033203 Iteration 22Q: 3 clusters Score -155402 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -155402.703125 Penalty: 2425.033203 Iteration 23Q: 3 clusters Score -155402.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -155403.656250 Penalty: 2425.033203 Iteration 24Q: 3 clusters Score -155403.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -155405.000000 Penalty: 2425.033203 Iteration 25Q: 3 clusters Score -155405 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -155406.140625 Penalty: 2425.033203 Iteration 26Q: 3 clusters Score -155406.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -155406.703125 Penalty: 2425.033203 Iteration 27Q: 3 clusters Score -155406.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -155407.421875 Penalty: 2425.033203 Iteration 28Q: 3 clusters Score -155407.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -155408.312500 Penalty: 2425.033203 Iteration 29Q: 3 clusters Score -155408.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -155408.312500 Penalty: 2425.033203 Iteration 30F: 3 clusters Score -155408.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (787 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Entering Unmasked Estep Score: -72789.765625 Penalty: 1083.587036 Iteration 0F: 2 clusters Score -72789.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -71490.468750 Penalty: 2167.174072 Iteration 0F: 3 clusters Score -71490.47 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -71728.601562 Penalty: 2167.174072 Iteration 1F: 3 clusters Score -71728.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -71850.234375 Penalty: 2167.174072 Iteration 2F: 3 clusters Score -71850.23 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -71914.765625 Penalty: 2167.174072 Iteration 3F: 3 clusters Score -71914.77 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -71958.609375 Penalty: 2167.174072 Iteration 4Q: 3 clusters Score -71958.61 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -71993.695312 Penalty: 2167.174072 Iteration 5Q: 3 clusters Score -71993.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -72047.054688 Penalty: 2167.174072 Iteration 6Q: 3 clusters Score -72047.05 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -72090.859375 Penalty: 2167.174072 Iteration 7Q: 3 clusters Score -72090.86 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -72149.234375 Penalty: 2167.174072 Iteration 8Q: 3 clusters Score -72149.23 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -72200.828125 Penalty: 2167.174072 Iteration 9Q: 3 clusters Score -72200.83 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -72227.765625 Penalty: 2167.174072 Iteration 10Q: 3 clusters Score -72227.77 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -72247.953125 Penalty: 2167.174072 Iteration 11Q: 3 clusters Score -72247.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -72261.117188 Penalty: 2167.174072 Iteration 12Q: 3 clusters Score -72261.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -72269.828125 Penalty: 2167.174072 Iteration 13Q: 3 clusters Score -72269.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -72278.500000 Penalty: 2167.174072 Iteration 14Q: 3 clusters Score -72278.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -72289.046875 Penalty: 2167.174072 Iteration 15Q: 3 clusters Score -72289.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -72292.812500 Penalty: 2167.174072 Iteration 16Q: 3 clusters Score -72292.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -72294.296875 Penalty: 2167.174072 Iteration 17Q: 3 clusters Score -72294.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -72295.148438 Penalty: 2167.174072 Iteration 18F: 3 clusters Score -72295.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -72301.687500 Penalty: 2167.174072 Iteration 19Q: 3 clusters Score -72301.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -72303.171875 Penalty: 2167.174072 Iteration 20F: 3 clusters Score -72303.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2652 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Entering Unmasked Estep Score: -250145.656250 Penalty: 1280.998779 Iteration 0F: 2 clusters Score -250145.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -247652.312500 Penalty: 2561.997559 Iteration 0F: 3 clusters Score -247652.3 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -248310.531250 Penalty: 2561.997559 Iteration 1F: 3 clusters Score -248310.5 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -248463.593750 Penalty: 2561.997559 Iteration 2F: 3 clusters Score -248463.6 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -248570.828125 Penalty: 2561.997559 Iteration 3F: 3 clusters Score -248570.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -248639.734375 Penalty: 2561.997559 Iteration 4Q: 3 clusters Score -248639.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -248712.593750 Penalty: 2561.997559 Iteration 5Q: 3 clusters Score -248712.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -248780.406250 Penalty: 2561.997559 Iteration 6Q: 3 clusters Score -248780.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -248856.078125 Penalty: 2561.997559 Iteration 7Q: 3 clusters Score -248856.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -248937.390625 Penalty: 2561.997559 Iteration 8Q: 3 clusters Score -248937.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -249004.265625 Penalty: 2561.997559 Iteration 9Q: 3 clusters Score -249004.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -249094.218750 Penalty: 2561.997559 Iteration 10Q: 3 clusters Score -249094.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -249176.046875 Penalty: 2561.997559 Iteration 11Q: 3 clusters Score -249176 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -249243.171875 Penalty: 2561.997559 Iteration 12Q: 3 clusters Score -249243.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -249304.796875 Penalty: 2561.997559 Iteration 13Q: 3 clusters Score -249304.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -249370.265625 Penalty: 2561.997559 Iteration 14Q: 3 clusters Score -249370.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -249423.531250 Penalty: 2561.997559 Iteration 15Q: 3 clusters Score -249423.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -249480.046875 Penalty: 2561.997559 Iteration 16Q: 3 clusters Score -249480 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -249553.265625 Penalty: 2561.997559 Iteration 17Q: 3 clusters Score -249553.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -249643.781250 Penalty: 2561.997559 Iteration 18Q: 3 clusters Score -249643.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -249801.453125 Penalty: 2561.997559 Iteration 19Q: 3 clusters Score -249801.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -250023.625000 Penalty: 2561.997559 Iteration 20F: 3 clusters Score -250023.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -250229.328125 Penalty: 2561.997559 Iteration 21Q: 3 clusters Score -250229.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -250363.453125 Penalty: 2561.997559 Iteration 22Q: 3 clusters Score -250363.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -250459.781250 Penalty: 2561.997559 Iteration 23Q: 3 clusters Score -250459.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -250502.171875 Penalty: 2561.997559 Iteration 24Q: 3 clusters Score -250502.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -250513.093750 Penalty: 2561.997559 Iteration 25Q: 3 clusters Score -250513.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -250517.640625 Penalty: 2561.997559 Iteration 26Q: 3 clusters Score -250517.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -250518.437500 Penalty: 2561.997559 Iteration 27Q: 3 clusters Score -250518.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -250519.578125 Penalty: 2561.997559 Iteration 28Q: 3 clusters Score -250519.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -250520.750000 Penalty: 2561.997559 Iteration 29Q: 3 clusters Score -250520.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -250521.296875 Penalty: 2561.997559 Iteration 30Q: 3 clusters Score -250521.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -250521.296875 Penalty: 2561.997559 Iteration 31F: 3 clusters Score -250521.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2215 members Mstep: Class 3 contains 1801 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 2530 members Mstep: Class 6 contains 2507 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 1740 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 894 members Mstep: Class 12 contains 722 members Mstep: Class 13 contains 2720 members Mstep: Class 14 contains 671 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9581 members Mstep: Class 18 contains 3293 members Mstep: Class 19 contains 12667 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 13158 members Mstep: Class 22 contains 1762 members Mstep: Class 23 contains 8430 members Mstep: Class 24 contains 1758 members Entering Unmasked Estep Score: -7241929.500000 Penalty: 43996.757812 Splitting cluster 11 changes total score from -7242110.500000 to -7241929.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (722 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Entering Unmasked Estep Score: -57871.457031 Penalty: 1069.579102 Iteration 0F: 2 clusters Score -57871.46 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 379 members Entering Unmasked Estep Score: -56676.988281 Penalty: 2139.158203 Iteration 0F: 3 clusters Score -56676.99 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -56931.437500 Penalty: 2139.158203 Iteration 1F: 3 clusters Score -56931.44 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -57020.089844 Penalty: 2139.158203 Iteration 2F: 3 clusters Score -57020.09 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -57072.953125 Penalty: 2139.158203 Iteration 3Q: 3 clusters Score -57072.95 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -57107.542969 Penalty: 2139.158203 Iteration 4Q: 3 clusters Score -57107.54 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -57128.765625 Penalty: 2139.158203 Iteration 5Q: 3 clusters Score -57128.77 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -57152.863281 Penalty: 2139.158203 Iteration 6Q: 3 clusters Score -57152.86 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -57166.851562 Penalty: 2139.158203 Iteration 7Q: 3 clusters Score -57166.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -57173.152344 Penalty: 2139.158203 Iteration 8Q: 3 clusters Score -57173.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -57176.246094 Penalty: 2139.158203 Iteration 9Q: 3 clusters Score -57176.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -57178.367188 Penalty: 2139.158203 Iteration 10Q: 3 clusters Score -57178.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -57180.468750 Penalty: 2139.158203 Iteration 11Q: 3 clusters Score -57180.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -57184.550781 Penalty: 2139.158203 Iteration 12Q: 3 clusters Score -57184.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -57185.523438 Penalty: 2139.158203 Iteration 13Q: 3 clusters Score -57185.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -57185.523438 Penalty: 2139.158203 Iteration 14F: 3 clusters Score -57185.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2720 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Entering Unmasked Estep Score: -241226.000000 Penalty: 1285.112915 Iteration 0F: 2 clusters Score -241226 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -238688.546875 Penalty: 2570.225830 Iteration 0F: 3 clusters Score -238688.5 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -239425.343750 Penalty: 2570.225830 Iteration 1F: 3 clusters Score -239425.3 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -239839.828125 Penalty: 2570.225830 Iteration 2F: 3 clusters Score -239839.8 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -240222.593750 Penalty: 2570.225830 Iteration 3F: 3 clusters Score -240222.6 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -240509.328125 Penalty: 2570.225830 Iteration 4F: 3 clusters Score -240509.3 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -240686.453125 Penalty: 2570.225830 Iteration 5F: 3 clusters Score -240686.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -240813.921875 Penalty: 2570.225830 Iteration 6Q: 3 clusters Score -240813.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -240921.781250 Penalty: 2570.225830 Iteration 7Q: 3 clusters Score -240921.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -241003.046875 Penalty: 2570.225830 Iteration 8Q: 3 clusters Score -241003 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -241069.625000 Penalty: 2570.225830 Iteration 9Q: 3 clusters Score -241069.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -241120.296875 Penalty: 2570.225830 Iteration 10Q: 3 clusters Score -241120.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -241150.546875 Penalty: 2570.225830 Iteration 11Q: 3 clusters Score -241150.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -241175.984375 Penalty: 2570.225830 Iteration 12Q: 3 clusters Score -241176 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -241194.453125 Penalty: 2570.225830 Iteration 13Q: 3 clusters Score -241194.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -241214.156250 Penalty: 2570.225830 Iteration 14Q: 3 clusters Score -241214.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -241227.562500 Penalty: 2570.225830 Iteration 15Q: 3 clusters Score -241227.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -241237.015625 Penalty: 2570.225830 Iteration 16Q: 3 clusters Score -241237 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -241244.406250 Penalty: 2570.225830 Iteration 17Q: 3 clusters Score -241244.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -241250.484375 Penalty: 2570.225830 Iteration 18Q: 3 clusters Score -241250.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -241253.609375 Penalty: 2570.225830 Iteration 19Q: 3 clusters Score -241253.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -241256.718750 Penalty: 2570.225830 Iteration 20F: 3 clusters Score -241256.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -241258.406250 Penalty: 2570.225830 Iteration 21Q: 3 clusters Score -241258.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -241259.187500 Penalty: 2570.225830 Iteration 22Q: 3 clusters Score -241259.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -241261.484375 Penalty: 2570.225830 Iteration 23Q: 3 clusters Score -241261.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -241261.796875 Penalty: 2570.225830 Iteration 24Q: 3 clusters Score -241261.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -241262.000000 Penalty: 2570.225830 Iteration 25Q: 3 clusters Score -241262 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -241262.000000 Penalty: 2570.225830 Iteration 26F: 3 clusters Score -241262 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2215 members Mstep: Class 3 contains 1801 members Mstep: Class 4 contains 1779 members Mstep: Class 5 contains 2530 members Mstep: Class 6 contains 2507 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 1635 members Mstep: Class 9 contains 1740 members Mstep: Class 10 contains 787 members Mstep: Class 11 contains 2652 members Mstep: Class 12 contains 722 members Mstep: Class 13 contains 1420 members Mstep: Class 14 contains 671 members Mstep: Class 15 contains 1452 members Mstep: Class 16 contains 418 members Mstep: Class 17 contains 9581 members Mstep: Class 18 contains 3293 members Mstep: Class 19 contains 12667 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 13158 members Mstep: Class 22 contains 1762 members Mstep: Class 23 contains 8430 members Mstep: Class 24 contains 1300 members Entering Unmasked Estep Score: -7241595.000000 Penalty: 43996.757812 Splitting cluster 13 changes total score from -7242110.500000 to -7241595.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (671 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Entering Unmasked Estep Score: -56751.156250 Penalty: 1057.674927 Iteration 0F: 2 clusters Score -56751.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -55556.324219 Penalty: 2115.349854 Iteration 0F: 3 clusters Score -55556.32 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -55804.660156 Penalty: 2115.349854 Iteration 1F: 3 clusters Score -55804.66 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -55891.828125 Penalty: 2115.349854 Iteration 2F: 3 clusters Score -55891.83 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -55910.441406 Penalty: 2115.349854 Iteration 3Q: 3 clusters Score -55910.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -55929.003906 Penalty: 2115.349854 Iteration 4Q: 3 clusters Score -55929 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -55948.363281 Penalty: 2115.349854 Iteration 5Q: 3 clusters Score -55948.36 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -55971.554688 Penalty: 2115.349854 Iteration 6Q: 3 clusters Score -55971.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -55982.710938 Penalty: 2115.349854 Iteration 7Q: 3 clusters Score -55982.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -55988.039062 Penalty: 2115.349854 Iteration 8Q: 3 clusters Score -55988.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -55990.738281 Penalty: 2115.349854 Iteration 9Q: 3 clusters Score -55990.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -55993.046875 Penalty: 2115.349854 Iteration 10Q: 3 clusters Score -55993.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -55994.730469 Penalty: 2115.349854 Iteration 11Q: 3 clusters Score -55994.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -55996.757812 Penalty: 2115.349854 Iteration 12Q: 3 clusters Score -55996.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -55996.757812 Penalty: 2115.349854 Iteration 13F: 3 clusters Score -55996.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1452 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Entering Unmasked Estep Score: -134113.484375 Penalty: 1183.113281 Iteration 0F: 2 clusters Score -134113.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -132380.546875 Penalty: 2366.226562 Iteration 0F: 3 clusters Score -132380.5 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -132777.546875 Penalty: 2366.226562 Iteration 1F: 3 clusters Score -132777.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -132885.140625 Penalty: 2366.226562 Iteration 2F: 3 clusters Score -132885.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -132946.468750 Penalty: 2366.226562 Iteration 3Q: 3 clusters Score -132946.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -132981.562500 Penalty: 2366.226562 Iteration 4Q: 3 clusters Score -132981.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -133019.234375 Penalty: 2366.226562 Iteration 5Q: 3 clusters Score -133019.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -133056.234375 Penalty: 2366.226562 Iteration 6Q: 3 clusters Score -133056.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -133090.171875 Penalty: 2366.226562 Iteration 7Q: 3 clusters Score -133090.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -133116.187500 Penalty: 2366.226562 Iteration 8Q: 3 clusters Score -133116.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -133131.328125 Penalty: 2366.226562 Iteration 9Q: 3 clusters Score -133131.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -133146.765625 Penalty: 2366.226562 Iteration 10Q: 3 clusters Score -133146.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -133165.437500 Penalty: 2366.226562 Iteration 11Q: 3 clusters Score -133165.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -133183.250000 Penalty: 2366.226562 Iteration 12Q: 3 clusters Score -133183.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -133198.125000 Penalty: 2366.226562 Iteration 13Q: 3 clusters Score -133198.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -133205.093750 Penalty: 2366.226562 Iteration 14Q: 3 clusters Score -133205.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -133214.015625 Penalty: 2366.226562 Iteration 15Q: 3 clusters Score -133214 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -133222.515625 Penalty: 2366.226562 Iteration 16Q: 3 clusters Score -133222.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -133228.562500 Penalty: 2366.226562 Iteration 17Q: 3 clusters Score -133228.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -133236.437500 Penalty: 2366.226562 Iteration 18Q: 3 clusters Score -133236.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -133251.421875 Penalty: 2366.226562 Iteration 19Q: 3 clusters Score -133251.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -133262.937500 Penalty: 2366.226562 Iteration 20F: 3 clusters Score -133262.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -133273.453125 Penalty: 2366.226562 Iteration 21Q: 3 clusters Score -133273.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -133279.343750 Penalty: 2366.226562 Iteration 22Q: 3 clusters Score -133279.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -133282.421875 Penalty: 2366.226562 Iteration 23Q: 3 clusters Score -133282.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -133289.687500 Penalty: 2366.226562 Iteration 24Q: 3 clusters Score -133289.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -133293.609375 Penalty: 2366.226562 Iteration 25Q: 3 clusters Score -133293.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -133297.156250 Penalty: 2366.226562 Iteration 26Q: 3 clusters Score -133297.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -133301.015625 Penalty: 2366.226562 Iteration 27Q: 3 clusters Score -133301 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -133305.640625 Penalty: 2366.226562 Iteration 28Q: 3 clusters Score -133305.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -133307.765625 Penalty: 2366.226562 Iteration 29Q: 3 clusters Score -133307.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -133308.671875 Penalty: 2366.226562 Iteration 30Q: 3 clusters Score -133308.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -133308.984375 Penalty: 2366.226562 Iteration 31Q: 3 clusters Score -133309 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -133309.468750 Penalty: 2366.226562 Iteration 32Q: 3 clusters Score -133309.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -133311.343750 Penalty: 2366.226562 Iteration 33Q: 3 clusters Score -133311.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -133312.500000 Penalty: 2366.226562 Iteration 34Q: 3 clusters Score -133312.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -133312.500000 Penalty: 2366.226562 Iteration 35F: 3 clusters Score -133312.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (418 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Entering Unmasked Estep Score: -37825.343750 Penalty: 980.765747 Iteration 0F: 2 clusters Score -37825.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -36842.371094 Penalty: 1961.531494 Iteration 0F: 3 clusters Score -36842.37 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -36972.730469 Penalty: 1961.531494 Iteration 1F: 3 clusters Score -36972.73 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -36999.113281 Penalty: 1961.531494 Iteration 2Q: 3 clusters Score -36999.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -37008.921875 Penalty: 1961.531494 Iteration 3Q: 3 clusters Score -37008.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -37008.921875 Penalty: 1961.531494 Iteration 4F: 3 clusters Score -37008.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (9581 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9581 members Entering Unmasked Estep Score: -925619.750000 Penalty: 1489.724854 Iteration 0F: 2 clusters Score -925619.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -918743.375000 Penalty: 2979.449707 Iteration 0F: 3 clusters Score -918743.4 nChanged 4073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 5302 members Entering Unmasked Estep Score: -920958.750000 Penalty: 2979.449707 Iteration 1F: 3 clusters Score -920958.8 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -921241.000000 Penalty: 2979.449707 Iteration 2F: 3 clusters Score -921241 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 5829 members Entering Unmasked Estep Score: -921515.812500 Penalty: 2979.449707 Iteration 3F: 3 clusters Score -921515.8 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 6204 members Entering Unmasked Estep Score: -921785.125000 Penalty: 2979.449707 Iteration 4F: 3 clusters Score -921785.1 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 6658 members Entering Unmasked Estep Score: -922102.750000 Penalty: 2979.449707 Iteration 5F: 3 clusters Score -922102.8 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 7187 members Entering Unmasked Estep Score: -922515.062500 Penalty: 2979.449707 Iteration 6F: 3 clusters Score -922515.1 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 7743 members Entering Unmasked Estep Score: -922975.750000 Penalty: 2979.449707 Iteration 7F: 3 clusters Score -922975.8 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 8243 members Entering Unmasked Estep Score: -923433.812500 Penalty: 2979.449707 Iteration 8F: 3 clusters Score -923433.8 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 8635 members Entering Unmasked Estep Score: -923822.562500 Penalty: 2979.449707 Iteration 9Q: 3 clusters Score -923822.6 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 8906 members Entering Unmasked Estep Score: -924074.187500 Penalty: 2979.449707 Iteration 10Q: 3 clusters Score -924074.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 9053 members Entering Unmasked Estep Score: -924217.375000 Penalty: 2979.449707 Iteration 11Q: 3 clusters Score -924217.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 9134 members Entering Unmasked Estep Score: -924308.250000 Penalty: 2979.449707 Iteration 12Q: 3 clusters Score -924308.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 9183 members Entering Unmasked Estep Score: -924373.812500 Penalty: 2979.449707 Iteration 13Q: 3 clusters Score -924373.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 9214 members Entering Unmasked Estep Score: -924403.187500 Penalty: 2979.449707 Iteration 14Q: 3 clusters Score -924403.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 9228 members Entering Unmasked Estep Score: -924423.250000 Penalty: 2979.449707 Iteration 15Q: 3 clusters Score -924423.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 9240 members Entering Unmasked Estep Score: -924445.250000 Penalty: 2979.449707 Iteration 16Q: 3 clusters Score -924445.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 9254 members Entering Unmasked Estep Score: -924458.375000 Penalty: 2979.449707 Iteration 17Q: 3 clusters Score -924458.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 9258 members Entering Unmasked Estep Score: -924465.375000 Penalty: 2979.449707 Iteration 18Q: 3 clusters Score -924465.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 9264 members Entering Unmasked Estep Score: -924469.500000 Penalty: 2979.449707 Iteration 19Q: 3 clusters Score -924469.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 9269 members Entering Unmasked Estep Score: -924474.687500 Penalty: 2979.449707 Iteration 20F: 3 clusters Score -924474.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 9275 members Entering Unmasked Estep Score: -924480.562500 Penalty: 2979.449707 Iteration 21Q: 3 clusters Score -924480.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 9278 members Entering Unmasked Estep Score: -924484.750000 Penalty: 2979.449707 Iteration 22Q: 3 clusters Score -924484.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 9278 members Entering Unmasked Estep Score: -924484.750000 Penalty: 2979.449707 Iteration 23F: 3 clusters Score -924484.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3293 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Entering Unmasked Estep Score: -315357.468750 Penalty: 1316.177490 Iteration 0F: 2 clusters Score -315357.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -312478.968750 Penalty: 2632.354980 Iteration 0F: 3 clusters Score -312479 nChanged 1256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -313210.968750 Penalty: 2632.354980 Iteration 1F: 3 clusters Score -313211 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -313389.250000 Penalty: 2632.354980 Iteration 2F: 3 clusters Score -313389.2 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -313497.906250 Penalty: 2632.354980 Iteration 3F: 3 clusters Score -313497.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -313596.781250 Penalty: 2632.354980 Iteration 4Q: 3 clusters Score -313596.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -313671.062500 Penalty: 2632.354980 Iteration 5Q: 3 clusters Score -313671.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -313759.312500 Penalty: 2632.354980 Iteration 6Q: 3 clusters Score -313759.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -313839.718750 Penalty: 2632.354980 Iteration 7Q: 3 clusters Score -313839.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -313903.468750 Penalty: 2632.354980 Iteration 8Q: 3 clusters Score -313903.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -313964.562500 Penalty: 2632.354980 Iteration 9Q: 3 clusters Score -313964.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -314027.343750 Penalty: 2632.354980 Iteration 10Q: 3 clusters Score -314027.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -314071.187500 Penalty: 2632.354980 Iteration 11Q: 3 clusters Score -314071.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -314092.593750 Penalty: 2632.354980 Iteration 12Q: 3 clusters Score -314092.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -314109.843750 Penalty: 2632.354980 Iteration 13Q: 3 clusters Score -314109.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -314125.156250 Penalty: 2632.354980 Iteration 14Q: 3 clusters Score -314125.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -314141.093750 Penalty: 2632.354980 Iteration 15Q: 3 clusters Score -314141.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -314155.375000 Penalty: 2632.354980 Iteration 16Q: 3 clusters Score -314155.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -314164.718750 Penalty: 2632.354980 Iteration 17Q: 3 clusters Score -314164.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -314173.718750 Penalty: 2632.354980 Iteration 18Q: 3 clusters Score -314173.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -314180.750000 Penalty: 2632.354980 Iteration 19Q: 3 clusters Score -314180.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -314188.125000 Penalty: 2632.354980 Iteration 20F: 3 clusters Score -314188.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -314195.531250 Penalty: 2632.354980 Iteration 21Q: 3 clusters Score -314195.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -314198.656250 Penalty: 2632.354980 Iteration 22Q: 3 clusters Score -314198.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -314204.343750 Penalty: 2632.354980 Iteration 23Q: 3 clusters Score -314204.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -314209.625000 Penalty: 2632.354980 Iteration 24Q: 3 clusters Score -314209.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -314215.406250 Penalty: 2632.354980 Iteration 25Q: 3 clusters Score -314215.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -314221.031250 Penalty: 2632.354980 Iteration 26Q: 3 clusters Score -314221 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -314225.156250 Penalty: 2632.354980 Iteration 27Q: 3 clusters Score -314225.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -314230.718750 Penalty: 2632.354980 Iteration 28Q: 3 clusters Score -314230.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -314237.843750 Penalty: 2632.354980 Iteration 29Q: 3 clusters Score -314237.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -314249.281250 Penalty: 2632.354980 Iteration 30Q: 3 clusters Score -314249.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -314261.937500 Penalty: 2632.354980 Iteration 31Q: 3 clusters Score -314261.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -314269.187500 Penalty: 2632.354980 Iteration 32Q: 3 clusters Score -314269.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -314271.437500 Penalty: 2632.354980 Iteration 33Q: 3 clusters Score -314271.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -314275.562500 Penalty: 2632.354980 Iteration 34Q: 3 clusters Score -314275.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -314282.125000 Penalty: 2632.354980 Iteration 35Q: 3 clusters Score -314282.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -314286.062500 Penalty: 2632.354980 Iteration 36Q: 3 clusters Score -314286.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -314287.812500 Penalty: 2632.354980 Iteration 37Q: 3 clusters Score -314287.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -314289.968750 Penalty: 2632.354980 Iteration 38Q: 3 clusters Score -314290 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -314293.031250 Penalty: 2632.354980 Iteration 39Q: 3 clusters Score -314293 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -314295.593750 Penalty: 2632.354980 Iteration 40F: 3 clusters Score -314295.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -314296.406250 Penalty: 2632.354980 Iteration 41Q: 3 clusters Score -314296.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -314296.468750 Penalty: 2632.354980 Iteration 42Q: 3 clusters Score -314296.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -314296.468750 Penalty: 2632.354980 Iteration 43F: 3 clusters Score -314296.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (12667 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12667 members Entering Unmasked Estep Score: -1221188.500000 Penalty: 1535.097778 Iteration 0F: 2 clusters Score -1221188 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6320 members Mstep: Class 2 contains 6347 members Entering Unmasked Estep Score: -1212408.500000 Penalty: 3070.195557 Iteration 0F: 3 clusters Score -1212408 nChanged 5442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6214 members Mstep: Class 2 contains 6453 members Entering Unmasked Estep Score: -1215311.750000 Penalty: 3070.195557 Iteration 1F: 3 clusters Score -1215312 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 6546 members Entering Unmasked Estep Score: -1215615.125000 Penalty: 3070.195557 Iteration 2F: 3 clusters Score -1215615 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5997 members Mstep: Class 2 contains 6670 members Entering Unmasked Estep Score: -1215910.250000 Penalty: 3070.195557 Iteration 3F: 3 clusters Score -1215910 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 6811 members Entering Unmasked Estep Score: -1216196.500000 Penalty: 3070.195557 Iteration 4Q: 3 clusters Score -1216196 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5697 members Mstep: Class 2 contains 6970 members Entering Unmasked Estep Score: -1216535.500000 Penalty: 3070.195557 Iteration 5Q: 3 clusters Score -1216536 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 7149 members Entering Unmasked Estep Score: -1216869.125000 Penalty: 3070.195557 Iteration 6Q: 3 clusters Score -1216869 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5300 members Mstep: Class 2 contains 7367 members Entering Unmasked Estep Score: -1217169.875000 Penalty: 3070.195557 Iteration 7Q: 3 clusters Score -1217170 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5121 members Mstep: Class 2 contains 7546 members Entering Unmasked Estep Score: -1217441.250000 Penalty: 3070.195557 Iteration 8Q: 3 clusters Score -1217441 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 7697 members Entering Unmasked Estep Score: -1217701.250000 Penalty: 3070.195557 Iteration 9Q: 3 clusters Score -1217701 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 7830 members Entering Unmasked Estep Score: -1217939.125000 Penalty: 3070.195557 Iteration 10Q: 3 clusters Score -1217939 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 7971 members Entering Unmasked Estep Score: -1218151.750000 Penalty: 3070.195557 Iteration 11Q: 3 clusters Score -1218152 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 8110 members Entering Unmasked Estep Score: -1218326.625000 Penalty: 3070.195557 Iteration 12Q: 3 clusters Score -1218327 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4438 members Mstep: Class 2 contains 8229 members Entering Unmasked Estep Score: -1218458.125000 Penalty: 3070.195557 Iteration 13Q: 3 clusters Score -1218458 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 8323 members Entering Unmasked Estep Score: -1218524.750000 Penalty: 3070.195557 Iteration 14Q: 3 clusters Score -1218525 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 8404 members Entering Unmasked Estep Score: -1218563.875000 Penalty: 3070.195557 Iteration 15Q: 3 clusters Score -1218564 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 8469 members Entering Unmasked Estep Score: -1218598.500000 Penalty: 3070.195557 Iteration 16Q: 3 clusters Score -1218598 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 8528 members Entering Unmasked Estep Score: -1218628.625000 Penalty: 3070.195557 Iteration 17Q: 3 clusters Score -1218629 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 8592 members Entering Unmasked Estep Score: -1218655.625000 Penalty: 3070.195557 Iteration 18Q: 3 clusters Score -1218656 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 8659 members Entering Unmasked Estep Score: -1218674.000000 Penalty: 3070.195557 Iteration 19Q: 3 clusters Score -1218674 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 8725 members Entering Unmasked Estep Score: -1218689.750000 Penalty: 3070.195557 Iteration 20F: 3 clusters Score -1218690 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 8796 members Entering Unmasked Estep Score: -1218708.750000 Penalty: 3070.195557 Iteration 21Q: 3 clusters Score -1218709 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 8861 members Entering Unmasked Estep Score: -1218724.125000 Penalty: 3070.195557 Iteration 22Q: 3 clusters Score -1218724 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 8933 members Entering Unmasked Estep Score: -1218746.000000 Penalty: 3070.195557 Iteration 23Q: 3 clusters Score -1218746 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 9010 members Entering Unmasked Estep Score: -1218770.000000 Penalty: 3070.195557 Iteration 24Q: 3 clusters Score -1218770 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 9083 members Entering Unmasked Estep Score: -1218789.125000 Penalty: 3070.195557 Iteration 25Q: 3 clusters Score -1218789 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 9152 members Entering Unmasked Estep Score: -1218802.000000 Penalty: 3070.195557 Iteration 26Q: 3 clusters Score -1218802 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 9219 members Entering Unmasked Estep Score: -1218820.750000 Penalty: 3070.195557 Iteration 27Q: 3 clusters Score -1218821 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 9294 members Entering Unmasked Estep Score: -1218840.750000 Penalty: 3070.195557 Iteration 28Q: 3 clusters Score -1218841 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 9365 members Entering Unmasked Estep Score: -1218859.625000 Penalty: 3070.195557 Iteration 29Q: 3 clusters Score -1218860 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 9434 members Entering Unmasked Estep Score: -1218882.375000 Penalty: 3070.195557 Iteration 30Q: 3 clusters Score -1218882 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 9508 members Entering Unmasked Estep Score: -1218898.750000 Penalty: 3070.195557 Iteration 31Q: 3 clusters Score -1218899 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 9581 members Entering Unmasked Estep Score: -1218914.125000 Penalty: 3070.195557 Iteration 32Q: 3 clusters Score -1218914 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 9648 members Entering Unmasked Estep Score: -1218929.875000 Penalty: 3070.195557 Iteration 33Q: 3 clusters Score -1218930 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 9704 members Entering Unmasked Estep Score: -1218942.750000 Penalty: 3070.195557 Iteration 34Q: 3 clusters Score -1218943 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 9785 members Entering Unmasked Estep Score: -1218963.875000 Penalty: 3070.195557 Iteration 35Q: 3 clusters Score -1218964 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 9869 members Entering Unmasked Estep Score: -1218986.625000 Penalty: 3070.195557 Iteration 36Q: 3 clusters Score -1218987 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 9966 members Entering Unmasked Estep Score: -1219016.500000 Penalty: 3070.195557 Iteration 37Q: 3 clusters Score -1219016 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 10048 members Entering Unmasked Estep Score: -1219032.875000 Penalty: 3070.195557 Iteration 38Q: 3 clusters Score -1219033 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 10120 members Entering Unmasked Estep Score: -1219046.375000 Penalty: 3070.195557 Iteration 39Q: 3 clusters Score -1219046 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 10203 members Entering Unmasked Estep Score: -1219071.000000 Penalty: 3070.195557 Iteration 40F: 3 clusters Score -1219071 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 10301 members Entering Unmasked Estep Score: -1219100.750000 Penalty: 3070.195557 Iteration 41Q: 3 clusters Score -1219101 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 10404 members Entering Unmasked Estep Score: -1219137.250000 Penalty: 3070.195557 Iteration 42Q: 3 clusters Score -1219137 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 10496 members Entering Unmasked Estep Score: -1219164.750000 Penalty: 3070.195557 Iteration 43Q: 3 clusters Score -1219165 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 10586 members Entering Unmasked Estep Score: -1219197.125000 Penalty: 3070.195557 Iteration 44Q: 3 clusters Score -1219197 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 10686 members Entering Unmasked Estep Score: -1219233.125000 Penalty: 3070.195557 Iteration 45Q: 3 clusters Score -1219233 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 10791 members Entering Unmasked Estep Score: -1219269.625000 Penalty: 3070.195557 Iteration 46Q: 3 clusters Score -1219270 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 10883 members Entering Unmasked Estep Score: -1219305.000000 Penalty: 3070.195557 Iteration 47Q: 3 clusters Score -1219305 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 10967 members Entering Unmasked Estep Score: -1219328.250000 Penalty: 3070.195557 Iteration 48Q: 3 clusters Score -1219328 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 11054 members Entering Unmasked Estep Score: -1219351.750000 Penalty: 3070.195557 Iteration 49Q: 3 clusters Score -1219352 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 11123 members Entering Unmasked Estep Score: -1219377.375000 Penalty: 3070.195557 Iteration 50Q: 3 clusters Score -1219377 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 11197 members Entering Unmasked Estep Score: -1219410.250000 Penalty: 3070.195557 Iteration 51Q: 3 clusters Score -1219410 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 11259 members Entering Unmasked Estep Score: -1219426.375000 Penalty: 3070.195557 Iteration 52Q: 3 clusters Score -1219426 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 11323 members Entering Unmasked Estep Score: -1219450.875000 Penalty: 3070.195557 Iteration 53Q: 3 clusters Score -1219451 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 11375 members Entering Unmasked Estep Score: -1219475.250000 Penalty: 3070.195557 Iteration 54Q: 3 clusters Score -1219475 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 11441 members Entering Unmasked Estep Score: -1219498.000000 Penalty: 3070.195557 Iteration 55Q: 3 clusters Score -1219498 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 11508 members Entering Unmasked Estep Score: -1219528.875000 Penalty: 3070.195557 Iteration 56Q: 3 clusters Score -1219529 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 11568 members Entering Unmasked Estep Score: -1219548.750000 Penalty: 3070.195557 Iteration 57Q: 3 clusters Score -1219549 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 11634 members Entering Unmasked Estep Score: -1219579.000000 Penalty: 3070.195557 Iteration 58Q: 3 clusters Score -1219579 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 11691 members Entering Unmasked Estep Score: -1219600.750000 Penalty: 3070.195557 Iteration 59Q: 3 clusters Score -1219601 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 11739 members Entering Unmasked Estep Score: -1219620.375000 Penalty: 3070.195557 Iteration 60F: 3 clusters Score -1219620 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 11778 members Entering Unmasked Estep Score: -1219634.625000 Penalty: 3070.195557 Iteration 61Q: 3 clusters Score -1219635 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 11814 members Entering Unmasked Estep Score: -1219652.250000 Penalty: 3070.195557 Iteration 62Q: 3 clusters Score -1219652 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 11850 members Entering Unmasked Estep Score: -1219673.875000 Penalty: 3070.195557 Iteration 63Q: 3 clusters Score -1219674 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 11885 members Entering Unmasked Estep Score: -1219693.375000 Penalty: 3070.195557 Iteration 64Q: 3 clusters Score -1219693 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 11914 members Entering Unmasked Estep Score: -1219705.375000 Penalty: 3070.195557 Iteration 65Q: 3 clusters Score -1219705 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 11940 members Entering Unmasked Estep Score: -1219713.500000 Penalty: 3070.195557 Iteration 66Q: 3 clusters Score -1219714 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 11959 members Entering Unmasked Estep Score: -1219721.375000 Penalty: 3070.195557 Iteration 67Q: 3 clusters Score -1219721 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 11975 members Entering Unmasked Estep Score: -1219728.000000 Penalty: 3070.195557 Iteration 68Q: 3 clusters Score -1219728 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 11993 members Entering Unmasked Estep Score: -1219735.500000 Penalty: 3070.195557 Iteration 69Q: 3 clusters Score -1219736 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 12004 members Entering Unmasked Estep Score: -1219740.375000 Penalty: 3070.195557 Iteration 70Q: 3 clusters Score -1219740 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 12014 members Entering Unmasked Estep Score: -1219742.875000 Penalty: 3070.195557 Iteration 71Q: 3 clusters Score -1219743 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 12021 members Entering Unmasked Estep Score: -1219744.875000 Penalty: 3070.195557 Iteration 72Q: 3 clusters Score -1219745 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 12029 members Entering Unmasked Estep Score: -1219746.125000 Penalty: 3070.195557 Iteration 73Q: 3 clusters Score -1219746 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 12034 members Entering Unmasked Estep Score: -1219748.375000 Penalty: 3070.195557 Iteration 74Q: 3 clusters Score -1219748 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 12040 members Entering Unmasked Estep Score: -1219749.250000 Penalty: 3070.195557 Iteration 75Q: 3 clusters Score -1219749 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 12045 members Entering Unmasked Estep Score: -1219751.375000 Penalty: 3070.195557 Iteration 76Q: 3 clusters Score -1219751 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 12052 members Entering Unmasked Estep Score: -1219754.500000 Penalty: 3070.195557 Iteration 77Q: 3 clusters Score -1219754 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 12057 members Entering Unmasked Estep Score: -1219758.625000 Penalty: 3070.195557 Iteration 78Q: 3 clusters Score -1219759 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 12061 members Entering Unmasked Estep Score: -1219758.750000 Penalty: 3070.195557 Iteration 79Q: 3 clusters Score -1219759 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 12068 members Entering Unmasked Estep Score: -1219762.000000 Penalty: 3070.195557 Iteration 80F: 3 clusters Score -1219762 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 12072 members Entering Unmasked Estep Score: -1219765.000000 Penalty: 3070.195557 Iteration 81Q: 3 clusters Score -1219765 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 12075 members Entering Unmasked Estep Score: -1219766.125000 Penalty: 3070.195557 Iteration 82Q: 3 clusters Score -1219766 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 12077 members Entering Unmasked Estep Score: -1219764.875000 Penalty: 3070.195557 Iteration 83Q: 3 clusters Score -1219765 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 12080 members Entering Unmasked Estep Score: -1219767.125000 Penalty: 3070.195557 Iteration 84Q: 3 clusters Score -1219767 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 12085 members Entering Unmasked Estep Score: -1219769.250000 Penalty: 3070.195557 Iteration 85Q: 3 clusters Score -1219769 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 12089 members Entering Unmasked Estep Score: -1219774.375000 Penalty: 3070.195557 Iteration 86Q: 3 clusters Score -1219774 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 12089 members Entering Unmasked Estep Score: -1219773.000000 Penalty: 3070.195557 Iteration 87Q: 3 clusters Score -1219773 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 12094 members Entering Unmasked Estep Score: -1219776.125000 Penalty: 3070.195557 Iteration 88Q: 3 clusters Score -1219776 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 12099 members Entering Unmasked Estep Score: -1219779.750000 Penalty: 3070.195557 Iteration 89Q: 3 clusters Score -1219780 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 12109 members Entering Unmasked Estep Score: -1219782.125000 Penalty: 3070.195557 Iteration 90Q: 3 clusters Score -1219782 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 12119 members Entering Unmasked Estep Score: -1219789.750000 Penalty: 3070.195557 Iteration 91Q: 3 clusters Score -1219790 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 12129 members Entering Unmasked Estep Score: -1219798.125000 Penalty: 3070.195557 Iteration 92Q: 3 clusters Score -1219798 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 12140 members Entering Unmasked Estep Score: -1219806.125000 Penalty: 3070.195557 Iteration 93Q: 3 clusters Score -1219806 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 12150 members Entering Unmasked Estep Score: -1219812.625000 Penalty: 3070.195557 Iteration 94Q: 3 clusters Score -1219813 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 12162 members Entering Unmasked Estep Score: -1219824.375000 Penalty: 3070.195557 Iteration 95Q: 3 clusters Score -1219824 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 12176 members Entering Unmasked Estep Score: -1219831.625000 Penalty: 3070.195557 Iteration 96Q: 3 clusters Score -1219832 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 12186 members Entering Unmasked Estep Score: -1219835.625000 Penalty: 3070.195557 Iteration 97Q: 3 clusters Score -1219836 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 12194 members Entering Unmasked Estep Score: -1219842.500000 Penalty: 3070.195557 Iteration 98Q: 3 clusters Score -1219842 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 12199 members Entering Unmasked Estep Score: -1219849.750000 Penalty: 3070.195557 Iteration 99Q: 3 clusters Score -1219850 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 12205 members Entering Unmasked Estep Score: -1219855.000000 Penalty: 3070.195557 Iteration 100F: 3 clusters Score -1219855 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 12209 members Entering Unmasked Estep Score: -1219857.750000 Penalty: 3070.195557 Iteration 101Q: 3 clusters Score -1219858 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 12215 members Entering Unmasked Estep Score: -1219860.500000 Penalty: 3070.195557 Iteration 102Q: 3 clusters Score -1219860 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 12217 members Entering Unmasked Estep Score: -1219861.875000 Penalty: 3070.195557 Iteration 103Q: 3 clusters Score -1219862 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 12219 members Entering Unmasked Estep Score: -1219862.125000 Penalty: 3070.195557 Iteration 104Q: 3 clusters Score -1219862 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 12221 members Entering Unmasked Estep Score: -1219864.000000 Penalty: 3070.195557 Iteration 105Q: 3 clusters Score -1219864 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 12221 members Entering Unmasked Estep Score: -1219864.000000 Penalty: 3070.195557 Iteration 106F: 3 clusters Score -1219864 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1032 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Entering Unmasked Estep Score: -99596.179688 Penalty: 1127.628784 Iteration 0F: 2 clusters Score -99596.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -98112.492188 Penalty: 2255.257568 Iteration 0F: 3 clusters Score -98112.49 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -98379.382812 Penalty: 2255.257568 Iteration 1F: 3 clusters Score -98379.38 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -98456.976562 Penalty: 2255.257568 Iteration 2F: 3 clusters Score -98456.98 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -98495.343750 Penalty: 2255.257568 Iteration 3Q: 3 clusters Score -98495.34 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -98514.710938 Penalty: 2255.257568 Iteration 4Q: 3 clusters Score -98514.71 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -98527.648438 Penalty: 2255.257568 Iteration 5Q: 3 clusters Score -98527.65 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -98533.718750 Penalty: 2255.257568 Iteration 6Q: 3 clusters Score -98533.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -98536.875000 Penalty: 2255.257568 Iteration 7Q: 3 clusters Score -98536.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -98538.171875 Penalty: 2255.257568 Iteration 8Q: 3 clusters Score -98538.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -98541.476562 Penalty: 2255.257568 Iteration 9Q: 3 clusters Score -98541.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -98543.695312 Penalty: 2255.257568 Iteration 10Q: 3 clusters Score -98543.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -98545.398438 Penalty: 2255.257568 Iteration 11Q: 3 clusters Score -98545.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -98547.796875 Penalty: 2255.257568 Iteration 12Q: 3 clusters Score -98547.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -98552.914062 Penalty: 2255.257568 Iteration 13Q: 3 clusters Score -98552.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -98554.171875 Penalty: 2255.257568 Iteration 14Q: 3 clusters Score -98554.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -98555.609375 Penalty: 2255.257568 Iteration 15Q: 3 clusters Score -98555.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -98555.609375 Penalty: 2255.257568 Iteration 16F: 3 clusters Score -98555.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (13158 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13158 members Entering Unmasked Estep Score: -1228143.750000 Penalty: 1541.277588 Iteration 0F: 2 clusters Score -1228144 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6672 members Mstep: Class 2 contains 6486 members Entering Unmasked Estep Score: -1219058.625000 Penalty: 3082.555176 Iteration 0F: 3 clusters Score -1219059 nChanged 5747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7059 members Mstep: Class 2 contains 6099 members Entering Unmasked Estep Score: -1222239.250000 Penalty: 3082.555176 Iteration 1F: 3 clusters Score -1222239 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7310 members Mstep: Class 2 contains 5848 members Entering Unmasked Estep Score: -1222636.625000 Penalty: 3082.555176 Iteration 2F: 3 clusters Score -1222637 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7576 members Mstep: Class 2 contains 5582 members Entering Unmasked Estep Score: -1223065.125000 Penalty: 3082.555176 Iteration 3F: 3 clusters Score -1223065 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7904 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -1223576.625000 Penalty: 3082.555176 Iteration 4F: 3 clusters Score -1223577 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8243 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -1224160.000000 Penalty: 3082.555176 Iteration 5F: 3 clusters Score -1224160 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8581 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -1224796.750000 Penalty: 3082.555176 Iteration 6F: 3 clusters Score -1224797 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8876 members Mstep: Class 2 contains 4282 members Entering Unmasked Estep Score: -1225316.625000 Penalty: 3082.555176 Iteration 7F: 3 clusters Score -1225317 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9063 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -1225664.250000 Penalty: 3082.555176 Iteration 8Q: 3 clusters Score -1225664 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9229 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -1225876.750000 Penalty: 3082.555176 Iteration 9Q: 3 clusters Score -1225877 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9372 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -1226002.500000 Penalty: 3082.555176 Iteration 10Q: 3 clusters Score -1226002 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9485 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -1226072.500000 Penalty: 3082.555176 Iteration 11Q: 3 clusters Score -1226072 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9579 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -1226115.875000 Penalty: 3082.555176 Iteration 12Q: 3 clusters Score -1226116 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9672 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -1226143.625000 Penalty: 3082.555176 Iteration 13Q: 3 clusters Score -1226144 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9757 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -1226173.250000 Penalty: 3082.555176 Iteration 14Q: 3 clusters Score -1226173 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9829 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -1226193.375000 Penalty: 3082.555176 Iteration 15Q: 3 clusters Score -1226193 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9895 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -1226209.125000 Penalty: 3082.555176 Iteration 16Q: 3 clusters Score -1226209 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9940 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -1226224.000000 Penalty: 3082.555176 Iteration 17Q: 3 clusters Score -1226224 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9991 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -1226235.625000 Penalty: 3082.555176 Iteration 18Q: 3 clusters Score -1226236 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10039 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -1226246.625000 Penalty: 3082.555176 Iteration 19Q: 3 clusters Score -1226247 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10079 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -1226258.375000 Penalty: 3082.555176 Iteration 20F: 3 clusters Score -1226258 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10106 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -1226267.250000 Penalty: 3082.555176 Iteration 21Q: 3 clusters Score -1226267 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10136 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -1226272.125000 Penalty: 3082.555176 Iteration 22Q: 3 clusters Score -1226272 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10168 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -1226276.500000 Penalty: 3082.555176 Iteration 23Q: 3 clusters Score -1226276 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10199 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -1226280.625000 Penalty: 3082.555176 Iteration 24Q: 3 clusters Score -1226281 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10231 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -1226286.250000 Penalty: 3082.555176 Iteration 25Q: 3 clusters Score -1226286 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10267 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -1226296.625000 Penalty: 3082.555176 Iteration 26Q: 3 clusters Score -1226297 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10308 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -1226302.875000 Penalty: 3082.555176 Iteration 27Q: 3 clusters Score -1226303 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10348 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -1226311.125000 Penalty: 3082.555176 Iteration 28Q: 3 clusters Score -1226311 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10381 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -1226317.875000 Penalty: 3082.555176 Iteration 29Q: 3 clusters Score -1226318 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10420 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -1226327.250000 Penalty: 3082.555176 Iteration 30Q: 3 clusters Score -1226327 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10465 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -1226329.375000 Penalty: 3082.555176 Iteration 31Q: 3 clusters Score -1226329 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10503 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -1226340.375000 Penalty: 3082.555176 Iteration 32Q: 3 clusters Score -1226340 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10540 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -1226348.625000 Penalty: 3082.555176 Iteration 33Q: 3 clusters Score -1226349 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10574 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -1226350.875000 Penalty: 3082.555176 Iteration 34Q: 3 clusters Score -1226351 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10598 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -1226354.875000 Penalty: 3082.555176 Iteration 35Q: 3 clusters Score -1226355 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10625 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -1226358.250000 Penalty: 3082.555176 Iteration 36Q: 3 clusters Score -1226358 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10645 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -1226365.375000 Penalty: 3082.555176 Iteration 37Q: 3 clusters Score -1226365 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10673 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -1226374.500000 Penalty: 3082.555176 Iteration 38Q: 3 clusters Score -1226374 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10698 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -1226376.500000 Penalty: 3082.555176 Iteration 39Q: 3 clusters Score -1226376 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10720 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -1226378.375000 Penalty: 3082.555176 Iteration 40F: 3 clusters Score -1226378 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10740 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -1226381.375000 Penalty: 3082.555176 Iteration 41Q: 3 clusters Score -1226381 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10761 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -1226383.875000 Penalty: 3082.555176 Iteration 42Q: 3 clusters Score -1226384 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10780 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -1226386.750000 Penalty: 3082.555176 Iteration 43Q: 3 clusters Score -1226387 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10805 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -1226391.000000 Penalty: 3082.555176 Iteration 44Q: 3 clusters Score -1226391 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10832 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -1226400.000000 Penalty: 3082.555176 Iteration 45Q: 3 clusters Score -1226400 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10864 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -1226405.875000 Penalty: 3082.555176 Iteration 46Q: 3 clusters Score -1226406 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10892 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -1226409.625000 Penalty: 3082.555176 Iteration 47Q: 3 clusters Score -1226410 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10917 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -1226416.750000 Penalty: 3082.555176 Iteration 48Q: 3 clusters Score -1226417 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10940 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -1226418.000000 Penalty: 3082.555176 Iteration 49Q: 3 clusters Score -1226418 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10955 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -1226425.125000 Penalty: 3082.555176 Iteration 50Q: 3 clusters Score -1226425 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10973 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -1226426.875000 Penalty: 3082.555176 Iteration 51Q: 3 clusters Score -1226427 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10993 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -1226429.250000 Penalty: 3082.555176 Iteration 52Q: 3 clusters Score -1226429 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11007 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -1226434.250000 Penalty: 3082.555176 Iteration 53Q: 3 clusters Score -1226434 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11023 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -1226435.875000 Penalty: 3082.555176 Iteration 54Q: 3 clusters Score -1226436 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11043 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -1226442.875000 Penalty: 3082.555176 Iteration 55Q: 3 clusters Score -1226443 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11060 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -1226446.000000 Penalty: 3082.555176 Iteration 56Q: 3 clusters Score -1226446 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -1226447.375000 Penalty: 3082.555176 Iteration 57Q: 3 clusters Score -1226447 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11086 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -1226447.875000 Penalty: 3082.555176 Iteration 58Q: 3 clusters Score -1226448 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11091 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -1226448.125000 Penalty: 3082.555176 Iteration 59Q: 3 clusters Score -1226448 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11097 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -1226448.000000 Penalty: 3082.555176 Iteration 60F: 3 clusters Score -1226448 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11102 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -1226450.625000 Penalty: 3082.555176 Iteration 61Q: 3 clusters Score -1226451 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11110 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -1226451.500000 Penalty: 3082.555176 Iteration 62Q: 3 clusters Score -1226452 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11119 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -1226451.500000 Penalty: 3082.555176 Iteration 63Q: 3 clusters Score -1226452 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11130 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -1226454.750000 Penalty: 3082.555176 Iteration 64Q: 3 clusters Score -1226455 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11141 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -1226455.875000 Penalty: 3082.555176 Iteration 65Q: 3 clusters Score -1226456 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11153 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -1226460.000000 Penalty: 3082.555176 Iteration 66Q: 3 clusters Score -1226460 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11166 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -1226463.000000 Penalty: 3082.555176 Iteration 67Q: 3 clusters Score -1226463 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11174 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -1226464.625000 Penalty: 3082.555176 Iteration 68Q: 3 clusters Score -1226465 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11184 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -1226467.125000 Penalty: 3082.555176 Iteration 69Q: 3 clusters Score -1226467 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11195 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -1226466.625000 Penalty: 3082.555176 Iteration 70Q: 3 clusters Score -1226467 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11205 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -1226466.500000 Penalty: 3082.555176 Iteration 71Q: 3 clusters Score -1226466 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11215 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -1226467.875000 Penalty: 3082.555176 Iteration 72Q: 3 clusters Score -1226468 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11222 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -1226468.875000 Penalty: 3082.555176 Iteration 73Q: 3 clusters Score -1226469 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11231 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -1226470.750000 Penalty: 3082.555176 Iteration 74Q: 3 clusters Score -1226471 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11236 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -1226472.750000 Penalty: 3082.555176 Iteration 75Q: 3 clusters Score -1226473 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11242 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -1226472.125000 Penalty: 3082.555176 Iteration 76Q: 3 clusters Score -1226472 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11249 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -1226475.875000 Penalty: 3082.555176 Iteration 77Q: 3 clusters Score -1226476 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11261 members Mstep: Class 2 contains 1897 members Entering Unmasked 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Entering Unmasked Estep Score: -1226484.500000 Penalty: 3082.555176 Iteration 82Q: 3 clusters Score -1226484 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11305 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -1226483.625000 Penalty: 3082.555176 Iteration 83Q: 3 clusters Score -1226484 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11315 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -1226486.375000 Penalty: 3082.555176 Iteration 84Q: 3 clusters Score -1226486 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11324 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -1226487.750000 Penalty: 3082.555176 Iteration 85Q: 3 clusters Score -1226488 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11332 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -1226488.875000 Penalty: 3082.555176 Iteration 86Q: 3 clusters Score -1226489 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11342 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -1226489.500000 Penalty: 3082.555176 Iteration 87Q: 3 clusters Score -1226490 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11360 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -1226496.125000 Penalty: 3082.555176 Iteration 88Q: 3 clusters Score -1226496 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11378 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -1226495.625000 Penalty: 3082.555176 Iteration 89Q: 3 clusters Score -1226496 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11393 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -1226499.250000 Penalty: 3082.555176 Iteration 90Q: 3 clusters Score -1226499 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11405 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -1226500.375000 Penalty: 3082.555176 Iteration 91Q: 3 clusters Score -1226500 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11419 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -1226504.625000 Penalty: 3082.555176 Iteration 92Q: 3 clusters Score -1226505 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11430 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -1226505.625000 Penalty: 3082.555176 Iteration 93Q: 3 clusters Score -1226506 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11445 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -1226513.875000 Penalty: 3082.555176 Iteration 94Q: 3 clusters Score -1226514 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11462 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -1226518.000000 Penalty: 3082.555176 Iteration 95Q: 3 clusters Score -1226518 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11479 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -1226522.250000 Penalty: 3082.555176 Iteration 96Q: 3 clusters Score -1226522 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11490 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -1226523.625000 Penalty: 3082.555176 Iteration 97Q: 3 clusters Score -1226524 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11506 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -1226524.500000 Penalty: 3082.555176 Iteration 98Q: 3 clusters Score -1226524 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11522 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -1226529.625000 Penalty: 3082.555176 Iteration 99Q: 3 clusters Score -1226530 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11530 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -1226531.375000 Penalty: 3082.555176 Iteration 100F: 3 clusters Score -1226531 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11536 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -1226530.000000 Penalty: 3082.555176 Iteration 101Q: 3 clusters Score -1226530 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11539 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -1226532.000000 Penalty: 3082.555176 Iteration 102Q: 3 clusters Score -1226532 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11541 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -1226533.375000 Penalty: 3082.555176 Iteration 103Q: 3 clusters Score -1226533 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11546 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -1226531.500000 Penalty: 3082.555176 Iteration 104Q: 3 clusters Score -1226532 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11555 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -1226532.000000 Penalty: 3082.555176 Iteration 105Q: 3 clusters Score -1226532 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11564 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -1226539.125000 Penalty: 3082.555176 Iteration 106Q: 3 clusters Score -1226539 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11571 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -1226540.500000 Penalty: 3082.555176 Iteration 107Q: 3 clusters Score -1226540 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11581 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -1226540.375000 Penalty: 3082.555176 Iteration 108Q: 3 clusters Score -1226540 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11588 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -1226542.125000 Penalty: 3082.555176 Iteration 109Q: 3 clusters Score -1226542 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11593 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -1226541.500000 Penalty: 3082.555176 Iteration 110Q: 3 clusters Score -1226542 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11600 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -1226543.750000 Penalty: 3082.555176 Iteration 111Q: 3 clusters Score -1226544 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11609 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -1226545.250000 Penalty: 3082.555176 Iteration 112Q: 3 clusters Score -1226545 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11620 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -1226548.375000 Penalty: 3082.555176 Iteration 113Q: 3 clusters Score -1226548 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11631 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -1226548.875000 Penalty: 3082.555176 Iteration 114Q: 3 clusters Score -1226549 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11640 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -1226553.000000 Penalty: 3082.555176 Iteration 115Q: 3 clusters Score -1226553 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11649 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -1226555.625000 Penalty: 3082.555176 Iteration 116Q: 3 clusters Score -1226556 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11656 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -1226555.500000 Penalty: 3082.555176 Iteration 117Q: 3 clusters Score -1226556 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11660 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -1226556.625000 Penalty: 3082.555176 Iteration 118Q: 3 clusters Score -1226557 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11664 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -1226560.125000 Penalty: 3082.555176 Iteration 119Q: 3 clusters Score -1226560 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11672 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -1226560.375000 Penalty: 3082.555176 Iteration 120F: 3 clusters Score -1226560 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11678 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -1226563.250000 Penalty: 3082.555176 Iteration 121Q: 3 clusters Score -1226563 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11682 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -1226564.125000 Penalty: 3082.555176 Iteration 122Q: 3 clusters Score -1226564 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11686 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -1226562.000000 Penalty: 3082.555176 Iteration 123Q: 3 clusters Score -1226562 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11694 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -1226564.375000 Penalty: 3082.555176 Iteration 124Q: 3 clusters Score -1226564 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11699 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -1226563.625000 Penalty: 3082.555176 Iteration 125Q: 3 clusters Score -1226564 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11707 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -1226567.375000 Penalty: 3082.555176 Iteration 126Q: 3 clusters Score -1226567 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11714 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -1226566.375000 Penalty: 3082.555176 Iteration 127Q: 3 clusters Score -1226566 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11721 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -1226568.250000 Penalty: 3082.555176 Iteration 128Q: 3 clusters Score -1226568 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11727 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -1226569.625000 Penalty: 3082.555176 Iteration 129Q: 3 clusters Score -1226570 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11736 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -1226574.250000 Penalty: 3082.555176 Iteration 130Q: 3 clusters Score -1226574 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11746 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -1226576.000000 Penalty: 3082.555176 Iteration 131Q: 3 clusters Score -1226576 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11760 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -1226579.625000 Penalty: 3082.555176 Iteration 132Q: 3 clusters Score -1226580 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11773 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -1226578.750000 Penalty: 3082.555176 Iteration 133Q: 3 clusters Score -1226579 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11778 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -1226578.125000 Penalty: 3082.555176 Iteration 134Q: 3 clusters Score -1226578 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11782 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -1226580.375000 Penalty: 3082.555176 Iteration 135Q: 3 clusters Score -1226580 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11786 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -1226583.250000 Penalty: 3082.555176 Iteration 136Q: 3 clusters Score -1226583 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11793 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -1226584.750000 Penalty: 3082.555176 Iteration 137Q: 3 clusters Score -1226585 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11803 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -1226590.375000 Penalty: 3082.555176 Iteration 138Q: 3 clusters Score -1226590 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11810 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -1226594.500000 Penalty: 3082.555176 Iteration 139Q: 3 clusters Score -1226594 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11820 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -1226594.875000 Penalty: 3082.555176 Iteration 140F: 3 clusters Score -1226595 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11832 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -1226600.875000 Penalty: 3082.555176 Iteration 141Q: 3 clusters Score -1226601 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11843 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -1226604.250000 Penalty: 3082.555176 Iteration 142Q: 3 clusters Score -1226604 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11857 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -1226604.000000 Penalty: 3082.555176 Iteration 143Q: 3 clusters Score -1226604 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11869 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -1226609.250000 Penalty: 3082.555176 Iteration 144Q: 3 clusters Score -1226609 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11885 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -1226613.750000 Penalty: 3082.555176 Iteration 145Q: 3 clusters Score -1226614 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11900 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -1226616.625000 Penalty: 3082.555176 Iteration 146Q: 3 clusters Score -1226617 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11908 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -1226621.625000 Penalty: 3082.555176 Iteration 147Q: 3 clusters Score -1226622 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11915 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -1226624.875000 Penalty: 3082.555176 Iteration 148Q: 3 clusters Score -1226625 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11919 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -1226624.250000 Penalty: 3082.555176 Iteration 149Q: 3 clusters Score -1226624 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11922 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -1226624.500000 Penalty: 3082.555176 Iteration 150Q: 3 clusters Score -1226624 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11927 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -1226623.875000 Penalty: 3082.555176 Iteration 151Q: 3 clusters Score -1226624 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11934 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -1226627.250000 Penalty: 3082.555176 Iteration 152Q: 3 clusters Score -1226627 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11937 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -1226627.250000 Penalty: 3082.555176 Iteration 153Q: 3 clusters Score -1226627 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11939 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -1226628.375000 Penalty: 3082.555176 Iteration 154Q: 3 clusters Score -1226628 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11943 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -1226628.250000 Penalty: 3082.555176 Iteration 155Q: 3 clusters Score -1226628 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11948 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -1226631.250000 Penalty: 3082.555176 Iteration 156Q: 3 clusters Score -1226631 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11953 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -1226635.250000 Penalty: 3082.555176 Iteration 157Q: 3 clusters Score -1226635 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11962 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -1226634.875000 Penalty: 3082.555176 Iteration 158Q: 3 clusters Score -1226635 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11972 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -1226634.125000 Penalty: 3082.555176 Iteration 159Q: 3 clusters Score -1226634 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11976 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -1226638.500000 Penalty: 3082.555176 Iteration 160F: 3 clusters Score -1226638 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11988 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -1226641.375000 Penalty: 3082.555176 Iteration 161Q: 3 clusters Score -1226641 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12001 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -1226642.375000 Penalty: 3082.555176 Iteration 162Q: 3 clusters Score -1226642 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12010 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -1226646.375000 Penalty: 3082.555176 Iteration 163Q: 3 clusters Score -1226646 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12020 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -1226645.125000 Penalty: 3082.555176 Iteration 164Q: 3 clusters Score -1226645 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12028 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -1226646.750000 Penalty: 3082.555176 Iteration 165Q: 3 clusters Score -1226647 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12035 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -1226647.750000 Penalty: 3082.555176 Iteration 166Q: 3 clusters Score -1226648 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12040 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -1226651.375000 Penalty: 3082.555176 Iteration 167Q: 3 clusters Score -1226651 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12045 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -1226651.375000 Penalty: 3082.555176 Iteration 168Q: 3 clusters Score -1226651 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12051 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -1226652.375000 Penalty: 3082.555176 Iteration 169Q: 3 clusters Score -1226652 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12054 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -1226654.375000 Penalty: 3082.555176 Iteration 170Q: 3 clusters Score -1226654 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12057 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -1226656.625000 Penalty: 3082.555176 Iteration 171Q: 3 clusters Score -1226657 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12059 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -1226654.000000 Penalty: 3082.555176 Iteration 172Q: 3 clusters Score -1226654 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12063 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -1226655.250000 Penalty: 3082.555176 Iteration 173Q: 3 clusters Score -1226655 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12068 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -1226657.750000 Penalty: 3082.555176 Iteration 174Q: 3 clusters Score -1226658 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12071 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -1226656.375000 Penalty: 3082.555176 Iteration 175Q: 3 clusters Score -1226656 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12075 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -1226657.625000 Penalty: 3082.555176 Iteration 176Q: 3 clusters Score -1226658 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12078 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -1226656.375000 Penalty: 3082.555176 Iteration 177Q: 3 clusters Score -1226656 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12081 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -1226658.125000 Penalty: 3082.555176 Iteration 178Q: 3 clusters Score -1226658 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12084 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -1226657.625000 Penalty: 3082.555176 Iteration 179Q: 3 clusters Score -1226658 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12085 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -1226659.875000 Penalty: 3082.555176 Iteration 180F: 3 clusters Score -1226660 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12085 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -1226661.250000 Penalty: 3082.555176 Iteration 181Q: 3 clusters Score -1226661 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12086 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -1226661.125000 Penalty: 3082.555176 Iteration 182Q: 3 clusters Score -1226661 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12086 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -1226661.125000 Penalty: 3082.555176 Iteration 183F: 3 clusters Score -1226661 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1762 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Entering Unmasked Estep Score: -169407.828125 Penalty: 1214.558350 Iteration 0F: 2 clusters Score -169407.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -167445.562500 Penalty: 2429.116699 Iteration 0F: 3 clusters Score -167445.6 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -167864.625000 Penalty: 2429.116699 Iteration 1F: 3 clusters Score -167864.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -167970.671875 Penalty: 2429.116699 Iteration 2F: 3 clusters Score -167970.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -168021.906250 Penalty: 2429.116699 Iteration 3Q: 3 clusters Score -168021.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -168066.171875 Penalty: 2429.116699 Iteration 4Q: 3 clusters Score -168066.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -168114.906250 Penalty: 2429.116699 Iteration 5Q: 3 clusters Score -168114.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -168157.937500 Penalty: 2429.116699 Iteration 6Q: 3 clusters Score -168157.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -168189.640625 Penalty: 2429.116699 Iteration 7Q: 3 clusters Score -168189.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -168217.046875 Penalty: 2429.116699 Iteration 8Q: 3 clusters Score -168217 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -168231.000000 Penalty: 2429.116699 Iteration 9Q: 3 clusters Score -168231 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -168248.703125 Penalty: 2429.116699 Iteration 10Q: 3 clusters Score -168248.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -168284.468750 Penalty: 2429.116699 Iteration 11Q: 3 clusters Score -168284.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -168310.593750 Penalty: 2429.116699 Iteration 12Q: 3 clusters Score -168310.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -168325.468750 Penalty: 2429.116699 Iteration 13Q: 3 clusters Score -168325.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -168344.031250 Penalty: 2429.116699 Iteration 14Q: 3 clusters Score -168344 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -168364.687500 Penalty: 2429.116699 Iteration 15Q: 3 clusters Score -168364.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -168380.796875 Penalty: 2429.116699 Iteration 16Q: 3 clusters Score -168380.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -168391.375000 Penalty: 2429.116699 Iteration 17Q: 3 clusters Score -168391.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -168402.046875 Penalty: 2429.116699 Iteration 18Q: 3 clusters Score -168402 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -168409.890625 Penalty: 2429.116699 Iteration 19Q: 3 clusters Score -168409.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -168417.500000 Penalty: 2429.116699 Iteration 20F: 3 clusters Score -168417.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -168425.625000 Penalty: 2429.116699 Iteration 21Q: 3 clusters Score -168425.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -168434.843750 Penalty: 2429.116699 Iteration 22Q: 3 clusters Score -168434.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -168443.437500 Penalty: 2429.116699 Iteration 23Q: 3 clusters Score -168443.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -168455.359375 Penalty: 2429.116699 Iteration 24Q: 3 clusters Score -168455.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -168468.140625 Penalty: 2429.116699 Iteration 25Q: 3 clusters Score -168468.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -168478.171875 Penalty: 2429.116699 Iteration 26Q: 3 clusters Score -168478.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -168486.671875 Penalty: 2429.116699 Iteration 27Q: 3 clusters Score -168486.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -168496.250000 Penalty: 2429.116699 Iteration 28Q: 3 clusters Score -168496.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -168503.046875 Penalty: 2429.116699 Iteration 29Q: 3 clusters Score -168503 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -168507.921875 Penalty: 2429.116699 Iteration 30Q: 3 clusters Score -168507.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -168514.515625 Penalty: 2429.116699 Iteration 31Q: 3 clusters Score -168514.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -168518.796875 Penalty: 2429.116699 Iteration 32Q: 3 clusters Score -168518.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -168521.843750 Penalty: 2429.116699 Iteration 33Q: 3 clusters Score -168521.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -168524.140625 Penalty: 2429.116699 Iteration 34Q: 3 clusters Score -168524.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -168531.656250 Penalty: 2429.116699 Iteration 35Q: 3 clusters Score -168531.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -168538.093750 Penalty: 2429.116699 Iteration 36Q: 3 clusters Score -168538.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -168540.265625 Penalty: 2429.116699 Iteration 37Q: 3 clusters Score -168540.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -168540.984375 Penalty: 2429.116699 Iteration 38Q: 3 clusters Score -168541 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -168541.000000 Penalty: 2429.116699 Iteration 39Q: 3 clusters Score -168541 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -168541.000000 Penalty: 2429.116699 Iteration 40F: 3 clusters Score -168541 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (8430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8430 members Entering Unmasked Estep Score: -807594.250000 Penalty: 1468.927124 Iteration 0F: 2 clusters Score -807594.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -801445.812500 Penalty: 2937.854248 Iteration 0F: 3 clusters Score -801445.8 nChanged 3583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 4291 members Entering Unmasked Estep Score: -803396.812500 Penalty: 2937.854248 Iteration 1F: 3 clusters Score -803396.8 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -803656.937500 Penalty: 2937.854248 Iteration 2F: 3 clusters Score -803656.9 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -803874.312500 Penalty: 2937.854248 Iteration 3F: 3 clusters Score -803874.3 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -804050.437500 Penalty: 2937.854248 Iteration 4Q: 3 clusters Score -804050.4 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -804202.187500 Penalty: 2937.854248 Iteration 5Q: 3 clusters Score -804202.2 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -804348.000000 Penalty: 2937.854248 Iteration 6Q: 3 clusters Score -804348 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -804504.062500 Penalty: 2937.854248 Iteration 7Q: 3 clusters Score -804504.1 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -804691.562500 Penalty: 2937.854248 Iteration 8Q: 3 clusters Score -804691.6 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -804898.812500 Penalty: 2937.854248 Iteration 9Q: 3 clusters Score -804898.8 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 4676 members Entering Unmasked Estep Score: -805105.687500 Penalty: 2937.854248 Iteration 10Q: 3 clusters Score -805105.7 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 4743 members Entering Unmasked Estep Score: -805289.437500 Penalty: 2937.854248 Iteration 11Q: 3 clusters Score -805289.4 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -805432.687500 Penalty: 2937.854248 Iteration 12Q: 3 clusters Score -805432.7 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -805529.062500 Penalty: 2937.854248 Iteration 13Q: 3 clusters Score -805529.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -805580.562500 Penalty: 2937.854248 Iteration 14Q: 3 clusters Score -805580.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 4999 members Entering Unmasked Estep Score: -805617.250000 Penalty: 2937.854248 Iteration 15Q: 3 clusters Score -805617.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -805641.000000 Penalty: 2937.854248 Iteration 16Q: 3 clusters Score -805641 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 5073 members Entering Unmasked Estep Score: -805655.562500 Penalty: 2937.854248 Iteration 17Q: 3 clusters Score -805655.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 5111 members Entering Unmasked Estep Score: -805669.625000 Penalty: 2937.854248 Iteration 18Q: 3 clusters Score -805669.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 5137 members Entering Unmasked Estep Score: -805677.312500 Penalty: 2937.854248 Iteration 19Q: 3 clusters Score -805677.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -805683.687500 Penalty: 2937.854248 Iteration 20F: 3 clusters Score -805683.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -805690.062500 Penalty: 2937.854248 Iteration 21Q: 3 clusters Score -805690.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 5183 members Entering Unmasked Estep Score: -805694.437500 Penalty: 2937.854248 Iteration 22Q: 3 clusters Score -805694.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 5195 members Entering Unmasked Estep Score: -805699.250000 Penalty: 2937.854248 Iteration 23Q: 3 clusters Score -805699.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 5208 members Entering Unmasked Estep Score: -805701.500000 Penalty: 2937.854248 Iteration 24Q: 3 clusters Score -805701.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 5228 members Entering Unmasked Estep Score: -805707.625000 Penalty: 2937.854248 Iteration 25Q: 3 clusters Score -805707.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 5250 members Entering Unmasked Estep Score: -805715.625000 Penalty: 2937.854248 Iteration 26Q: 3 clusters Score -805715.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 5267 members Entering Unmasked Estep Score: -805721.000000 Penalty: 2937.854248 Iteration 27Q: 3 clusters Score -805721 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 5290 members Entering Unmasked Estep Score: -805732.312500 Penalty: 2937.854248 Iteration 28Q: 3 clusters Score -805732.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 5311 members Entering Unmasked Estep Score: -805746.250000 Penalty: 2937.854248 Iteration 29Q: 3 clusters Score -805746.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 5333 members Entering Unmasked Estep Score: -805758.062500 Penalty: 2937.854248 Iteration 30Q: 3 clusters Score -805758.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 5364 members Entering Unmasked Estep Score: -805768.062500 Penalty: 2937.854248 Iteration 31Q: 3 clusters Score -805768.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 5380 members Entering Unmasked Estep Score: -805773.875000 Penalty: 2937.854248 Iteration 32Q: 3 clusters Score -805773.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 5406 members Entering Unmasked Estep Score: -805785.062500 Penalty: 2937.854248 Iteration 33Q: 3 clusters Score -805785.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -805798.812500 Penalty: 2937.854248 Iteration 34Q: 3 clusters Score -805798.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 5474 members Entering Unmasked Estep Score: -805819.437500 Penalty: 2937.854248 Iteration 35Q: 3 clusters Score -805819.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 5514 members Entering Unmasked Estep Score: -805836.625000 Penalty: 2937.854248 Iteration 36Q: 3 clusters Score -805836.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -805853.562500 Penalty: 2937.854248 Iteration 37Q: 3 clusters Score -805853.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 5585 members Entering Unmasked Estep Score: -805868.500000 Penalty: 2937.854248 Iteration 38Q: 3 clusters Score -805868.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 5613 members Entering Unmasked Estep Score: -805878.750000 Penalty: 2937.854248 Iteration 39Q: 3 clusters Score -805878.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -805886.937500 Penalty: 2937.854248 Iteration 40F: 3 clusters Score -805886.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 5660 members Entering Unmasked Estep Score: -805890.812500 Penalty: 2937.854248 Iteration 41Q: 3 clusters Score -805890.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 5682 members Entering Unmasked Estep Score: -805897.437500 Penalty: 2937.854248 Iteration 42Q: 3 clusters Score -805897.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 5708 members Entering Unmasked Estep Score: -805906.312500 Penalty: 2937.854248 Iteration 43Q: 3 clusters Score -805906.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 5736 members Entering Unmasked Estep Score: -805914.937500 Penalty: 2937.854248 Iteration 44Q: 3 clusters Score -805914.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 5772 members Entering Unmasked Estep Score: -805923.000000 Penalty: 2937.854248 Iteration 45Q: 3 clusters Score -805923 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 5803 members Entering Unmasked Estep Score: -805932.125000 Penalty: 2937.854248 Iteration 46Q: 3 clusters Score -805932.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 5834 members Entering Unmasked Estep Score: -805941.437500 Penalty: 2937.854248 Iteration 47Q: 3 clusters Score -805941.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 5860 members Entering Unmasked Estep Score: -805952.062500 Penalty: 2937.854248 Iteration 48Q: 3 clusters Score -805952.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 5889 members Entering Unmasked Estep Score: -805957.062500 Penalty: 2937.854248 Iteration 49Q: 3 clusters Score -805957.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 5917 members Entering Unmasked Estep Score: -805964.687500 Penalty: 2937.854248 Iteration 50Q: 3 clusters Score -805964.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 5945 members Entering Unmasked Estep Score: -805974.937500 Penalty: 2937.854248 Iteration 51Q: 3 clusters Score -805974.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -805982.937500 Penalty: 2937.854248 Iteration 52Q: 3 clusters Score -805982.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -805992.625000 Penalty: 2937.854248 Iteration 53Q: 3 clusters Score -805992.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 6023 members Entering Unmasked Estep Score: -806000.125000 Penalty: 2937.854248 Iteration 54Q: 3 clusters Score -806000.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 6051 members Entering Unmasked Estep Score: -806005.312500 Penalty: 2937.854248 Iteration 55Q: 3 clusters Score -806005.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 6073 members Entering Unmasked Estep Score: -806013.312500 Penalty: 2937.854248 Iteration 56Q: 3 clusters Score -806013.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 6093 members Entering Unmasked Estep Score: -806018.812500 Penalty: 2937.854248 Iteration 57Q: 3 clusters Score -806018.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 6116 members Entering Unmasked Estep Score: -806024.937500 Penalty: 2937.854248 Iteration 58Q: 3 clusters Score -806024.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -806029.750000 Penalty: 2937.854248 Iteration 59Q: 3 clusters Score -806029.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 6162 members Entering Unmasked Estep Score: -806036.937500 Penalty: 2937.854248 Iteration 60F: 3 clusters Score -806036.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 6184 members Entering Unmasked Estep Score: -806041.937500 Penalty: 2937.854248 Iteration 61Q: 3 clusters Score -806041.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 6200 members Entering Unmasked Estep Score: -806048.562500 Penalty: 2937.854248 Iteration 62Q: 3 clusters Score -806048.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -806050.750000 Penalty: 2937.854248 Iteration 63Q: 3 clusters Score -806050.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 6231 members Entering Unmasked Estep Score: -806056.687500 Penalty: 2937.854248 Iteration 64Q: 3 clusters Score -806056.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 6246 members Entering Unmasked Estep Score: -806061.937500 Penalty: 2937.854248 Iteration 65Q: 3 clusters Score -806061.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 6258 members Entering Unmasked Estep Score: -806065.125000 Penalty: 2937.854248 Iteration 66Q: 3 clusters Score -806065.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 6267 members Entering Unmasked Estep Score: -806066.812500 Penalty: 2937.854248 Iteration 67Q: 3 clusters Score -806066.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 6275 members Entering Unmasked Estep Score: -806069.187500 Penalty: 2937.854248 Iteration 68Q: 3 clusters Score -806069.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 6286 members Entering Unmasked Estep Score: -806068.187500 Penalty: 2937.854248 Iteration 69Q: 3 clusters Score -806068.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 6297 members Entering Unmasked Estep Score: -806074.500000 Penalty: 2937.854248 Iteration 70Q: 3 clusters Score -806074.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 6305 members Entering Unmasked Estep Score: -806076.375000 Penalty: 2937.854248 Iteration 71Q: 3 clusters Score -806076.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 6318 members Entering Unmasked Estep Score: -806079.187500 Penalty: 2937.854248 Iteration 72Q: 3 clusters Score -806079.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 6331 members Entering Unmasked Estep Score: -806082.562500 Penalty: 2937.854248 Iteration 73Q: 3 clusters Score -806082.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -806085.125000 Penalty: 2937.854248 Iteration 74Q: 3 clusters Score -806085.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 6344 members Entering Unmasked Estep Score: -806086.687500 Penalty: 2937.854248 Iteration 75Q: 3 clusters Score -806086.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 6355 members Entering Unmasked Estep Score: -806088.437500 Penalty: 2937.854248 Iteration 76Q: 3 clusters Score -806088.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 6360 members Entering Unmasked Estep Score: -806090.812500 Penalty: 2937.854248 Iteration 77Q: 3 clusters Score -806090.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 6362 members Entering Unmasked Estep Score: -806091.875000 Penalty: 2937.854248 Iteration 78Q: 3 clusters Score -806091.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 6368 members Entering Unmasked Estep Score: -806094.062500 Penalty: 2937.854248 Iteration 79Q: 3 clusters Score -806094.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 6372 members Entering Unmasked Estep Score: -806095.125000 Penalty: 2937.854248 Iteration 80F: 3 clusters Score -806095.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 6378 members Entering Unmasked Estep Score: -806096.312500 Penalty: 2937.854248 Iteration 81Q: 3 clusters Score -806096.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -806098.375000 Penalty: 2937.854248 Iteration 82Q: 3 clusters Score -806098.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 6388 members Entering Unmasked Estep Score: -806099.562500 Penalty: 2937.854248 Iteration 83Q: 3 clusters Score -806099.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 6391 members Entering Unmasked Estep Score: -806100.812500 Penalty: 2937.854248 Iteration 84Q: 3 clusters Score -806100.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 6394 members Entering Unmasked Estep Score: -806101.062500 Penalty: 2937.854248 Iteration 85Q: 3 clusters Score -806101.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 6395 members Entering Unmasked Estep Score: -806102.250000 Penalty: 2937.854248 Iteration 86Q: 3 clusters Score -806102.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 6403 members Entering Unmasked Estep Score: -806103.812500 Penalty: 2937.854248 Iteration 87Q: 3 clusters Score -806103.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 6407 members Entering Unmasked Estep Score: -806107.687500 Penalty: 2937.854248 Iteration 88Q: 3 clusters Score -806107.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 6415 members Entering Unmasked Estep Score: -806110.375000 Penalty: 2937.854248 Iteration 89Q: 3 clusters Score -806110.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 6427 members Entering Unmasked Estep Score: -806115.562500 Penalty: 2937.854248 Iteration 90Q: 3 clusters Score -806115.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 6441 members Entering Unmasked Estep Score: -806117.187500 Penalty: 2937.854248 Iteration 91Q: 3 clusters Score -806117.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 6454 members Entering Unmasked Estep Score: -806121.375000 Penalty: 2937.854248 Iteration 92Q: 3 clusters Score -806121.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 6468 members Entering Unmasked Estep Score: -806123.875000 Penalty: 2937.854248 Iteration 93Q: 3 clusters Score -806123.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 6472 members Entering Unmasked Estep Score: -806124.562500 Penalty: 2937.854248 Iteration 94Q: 3 clusters Score -806124.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 6475 members Entering Unmasked Estep Score: -806126.687500 Penalty: 2937.854248 Iteration 95Q: 3 clusters Score -806126.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -806125.250000 Penalty: 2937.854248 Iteration 96Q: 3 clusters Score -806125.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 6482 members Entering Unmasked Estep Score: -806127.312500 Penalty: 2937.854248 Iteration 97Q: 3 clusters Score -806127.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 6484 members Entering Unmasked Estep Score: -806126.937500 Penalty: 2937.854248 Iteration 98Q: 3 clusters Score -806126.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 6488 members Entering Unmasked Estep Score: -806128.500000 Penalty: 2937.854248 Iteration 99Q: 3 clusters Score -806128.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 6490 members Entering Unmasked Estep Score: -806128.625000 Penalty: 2937.854248 Iteration 100F: 3 clusters Score -806128.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 6489 members Entering Unmasked Estep Score: -806128.687500 Penalty: 2937.854248 Iteration 101Q: 3 clusters Score -806128.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 6489 members Entering Unmasked Estep Score: -806128.687500 Penalty: 2937.854248 Iteration 102F: 3 clusters Score -806128.7 nChanged 0 --- Evaluating fit on full set of 237954 points --- Entering Unmasked Estep Score: -21673592.000000 Penalty: 46269.625000 23->24 Clusters: Score -21673592.000000, best is -21790968.000000 Starting from 24 clusters... Entering ConstructFrom: --- Running on subset of 79318 points --- Entering CEM Assigned 24 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 3327 members Mstep: Class 3 contains 3478 members Mstep: Class 4 contains 3452 members Mstep: Class 5 contains 3436 members Mstep: Class 6 contains 3544 members Mstep: Class 7 contains 3442 members Mstep: Class 8 contains 3543 members Mstep: Class 9 contains 3487 members Mstep: Class 10 contains 3430 members Mstep: Class 11 contains 3435 members Mstep: Class 12 contains 3519 members Mstep: Class 13 contains 3386 members Mstep: Class 14 contains 3368 members Mstep: Class 15 contains 3438 members Mstep: Class 16 contains 3493 members Mstep: Class 17 contains 3452 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 3425 members Mstep: Class 20 contains 3542 members Mstep: Class 21 contains 3458 members Mstep: Class 22 contains 3381 members Mstep: Class 23 contains 3429 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 290.914154 but Gain 1833.199219 Score: -6608943.000000 Penalty: 40330.363281 Iteration 0F: 23 clusters Score -6608943 nChanged 74600 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 4485 members Mstep: Class 3 contains 4225 members Mstep: Class 4 contains 2841 members Mstep: Class 5 contains 3781 members Mstep: Class 6 contains 6160 members Mstep: Class 7 contains 3771 members Mstep: Class 8 contains 2948 members Mstep: Class 9 contains 2462 members Mstep: Class 10 contains 3343 members Mstep: Class 11 contains 2151 members Mstep: Class 12 contains 2494 members Mstep: Class 14 contains 2074 members Mstep: Class 15 contains 3860 members Mstep: Class 16 contains 3039 members Mstep: Class 17 contains 1967 members Mstep: Class 18 contains 4592 members Mstep: Class 19 contains 6742 members Mstep: Class 20 contains 4672 members Mstep: Class 21 contains 2340 members Mstep: Class 22 contains 4145 members Mstep: Class 23 contains 2625 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 1141.703125 but Gain 1833.199219 Score: -6899079.500000 Penalty: 38497.164062 Iteration 1F: 22 clusters Score -6899080 nChanged 37505 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 2489 members Mstep: Class 3 contains 8520 members Mstep: Class 4 contains 1780 members Mstep: Class 5 contains 5928 members Mstep: Class 6 contains 7036 members Mstep: Class 7 contains 4175 members Mstep: Class 8 contains 2462 members Mstep: Class 10 contains 4406 members Mstep: Class 11 contains 1693 members Mstep: Class 12 contains 1779 members Mstep: Class 14 contains 2120 members Mstep: Class 15 contains 4632 members Mstep: Class 16 contains 1518 members Mstep: Class 17 contains 2074 members Mstep: Class 18 contains 3013 members Mstep: Class 19 contains 9392 members Mstep: Class 20 contains 6794 members Mstep: Class 21 contains 842 members Mstep: Class 22 contains 2774 members Mstep: Class 23 contains 2262 members Entering Unmasked Estep ConsiderDeletion Deleting Class 22. Lose 1275.614990 but Gain 1833.199219 Score: -7046260.500000 Penalty: 36663.964844 Iteration 2F: 21 clusters Score -7046260 nChanged 24180 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 1438 members Mstep: Class 3 contains 9598 members Mstep: Class 4 contains 1392 members Mstep: Class 5 contains 6564 members Mstep: Class 6 contains 7414 members Mstep: Class 7 contains 3263 members Mstep: Class 8 contains 2087 members Mstep: Class 10 contains 5858 members Mstep: Class 11 contains 2379 members Mstep: Class 12 contains 2688 members Mstep: Class 14 contains 2198 members Mstep: Class 15 contains 4680 members Mstep: Class 16 contains 1091 members Mstep: Class 17 contains 2178 members Mstep: Class 18 contains 2266 members Mstep: Class 19 contains 10731 members Mstep: Class 20 contains 7253 members Mstep: Class 21 contains 317 members Mstep: Class 23 contains 2835 members Entering Unmasked Estep ConsiderDeletion Score: -7120641.500000 Penalty: 36663.964844 Iteration 3F: 21 clusters Score -7120642 nChanged 15387 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 1243 members Mstep: Class 3 contains 7444 members Mstep: Class 4 contains 1192 members Mstep: Class 5 contains 6322 members Mstep: Class 6 contains 9014 members Mstep: Class 7 contains 2752 members Mstep: Class 8 contains 2252 members Mstep: Class 10 contains 6724 members Mstep: Class 11 contains 3189 members Mstep: Class 12 contains 3061 members Mstep: Class 14 contains 1880 members Mstep: Class 15 contains 3866 members Mstep: Class 16 contains 1054 members Mstep: Class 17 contains 2297 members Mstep: Class 18 contains 1702 members Mstep: Class 19 contains 10511 members Mstep: Class 20 contains 7654 members Mstep: Class 21 contains 388 members Mstep: Class 23 contains 3334 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 1818.143311 but Gain 1833.195312 Score: -7164993.500000 Penalty: 34830.769531 Iteration 4F: 20 clusters Score -7164994 nChanged 12803 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 1357 members Mstep: Class 3 contains 5331 members Mstep: Class 5 contains 5813 members Mstep: Class 6 contains 10463 members Mstep: Class 7 contains 3074 members Mstep: Class 8 contains 2736 members Mstep: Class 10 contains 7718 members Mstep: Class 11 contains 3703 members Mstep: Class 12 contains 3031 members Mstep: Class 14 contains 1516 members Mstep: Class 15 contains 3084 members Mstep: Class 16 contains 1212 members Mstep: Class 17 contains 2717 members Mstep: Class 18 contains 1537 members Mstep: Class 19 contains 9997 members Mstep: Class 20 contains 7991 members Mstep: Class 21 contains 486 members Mstep: Class 23 contains 3347 members Entering Unmasked Estep ConsiderDeletion Score: -7198032.000000 Penalty: 34830.769531 Iteration 5F: 20 clusters Score -7198032 nChanged 7863 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 1514 members Mstep: Class 3 contains 4139 members Mstep: Class 5 contains 5525 members Mstep: Class 6 contains 10808 members Mstep: Class 7 contains 3215 members Mstep: Class 8 contains 3005 members Mstep: Class 10 contains 8693 members Mstep: Class 11 contains 3916 members Mstep: Class 12 contains 2984 members Mstep: Class 14 contains 1313 members Mstep: Class 15 contains 2527 members Mstep: Class 16 contains 1401 members Mstep: Class 17 contains 2725 members Mstep: Class 18 contains 1514 members Mstep: Class 19 contains 10032 members Mstep: Class 20 contains 8145 members Mstep: Class 21 contains 505 members Mstep: Class 23 contains 2883 members Entering Unmasked Estep ConsiderDeletion Score: -7216323.000000 Penalty: 34830.769531 Iteration 6F: 20 clusters Score -7216323 nChanged 5033 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 1728 members Mstep: Class 3 contains 3552 members Mstep: Class 5 contains 5492 members Mstep: Class 6 contains 11280 members Mstep: Class 7 contains 3076 members Mstep: Class 8 contains 3111 members Mstep: Class 10 contains 9343 members Mstep: Class 11 contains 3956 members Mstep: Class 12 contains 2918 members Mstep: Class 14 contains 1336 members Mstep: Class 15 contains 2246 members Mstep: Class 16 contains 1473 members Mstep: Class 17 contains 2720 members Mstep: Class 18 contains 1519 members Mstep: Class 19 contains 10035 members Mstep: Class 20 contains 8263 members Mstep: Class 21 contains 499 members Mstep: Class 23 contains 2466 members Entering Unmasked Estep ConsiderDeletion Score: -7223498.000000 Penalty: 34830.769531 Iteration 7F: 20 clusters Score -7223498 nChanged 3222 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 1874 members Mstep: Class 3 contains 3249 members Mstep: Class 5 contains 5487 members Mstep: Class 6 contains 11589 members Mstep: Class 7 contains 2983 members Mstep: Class 8 contains 3137 members Mstep: Class 10 contains 9764 members Mstep: Class 11 contains 3890 members Mstep: Class 12 contains 2846 members Mstep: Class 14 contains 1504 members Mstep: Class 15 contains 2061 members Mstep: Class 16 contains 1483 members Mstep: Class 17 contains 2750 members Mstep: Class 18 contains 1551 members Mstep: Class 19 contains 9959 members Mstep: Class 20 contains 8370 members Mstep: Class 21 contains 485 members Mstep: Class 23 contains 2218 members Entering Unmasked Estep ConsiderDeletion Score: -7227338.000000 Penalty: 34830.769531 Iteration 8Q: 20 clusters Score -7227338 nChanged 2193 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 1954 members Mstep: Class 3 contains 3059 members Mstep: Class 5 contains 5481 members Mstep: Class 6 contains 11780 members Mstep: Class 7 contains 2966 members Mstep: Class 8 contains 3154 members Mstep: Class 10 contains 10065 members Mstep: Class 11 contains 3823 members Mstep: Class 12 contains 2803 members Mstep: Class 14 contains 1668 members Mstep: Class 15 contains 1943 members Mstep: Class 16 contains 1478 members Mstep: Class 17 contains 2768 members Mstep: Class 18 contains 1502 members Mstep: Class 19 contains 9926 members Mstep: Class 20 contains 8432 members Mstep: Class 21 contains 478 members Mstep: Class 23 contains 2088 members Entering Unmasked Estep ConsiderDeletion Score: -7229232.000000 Penalty: 34830.769531 Iteration 9Q: 20 clusters Score -7229232 nChanged 1609 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 2948 members Mstep: Class 5 contains 5479 members Mstep: Class 6 contains 11928 members Mstep: Class 7 contains 2969 members Mstep: Class 8 contains 3175 members Mstep: Class 10 contains 10312 members Mstep: Class 11 contains 3771 members Mstep: Class 12 contains 2769 members Mstep: Class 14 contains 1779 members Mstep: Class 15 contains 1854 members Mstep: Class 16 contains 1457 members Mstep: Class 17 contains 2791 members Mstep: Class 18 contains 1451 members Mstep: Class 19 contains 9907 members Mstep: Class 20 contains 8481 members Mstep: Class 21 contains 470 members Mstep: Class 23 contains 1975 members Entering Unmasked Estep ConsiderDeletion Score: -7230402.000000 Penalty: 34830.769531 Iteration 10Q: 20 clusters Score -7230402 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 1972 members Mstep: Class 3 contains 2891 members Mstep: Class 5 contains 5479 members Mstep: Class 6 contains 12049 members Mstep: Class 7 contains 2980 members Mstep: Class 8 contains 3200 members Mstep: Class 10 contains 10484 members Mstep: Class 11 contains 3699 members Mstep: Class 12 contains 2739 members Mstep: Class 14 contains 1890 members Mstep: Class 15 contains 1790 members Mstep: Class 16 contains 1441 members Mstep: Class 17 contains 2807 members Mstep: Class 18 contains 1396 members Mstep: Class 19 contains 9880 members Mstep: Class 20 contains 8521 members Mstep: Class 21 contains 466 members Mstep: Class 23 contains 1880 members Entering Unmasked Estep ConsiderDeletion Score: -7231093.500000 Penalty: 34830.769531 Iteration 11Q: 20 clusters Score -7231094 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 1973 members Mstep: Class 3 contains 2859 members Mstep: Class 5 contains 5477 members Mstep: Class 6 contains 12142 members Mstep: Class 7 contains 2986 members Mstep: Class 8 contains 3226 members Mstep: Class 10 contains 10603 members Mstep: Class 11 contains 3651 members Mstep: Class 12 contains 2724 members Mstep: Class 14 contains 1983 members Mstep: Class 15 contains 1740 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 2818 members Mstep: Class 18 contains 1336 members Mstep: Class 19 contains 9849 members Mstep: Class 20 contains 8547 members Mstep: Class 21 contains 459 members Mstep: Class 23 contains 1803 members Entering Unmasked Estep ConsiderDeletion Score: -7231611.500000 Penalty: 34830.769531 Iteration 12Q: 20 clusters Score -7231612 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 1959 members Mstep: Class 3 contains 2830 members Mstep: Class 5 contains 5474 members Mstep: Class 6 contains 12223 members Mstep: Class 7 contains 3002 members Mstep: Class 8 contains 3244 members Mstep: Class 10 contains 10710 members Mstep: Class 11 contains 3619 members Mstep: Class 12 contains 2704 members Mstep: Class 14 contains 2065 members Mstep: Class 15 contains 1697 members Mstep: Class 16 contains 1409 members Mstep: Class 17 contains 2835 members Mstep: Class 18 contains 1295 members Mstep: Class 19 contains 9816 members Mstep: Class 20 contains 8569 members Mstep: Class 21 contains 454 members Mstep: Class 23 contains 1729 members Entering Unmasked Estep ConsiderDeletion Score: -7232024.000000 Penalty: 34830.769531 Iteration 13Q: 20 clusters Score -7232024 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 1947 members Mstep: Class 3 contains 2808 members Mstep: Class 5 contains 5471 members Mstep: Class 6 contains 12309 members Mstep: Class 7 contains 2992 members Mstep: Class 8 contains 3260 members Mstep: Class 10 contains 10804 members Mstep: Class 11 contains 3600 members Mstep: Class 12 contains 2689 members Mstep: Class 14 contains 2126 members Mstep: Class 15 contains 1670 members Mstep: Class 16 contains 1388 members Mstep: Class 17 contains 2856 members Mstep: Class 18 contains 1252 members Mstep: Class 19 contains 9786 members Mstep: Class 20 contains 8589 members Mstep: Class 21 contains 448 members Mstep: Class 23 contains 1643 members Entering Unmasked Estep ConsiderDeletion Score: -7232344.000000 Penalty: 34830.769531 Iteration 14Q: 20 clusters Score -7232344 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 1952 members Mstep: Class 3 contains 2791 members Mstep: Class 5 contains 5469 members Mstep: Class 6 contains 12378 members Mstep: Class 7 contains 2974 members Mstep: Class 8 contains 3271 members Mstep: Class 10 contains 10905 members Mstep: Class 11 contains 3581 members Mstep: Class 12 contains 2679 members Mstep: Class 14 contains 2183 members Mstep: Class 15 contains 1656 members Mstep: Class 16 contains 1367 members Mstep: Class 17 contains 2879 members Mstep: Class 18 contains 1223 members Mstep: Class 19 contains 9743 members Mstep: Class 20 contains 8598 members Mstep: Class 21 contains 444 members Mstep: Class 23 contains 1545 members Entering Unmasked Estep ConsiderDeletion Score: -7232664.500000 Penalty: 34830.769531 Iteration 15Q: 20 clusters Score -7232664 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 1944 members Mstep: Class 3 contains 2779 members Mstep: Class 5 contains 5466 members Mstep: Class 6 contains 12433 members Mstep: Class 7 contains 2975 members Mstep: Class 8 contains 3284 members Mstep: Class 10 contains 10992 members Mstep: Class 11 contains 3566 members Mstep: Class 12 contains 2671 members Mstep: Class 14 contains 2227 members Mstep: Class 15 contains 1639 members Mstep: Class 16 contains 1352 members Mstep: Class 17 contains 2900 members Mstep: Class 18 contains 1196 members Mstep: Class 19 contains 9708 members Mstep: Class 20 contains 8604 members Mstep: Class 21 contains 440 members Mstep: Class 23 contains 1454 members Entering Unmasked Estep ConsiderDeletion Score: -7232952.000000 Penalty: 34830.769531 Iteration 16Q: 20 clusters Score -7232952 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 1945 members Mstep: Class 3 contains 2776 members Mstep: Class 5 contains 5463 members Mstep: Class 6 contains 12486 members Mstep: Class 7 contains 2962 members Mstep: Class 8 contains 3294 members Mstep: Class 10 contains 11105 members Mstep: Class 11 contains 3552 members Mstep: Class 12 contains 2658 members Mstep: Class 14 contains 2269 members Mstep: Class 15 contains 1627 members Mstep: Class 16 contains 1340 members Mstep: Class 17 contains 2913 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 9678 members Mstep: Class 20 contains 8614 members Mstep: Class 21 contains 435 members Mstep: Class 23 contains 1375 members Entering Unmasked Estep ConsiderDeletion Score: -7233217.500000 Penalty: 34830.769531 Iteration 17Q: 20 clusters Score -7233218 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 1943 members Mstep: Class 3 contains 2776 members Mstep: Class 5 contains 5462 members Mstep: Class 6 contains 12513 members Mstep: Class 7 contains 2960 members Mstep: Class 8 contains 3303 members Mstep: Class 10 contains 11187 members Mstep: Class 11 contains 3535 members Mstep: Class 12 contains 2651 members Mstep: Class 14 contains 2321 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 1328 members Mstep: Class 17 contains 2930 members Mstep: Class 18 contains 1134 members Mstep: Class 19 contains 9645 members Mstep: Class 20 contains 8621 members Mstep: Class 21 contains 429 members Mstep: Class 23 contains 1310 members Entering Unmasked Estep ConsiderDeletion Score: -7233458.500000 Penalty: 34830.769531 Iteration 18Q: 20 clusters Score -7233458 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 1933 members Mstep: Class 3 contains 2773 members Mstep: Class 5 contains 5460 members Mstep: Class 6 contains 12531 members Mstep: Class 7 contains 2966 members Mstep: Class 8 contains 3307 members Mstep: Class 10 contains 11281 members Mstep: Class 11 contains 3522 members Mstep: Class 12 contains 2646 members Mstep: Class 14 contains 2393 members Mstep: Class 15 contains 1611 members Mstep: Class 16 contains 1315 members Mstep: Class 17 contains 2942 members Mstep: Class 18 contains 1115 members Mstep: Class 19 contains 9604 members Mstep: Class 20 contains 8625 members Mstep: Class 21 contains 427 members Mstep: Class 23 contains 1247 members Entering Unmasked Estep ConsiderDeletion Score: -7233627.000000 Penalty: 34830.769531 Iteration 19Q: 20 clusters Score -7233627 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 1916 members Mstep: Class 3 contains 2770 members Mstep: Class 5 contains 5459 members Mstep: Class 6 contains 12545 members Mstep: Class 7 contains 2966 members Mstep: Class 8 contains 3307 members Mstep: Class 10 contains 11367 members Mstep: Class 11 contains 3518 members Mstep: Class 12 contains 2644 members Mstep: Class 14 contains 2456 members Mstep: Class 15 contains 1608 members Mstep: Class 16 contains 1305 members Mstep: Class 17 contains 2955 members Mstep: Class 18 contains 1104 members Mstep: Class 19 contains 9563 members Mstep: Class 20 contains 8628 members Mstep: Class 21 contains 427 members Mstep: Class 23 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -7233957.000000 Penalty: 34830.769531 Iteration 20F: 20 clusters Score -7233957 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 1873 members Mstep: Class 3 contains 2767 members Mstep: Class 5 contains 5430 members Mstep: Class 6 contains 12560 members Mstep: Class 7 contains 2993 members Mstep: Class 8 contains 3306 members Mstep: Class 10 contains 11483 members Mstep: Class 11 contains 3518 members Mstep: Class 12 contains 2646 members Mstep: Class 14 contains 2539 members Mstep: Class 15 contains 1603 members Mstep: Class 16 contains 1297 members Mstep: Class 17 contains 2971 members Mstep: Class 18 contains 1085 members Mstep: Class 19 contains 9507 members Mstep: Class 20 contains 8628 members Mstep: Class 21 contains 427 members Mstep: Class 23 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -7234350.000000 Penalty: 34830.769531 Iteration 21Q: 20 clusters Score -7234350 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 1806 members Mstep: Class 3 contains 2765 members Mstep: Class 5 contains 5382 members Mstep: Class 6 contains 12571 members Mstep: Class 7 contains 3037 members Mstep: Class 8 contains 3307 members Mstep: Class 10 contains 11628 members Mstep: Class 11 contains 3522 members Mstep: Class 12 contains 2643 members Mstep: Class 14 contains 2615 members Mstep: Class 15 contains 1598 members Mstep: Class 16 contains 1274 members Mstep: Class 17 contains 2995 members Mstep: Class 18 contains 1075 members Mstep: Class 19 contains 9451 members Mstep: Class 20 contains 8632 members Mstep: Class 21 contains 427 members Mstep: Class 23 contains 1120 members Entering Unmasked Estep ConsiderDeletion Score: -7234838.000000 Penalty: 34830.769531 Iteration 22Q: 20 clusters Score -7234838 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 1746 members Mstep: Class 3 contains 2764 members Mstep: Class 5 contains 5342 members Mstep: Class 6 contains 12581 members Mstep: Class 7 contains 3080 members Mstep: Class 8 contains 3312 members Mstep: Class 10 contains 11786 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 2644 members Mstep: Class 14 contains 2683 members Mstep: Class 15 contains 1589 members Mstep: Class 16 contains 1253 members Mstep: Class 17 contains 3016 members Mstep: Class 18 contains 1067 members Mstep: Class 19 contains 9395 members Mstep: Class 20 contains 8632 members Mstep: Class 21 contains 427 members Mstep: Class 23 contains 1085 members Entering Unmasked Estep ConsiderDeletion Score: -7235289.000000 Penalty: 34830.769531 Iteration 23Q: 20 clusters Score -7235289 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 1679 members Mstep: Class 3 contains 2764 members Mstep: Class 5 contains 5316 members Mstep: Class 6 contains 12575 members Mstep: Class 7 contains 3149 members Mstep: Class 8 contains 3314 members Mstep: Class 10 contains 11941 members Mstep: Class 11 contains 3534 members Mstep: Class 12 contains 2646 members Mstep: Class 14 contains 2756 members Mstep: Class 15 contains 1580 members Mstep: Class 16 contains 1230 members Mstep: Class 17 contains 3043 members Mstep: Class 18 contains 1057 members Mstep: Class 19 contains 9348 members Mstep: Class 20 contains 8632 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 1044 members Entering Unmasked Estep ConsiderDeletion Score: -7235758.000000 Penalty: 34830.769531 Iteration 24Q: 20 clusters Score -7235758 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 1598 members Mstep: Class 3 contains 2762 members Mstep: Class 5 contains 5298 members Mstep: Class 6 contains 12564 members Mstep: Class 7 contains 3226 members Mstep: Class 8 contains 3315 members Mstep: Class 10 contains 12064 members Mstep: Class 11 contains 3540 members Mstep: Class 12 contains 2643 members Mstep: Class 14 contains 2815 members Mstep: Class 15 contains 1573 members Mstep: Class 16 contains 1199 members Mstep: Class 17 contains 3081 members Mstep: Class 18 contains 1055 members Mstep: Class 19 contains 9307 members Mstep: Class 20 contains 8633 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 1007 members Entering Unmasked Estep ConsiderDeletion Score: -7236347.000000 Penalty: 34830.769531 Iteration 25Q: 20 clusters Score -7236347 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 1522 members Mstep: Class 3 contains 2765 members Mstep: Class 5 contains 5287 members Mstep: Class 6 contains 12545 members Mstep: Class 7 contains 3302 members Mstep: Class 8 contains 3315 members Mstep: Class 10 contains 12152 members Mstep: Class 11 contains 3552 members Mstep: Class 12 contains 2639 members Mstep: Class 14 contains 2865 members Mstep: Class 15 contains 1571 members Mstep: Class 16 contains 1175 members Mstep: Class 17 contains 3112 members Mstep: Class 18 contains 1044 members Mstep: Class 19 contains 9275 members Mstep: Class 20 contains 8633 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 966 members Entering Unmasked Estep ConsiderDeletion Score: -7236731.000000 Penalty: 34830.769531 Iteration 26Q: 20 clusters Score -7236731 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 1448 members Mstep: Class 3 contains 2765 members Mstep: Class 5 contains 5284 members Mstep: Class 6 contains 12536 members Mstep: Class 7 contains 3367 members Mstep: Class 8 contains 3314 members Mstep: Class 10 contains 12198 members Mstep: Class 11 contains 3576 members Mstep: Class 12 contains 2639 members Mstep: Class 14 contains 2896 members Mstep: Class 15 contains 1567 members Mstep: Class 16 contains 1171 members Mstep: Class 17 contains 3131 members Mstep: Class 18 contains 1039 members Mstep: Class 19 contains 9243 members Mstep: Class 20 contains 8632 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 934 members Entering Unmasked Estep ConsiderDeletion Score: -7236896.000000 Penalty: 34830.769531 Iteration 27Q: 20 clusters Score -7236896 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 1391 members Mstep: Class 3 contains 2765 members Mstep: Class 5 contains 5282 members Mstep: Class 6 contains 12537 members Mstep: Class 7 contains 3401 members Mstep: Class 8 contains 3319 members Mstep: Class 10 contains 12240 members Mstep: Class 11 contains 3598 members Mstep: Class 12 contains 2639 members Mstep: Class 14 contains 2942 members Mstep: Class 15 contains 1563 members Mstep: Class 16 contains 1167 members Mstep: Class 17 contains 3137 members Mstep: Class 18 contains 1032 members Mstep: Class 19 contains 9205 members Mstep: Class 20 contains 8633 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 905 members Entering Unmasked Estep ConsiderDeletion Score: -7237067.500000 Penalty: 34830.769531 Iteration 28Q: 20 clusters Score -7237068 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 1339 members Mstep: Class 3 contains 2763 members Mstep: Class 5 contains 5281 members Mstep: Class 6 contains 12542 members Mstep: Class 7 contains 3427 members Mstep: Class 8 contains 3321 members Mstep: Class 10 contains 12269 members Mstep: Class 11 contains 3624 members Mstep: Class 12 contains 2640 members Mstep: Class 14 contains 2975 members Mstep: Class 15 contains 1560 members Mstep: Class 16 contains 1167 members Mstep: Class 17 contains 3143 members Mstep: Class 18 contains 1025 members Mstep: Class 19 contains 9172 members Mstep: Class 20 contains 8632 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 877 members Entering Unmasked Estep ConsiderDeletion Score: -7237157.000000 Penalty: 34830.769531 Iteration 29Q: 20 clusters Score -7237157 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 1310 members Mstep: Class 3 contains 2762 members Mstep: Class 5 contains 5282 members Mstep: Class 6 contains 12545 members Mstep: Class 7 contains 3444 members Mstep: Class 8 contains 3327 members Mstep: Class 10 contains 12291 members Mstep: Class 11 contains 3656 members Mstep: Class 12 contains 2642 members Mstep: Class 14 contains 2990 members Mstep: Class 15 contains 1557 members Mstep: Class 16 contains 1168 members Mstep: Class 17 contains 3143 members Mstep: Class 18 contains 1023 members Mstep: Class 19 contains 9135 members Mstep: Class 20 contains 8629 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 861 members Entering Unmasked Estep ConsiderDeletion Score: -7237234.500000 Penalty: 34830.769531 Iteration 30Q: 20 clusters Score -7237234 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 1287 members Mstep: Class 3 contains 2762 members Mstep: Class 5 contains 5283 members Mstep: Class 6 contains 12542 members Mstep: Class 7 contains 3465 members Mstep: Class 8 contains 3334 members Mstep: Class 10 contains 12315 members Mstep: Class 11 contains 3674 members Mstep: Class 12 contains 2642 members Mstep: Class 14 contains 3008 members Mstep: Class 15 contains 1554 members Mstep: Class 16 contains 1171 members Mstep: Class 17 contains 3143 members Mstep: Class 18 contains 1026 members Mstep: Class 19 contains 9098 members Mstep: Class 20 contains 8628 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -7237277.000000 Penalty: 34830.769531 Iteration 31Q: 20 clusters Score -7237277 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 1269 members Mstep: Class 3 contains 2762 members Mstep: Class 5 contains 5284 members Mstep: Class 6 contains 12535 members Mstep: Class 7 contains 3487 members Mstep: Class 8 contains 3333 members Mstep: Class 10 contains 12322 members Mstep: Class 11 contains 3693 members Mstep: Class 12 contains 2641 members Mstep: Class 14 contains 3018 members Mstep: Class 15 contains 1552 members Mstep: Class 16 contains 1172 members Mstep: Class 17 contains 3144 members Mstep: Class 18 contains 1029 members Mstep: Class 19 contains 9076 members Mstep: Class 20 contains 8628 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 833 members Entering Unmasked Estep ConsiderDeletion Score: -7237289.500000 Penalty: 34830.769531 Iteration 32Q: 20 clusters Score -7237290 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 1251 members Mstep: Class 3 contains 2762 members Mstep: Class 5 contains 5285 members Mstep: Class 6 contains 12524 members Mstep: Class 7 contains 3506 members Mstep: Class 8 contains 3333 members Mstep: Class 10 contains 12335 members Mstep: Class 11 contains 3706 members Mstep: Class 12 contains 2641 members Mstep: Class 14 contains 3020 members Mstep: Class 15 contains 1552 members Mstep: Class 16 contains 1172 members Mstep: Class 17 contains 3145 members Mstep: Class 18 contains 1028 members Mstep: Class 19 contains 9069 members Mstep: Class 20 contains 8628 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 821 members Entering Unmasked Estep ConsiderDeletion Score: -7237331.000000 Penalty: 34830.769531 Iteration 33Q: 20 clusters Score -7237331 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 1241 members Mstep: Class 3 contains 2762 members Mstep: Class 5 contains 5285 members Mstep: Class 6 contains 12515 members Mstep: Class 7 contains 3520 members Mstep: Class 8 contains 3330 members Mstep: Class 10 contains 12347 members Mstep: Class 11 contains 3715 members Mstep: Class 12 contains 2641 members Mstep: Class 14 contains 3025 members Mstep: Class 15 contains 1551 members Mstep: Class 16 contains 1172 members Mstep: Class 17 contains 3147 members Mstep: Class 18 contains 1024 members Mstep: Class 19 contains 9064 members Mstep: Class 20 contains 8628 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 817 members Entering Unmasked Estep ConsiderDeletion Score: -7237355.500000 Penalty: 34830.769531 Iteration 34Q: 20 clusters Score -7237356 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 1233 members Mstep: Class 3 contains 2762 members Mstep: Class 5 contains 5285 members Mstep: Class 6 contains 12514 members Mstep: Class 7 contains 3530 members Mstep: Class 8 contains 3326 members Mstep: Class 10 contains 12357 members Mstep: Class 11 contains 3722 members Mstep: Class 12 contains 2642 members Mstep: Class 14 contains 3024 members Mstep: Class 15 contains 1548 members Mstep: Class 16 contains 1172 members Mstep: Class 17 contains 3147 members Mstep: Class 18 contains 1020 members Mstep: Class 19 contains 9067 members Mstep: Class 20 contains 8628 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 810 members Entering Unmasked Estep ConsiderDeletion Score: -7237377.500000 Penalty: 34830.769531 Iteration 35Q: 20 clusters Score -7237378 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 1223 members Mstep: Class 3 contains 2762 members Mstep: Class 5 contains 5285 members Mstep: Class 6 contains 12510 members Mstep: Class 7 contains 3540 members Mstep: Class 8 contains 3326 members Mstep: Class 10 contains 12365 members Mstep: Class 11 contains 3725 members Mstep: Class 12 contains 2642 members Mstep: Class 14 contains 3037 members Mstep: Class 15 contains 1545 members Mstep: Class 16 contains 1171 members Mstep: Class 17 contains 3147 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 9060 members Mstep: Class 20 contains 8629 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 806 members Entering Unmasked Estep ConsiderDeletion Score: -7237394.500000 Penalty: 34830.769531 Iteration 36Q: 20 clusters Score -7237394 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 1209 members Mstep: Class 3 contains 2761 members Mstep: Class 5 contains 5284 members Mstep: Class 6 contains 12508 members Mstep: Class 7 contains 3547 members Mstep: Class 8 contains 3325 members Mstep: Class 10 contains 12373 members Mstep: Class 11 contains 3731 members Mstep: Class 12 contains 2643 members Mstep: Class 14 contains 3045 members Mstep: Class 15 contains 1546 members Mstep: Class 16 contains 1171 members Mstep: Class 17 contains 3147 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 9053 members Mstep: Class 20 contains 8629 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 802 members Entering Unmasked Estep ConsiderDeletion Score: -7237412.500000 Penalty: 34830.769531 Iteration 37Q: 20 clusters Score -7237412 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 1202 members Mstep: Class 3 contains 2760 members Mstep: Class 5 contains 5283 members Mstep: Class 6 contains 12505 members Mstep: Class 7 contains 3554 members Mstep: Class 8 contains 3326 members Mstep: Class 10 contains 12379 members Mstep: Class 11 contains 3738 members Mstep: Class 12 contains 2643 members Mstep: Class 14 contains 3048 members Mstep: Class 15 contains 1544 members Mstep: Class 16 contains 1171 members Mstep: Class 17 contains 3147 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 9046 members Mstep: Class 20 contains 8628 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 799 members Entering Unmasked Estep ConsiderDeletion Score: -7237425.000000 Penalty: 34830.769531 Iteration 38Q: 20 clusters Score -7237425 nChanged 55 Entering ConstructFrom: Score: -7237425.000000 Penalty: 34830.769531 Entering ConstructFrom: Trying to split cluster 1 (3096 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Entering Unmasked Estep Score: -283022.375000 Penalty: 1306.153320 Iteration 0F: 2 clusters Score -283022.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -280237.156250 Penalty: 2612.306641 Iteration 0F: 3 clusters Score -280237.2 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -280882.031250 Penalty: 2612.306641 Iteration 1F: 3 clusters Score -280882 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -281025.218750 Penalty: 2612.306641 Iteration 2F: 3 clusters Score -281025.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -281107.250000 Penalty: 2612.306641 Iteration 3Q: 3 clusters Score -281107.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -281162.812500 Penalty: 2612.306641 Iteration 4Q: 3 clusters Score -281162.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -281199.250000 Penalty: 2612.306641 Iteration 5Q: 3 clusters Score -281199.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -281232.843750 Penalty: 2612.306641 Iteration 6Q: 3 clusters Score -281232.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -281260.406250 Penalty: 2612.306641 Iteration 7Q: 3 clusters Score -281260.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -281286.000000 Penalty: 2612.306641 Iteration 8Q: 3 clusters Score -281286 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -281307.906250 Penalty: 2612.306641 Iteration 9Q: 3 clusters Score -281307.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -281329.375000 Penalty: 2612.306641 Iteration 10Q: 3 clusters Score -281329.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -281360.843750 Penalty: 2612.306641 Iteration 11Q: 3 clusters Score -281360.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -281391.125000 Penalty: 2612.306641 Iteration 12Q: 3 clusters Score -281391.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -281416.062500 Penalty: 2612.306641 Iteration 13Q: 3 clusters Score -281416.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -281444.437500 Penalty: 2612.306641 Iteration 14Q: 3 clusters Score -281444.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -281468.437500 Penalty: 2612.306641 Iteration 15Q: 3 clusters Score -281468.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -281493.500000 Penalty: 2612.306641 Iteration 16Q: 3 clusters Score -281493.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -281520.031250 Penalty: 2612.306641 Iteration 17Q: 3 clusters Score -281520 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -281544.093750 Penalty: 2612.306641 Iteration 18Q: 3 clusters Score -281544.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -281572.781250 Penalty: 2612.306641 Iteration 19Q: 3 clusters Score -281572.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -281609.437500 Penalty: 2612.306641 Iteration 20F: 3 clusters Score -281609.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -281647.781250 Penalty: 2612.306641 Iteration 21Q: 3 clusters Score -281647.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -281675.343750 Penalty: 2612.306641 Iteration 22Q: 3 clusters Score -281675.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -281707.843750 Penalty: 2612.306641 Iteration 23Q: 3 clusters Score -281707.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -281733.187500 Penalty: 2612.306641 Iteration 24Q: 3 clusters Score -281733.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -281762.250000 Penalty: 2612.306641 Iteration 25Q: 3 clusters Score -281762.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -281778.343750 Penalty: 2612.306641 Iteration 26Q: 3 clusters Score -281778.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -281793.906250 Penalty: 2612.306641 Iteration 27Q: 3 clusters Score -281793.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -281809.250000 Penalty: 2612.306641 Iteration 28Q: 3 clusters Score -281809.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -281825.906250 Penalty: 2612.306641 Iteration 29Q: 3 clusters Score -281825.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -281856.625000 Penalty: 2612.306641 Iteration 30Q: 3 clusters Score -281856.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -281878.718750 Penalty: 2612.306641 Iteration 31Q: 3 clusters Score -281878.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -281900.062500 Penalty: 2612.306641 Iteration 32Q: 3 clusters Score -281900.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -281910.750000 Penalty: 2612.306641 Iteration 33Q: 3 clusters Score -281910.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -281914.750000 Penalty: 2612.306641 Iteration 34Q: 3 clusters Score -281914.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -281919.937500 Penalty: 2612.306641 Iteration 35Q: 3 clusters Score -281919.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -281926.187500 Penalty: 2612.306641 Iteration 36Q: 3 clusters Score -281926.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -281930.093750 Penalty: 2612.306641 Iteration 37Q: 3 clusters Score -281930.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -281932.812500 Penalty: 2612.306641 Iteration 38Q: 3 clusters Score -281932.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -281933.125000 Penalty: 2612.306641 Iteration 39Q: 3 clusters Score -281933.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -281933.125000 Penalty: 2612.306641 Iteration 40F: 3 clusters Score -281933.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Entering Unmasked Estep Score: -99033.640625 Penalty: 1151.322998 Iteration 0F: 2 clusters Score -99033.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -97537.179688 Penalty: 2302.645996 Iteration 0F: 3 clusters Score -97537.18 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -97934.554688 Penalty: 2302.645996 Iteration 1F: 3 clusters Score -97934.55 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -98123.515625 Penalty: 2302.645996 Iteration 2F: 3 clusters Score -98123.52 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -98243.664062 Penalty: 2302.645996 Iteration 3F: 3 clusters Score -98243.66 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -98321.242188 Penalty: 2302.645996 Iteration 4Q: 3 clusters Score -98321.24 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -98370.007812 Penalty: 2302.645996 Iteration 5Q: 3 clusters Score -98370.01 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -98407.359375 Penalty: 2302.645996 Iteration 6Q: 3 clusters Score -98407.36 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -98437.390625 Penalty: 2302.645996 Iteration 7Q: 3 clusters Score -98437.39 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -98463.953125 Penalty: 2302.645996 Iteration 8Q: 3 clusters Score -98463.95 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -98480.109375 Penalty: 2302.645996 Iteration 9Q: 3 clusters Score -98480.11 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -98494.171875 Penalty: 2302.645996 Iteration 10Q: 3 clusters Score -98494.17 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -98511.679688 Penalty: 2302.645996 Iteration 11Q: 3 clusters Score -98511.68 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -98527.335938 Penalty: 2302.645996 Iteration 12Q: 3 clusters Score -98527.34 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -98548.421875 Penalty: 2302.645996 Iteration 13Q: 3 clusters Score -98548.42 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -98573.031250 Penalty: 2302.645996 Iteration 14Q: 3 clusters Score -98573.03 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -98603.531250 Penalty: 2302.645996 Iteration 15Q: 3 clusters Score -98603.53 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -98639.882812 Penalty: 2302.645996 Iteration 16Q: 3 clusters Score -98639.88 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -98659.226562 Penalty: 2302.645996 Iteration 17Q: 3 clusters Score -98659.23 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -98676.593750 Penalty: 2302.645996 Iteration 18Q: 3 clusters Score -98676.59 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -98704.484375 Penalty: 2302.645996 Iteration 19Q: 3 clusters Score -98704.48 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -98731.898438 Penalty: 2302.645996 Iteration 20F: 3 clusters Score -98731.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -98754.515625 Penalty: 2302.645996 Iteration 21Q: 3 clusters Score -98754.52 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -98768.820312 Penalty: 2302.645996 Iteration 22Q: 3 clusters Score -98768.82 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -98777.460938 Penalty: 2302.645996 Iteration 23Q: 3 clusters Score -98777.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -98780.523438 Penalty: 2302.645996 Iteration 24Q: 3 clusters Score -98780.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -98782.421875 Penalty: 2302.645996 Iteration 25Q: 3 clusters Score -98782.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -98782.953125 Penalty: 2302.645996 Iteration 26Q: 3 clusters Score -98782.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -98782.953125 Penalty: 2302.645996 Iteration 27F: 3 clusters Score -98782.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2760 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Entering Unmasked Estep Score: -260521.546875 Penalty: 1287.485229 Iteration 0F: 2 clusters Score -260521.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -257905.734375 Penalty: 2574.970459 Iteration 0F: 3 clusters Score -257905.7 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -258533.578125 Penalty: 2574.970459 Iteration 1F: 3 clusters Score -258533.6 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -258676.578125 Penalty: 2574.970459 Iteration 2F: 3 clusters Score -258676.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -258775.156250 Penalty: 2574.970459 Iteration 3F: 3 clusters Score -258775.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -258859.531250 Penalty: 2574.970459 Iteration 4Q: 3 clusters Score -258859.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -258931.453125 Penalty: 2574.970459 Iteration 5Q: 3 clusters Score -258931.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -259002.421875 Penalty: 2574.970459 Iteration 6Q: 3 clusters Score -259002.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -259077.062500 Penalty: 2574.970459 Iteration 7Q: 3 clusters Score -259077.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -259137.656250 Penalty: 2574.970459 Iteration 8Q: 3 clusters Score -259137.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -259188.687500 Penalty: 2574.970459 Iteration 9Q: 3 clusters Score -259188.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -259234.562500 Penalty: 2574.970459 Iteration 10Q: 3 clusters Score -259234.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -259293.250000 Penalty: 2574.970459 Iteration 11Q: 3 clusters Score -259293.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -259346.437500 Penalty: 2574.970459 Iteration 12Q: 3 clusters Score -259346.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -259412.640625 Penalty: 2574.970459 Iteration 13Q: 3 clusters Score -259412.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -259491.828125 Penalty: 2574.970459 Iteration 14Q: 3 clusters Score -259491.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -259592.859375 Penalty: 2574.970459 Iteration 15Q: 3 clusters Score -259592.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -259679.296875 Penalty: 2574.970459 Iteration 16Q: 3 clusters Score -259679.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -259770.484375 Penalty: 2574.970459 Iteration 17Q: 3 clusters Score -259770.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -259856.484375 Penalty: 2574.970459 Iteration 18Q: 3 clusters Score -259856.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -259935.343750 Penalty: 2574.970459 Iteration 19Q: 3 clusters Score -259935.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -260040.093750 Penalty: 2574.970459 Iteration 20F: 3 clusters Score -260040.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -260156.125000 Penalty: 2574.970459 Iteration 21Q: 3 clusters Score -260156.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -260305.828125 Penalty: 2574.970459 Iteration 22Q: 3 clusters Score -260305.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -260419.203125 Penalty: 2574.970459 Iteration 23Q: 3 clusters Score -260419.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -260482.609375 Penalty: 2574.970459 Iteration 24Q: 3 clusters Score -260482.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -260522.718750 Penalty: 2574.970459 Iteration 25Q: 3 clusters Score -260522.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -260550.906250 Penalty: 2574.970459 Iteration 26Q: 3 clusters Score -260550.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -260578.750000 Penalty: 2574.970459 Iteration 27Q: 3 clusters Score -260578.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -260590.781250 Penalty: 2574.970459 Iteration 28Q: 3 clusters Score -260590.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -260600.312500 Penalty: 2574.970459 Iteration 29Q: 3 clusters Score -260600.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -260606.046875 Penalty: 2574.970459 Iteration 30Q: 3 clusters Score -260606 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -260610.312500 Penalty: 2574.970459 Iteration 31Q: 3 clusters Score -260610.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -260612.093750 Penalty: 2574.970459 Iteration 32Q: 3 clusters Score -260612.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -260612.640625 Penalty: 2574.970459 Iteration 33Q: 3 clusters Score -260612.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -260612.640625 Penalty: 2574.970459 Iteration 34F: 3 clusters Score -260612.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 1194 members Mstep: Class 3 contains 1329 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 5283 members Mstep: Class 6 contains 12506 members Mstep: Class 7 contains 3555 members Mstep: Class 8 contains 3326 members Mstep: Class 10 contains 12386 members Mstep: Class 11 contains 3743 members Mstep: Class 12 contains 2643 members Mstep: Class 14 contains 3054 members Mstep: Class 15 contains 1544 members Mstep: Class 16 contains 1171 members Mstep: Class 17 contains 3149 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 9041 members Mstep: Class 20 contains 8630 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 791 members Entering Unmasked Estep Score: -7236966.000000 Penalty: 36663.964844 Splitting cluster 3 changes total score from -7237425.000000 to -7236966.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (5283 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5283 members Entering Unmasked Estep Score: -491548.093750 Penalty: 1392.990479 Iteration 0F: 2 clusters Score -491548.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -487387.531250 Penalty: 2785.980957 Iteration 0F: 3 clusters Score -487387.5 nChanged 2116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -488545.281250 Penalty: 2785.980957 Iteration 1F: 3 clusters Score -488545.3 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -488759.312500 Penalty: 2785.980957 Iteration 2F: 3 clusters Score -488759.3 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -488889.687500 Penalty: 2785.980957 Iteration 3Q: 3 clusters Score -488889.7 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -488998.531250 Penalty: 2785.980957 Iteration 4Q: 3 clusters Score -488998.5 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -489104.437500 Penalty: 2785.980957 Iteration 5Q: 3 clusters Score -489104.4 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -489209.625000 Penalty: 2785.980957 Iteration 6Q: 3 clusters Score -489209.6 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -489310.218750 Penalty: 2785.980957 Iteration 7Q: 3 clusters Score -489310.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -489418.000000 Penalty: 2785.980957 Iteration 8Q: 3 clusters Score -489418 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -489517.281250 Penalty: 2785.980957 Iteration 9Q: 3 clusters Score -489517.3 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -489647.812500 Penalty: 2785.980957 Iteration 10Q: 3 clusters Score -489647.8 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -489783.750000 Penalty: 2785.980957 Iteration 11Q: 3 clusters Score -489783.8 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -489893.156250 Penalty: 2785.980957 Iteration 12Q: 3 clusters Score -489893.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -489961.718750 Penalty: 2785.980957 Iteration 13Q: 3 clusters Score -489961.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -490018.437500 Penalty: 2785.980957 Iteration 14Q: 3 clusters Score -490018.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -490054.062500 Penalty: 2785.980957 Iteration 15Q: 3 clusters Score -490054.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -490082.187500 Penalty: 2785.980957 Iteration 16Q: 3 clusters Score -490082.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -490097.406250 Penalty: 2785.980957 Iteration 17Q: 3 clusters Score -490097.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -490117.468750 Penalty: 2785.980957 Iteration 18Q: 3 clusters Score -490117.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -490131.531250 Penalty: 2785.980957 Iteration 19Q: 3 clusters Score -490131.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 4186 members Entering Unmasked Estep Score: -490150.062500 Penalty: 2785.980957 Iteration 20F: 3 clusters Score -490150.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -490164.875000 Penalty: 2785.980957 Iteration 21Q: 3 clusters Score -490164.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -490180.906250 Penalty: 2785.980957 Iteration 22Q: 3 clusters Score -490180.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -490195.375000 Penalty: 2785.980957 Iteration 23Q: 3 clusters Score -490195.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 4306 members Entering Unmasked Estep Score: -490203.500000 Penalty: 2785.980957 Iteration 24Q: 3 clusters Score -490203.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -490208.093750 Penalty: 2785.980957 Iteration 25Q: 3 clusters Score -490208.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -490210.218750 Penalty: 2785.980957 Iteration 26Q: 3 clusters Score -490210.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -490217.312500 Penalty: 2785.980957 Iteration 27Q: 3 clusters Score -490217.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -490220.937500 Penalty: 2785.980957 Iteration 28Q: 3 clusters Score -490220.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -490226.343750 Penalty: 2785.980957 Iteration 29Q: 3 clusters Score -490226.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -490232.093750 Penalty: 2785.980957 Iteration 30Q: 3 clusters Score -490232.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -490242.437500 Penalty: 2785.980957 Iteration 31Q: 3 clusters Score -490242.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -490255.156250 Penalty: 2785.980957 Iteration 32Q: 3 clusters Score -490255.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -490265.968750 Penalty: 2785.980957 Iteration 33Q: 3 clusters Score -490266 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -490276.656250 Penalty: 2785.980957 Iteration 34Q: 3 clusters Score -490276.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -490284.031250 Penalty: 2785.980957 Iteration 35Q: 3 clusters Score -490284 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -490290.656250 Penalty: 2785.980957 Iteration 36Q: 3 clusters Score -490290.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -490294.687500 Penalty: 2785.980957 Iteration 37Q: 3 clusters Score -490294.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -490299.968750 Penalty: 2785.980957 Iteration 38Q: 3 clusters Score -490300 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 4508 members Entering Unmasked Estep Score: -490305.437500 Penalty: 2785.980957 Iteration 39Q: 3 clusters Score -490305.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -490308.437500 Penalty: 2785.980957 Iteration 40F: 3 clusters Score -490308.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -490310.906250 Penalty: 2785.980957 Iteration 41Q: 3 clusters Score -490310.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -490311.562500 Penalty: 2785.980957 Iteration 42Q: 3 clusters Score -490311.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -490313.250000 Penalty: 2785.980957 Iteration 43Q: 3 clusters Score -490313.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -490314.468750 Penalty: 2785.980957 Iteration 44Q: 3 clusters Score -490314.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -490317.843750 Penalty: 2785.980957 Iteration 45Q: 3 clusters Score -490317.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -490321.000000 Penalty: 2785.980957 Iteration 46Q: 3 clusters Score -490321 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -490323.031250 Penalty: 2785.980957 Iteration 47Q: 3 clusters Score -490323 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 4547 members Entering Unmasked Estep Score: -490323.218750 Penalty: 2785.980957 Iteration 48Q: 3 clusters Score -490323.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -490323.718750 Penalty: 2785.980957 Iteration 49Q: 3 clusters Score -490323.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -490323.718750 Penalty: 2785.980957 Iteration 50F: 3 clusters Score -490323.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (12506 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12506 members Entering Unmasked Estep Score: -1205718.250000 Penalty: 1533.019165 Iteration 0F: 2 clusters Score -1205718 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6252 members Mstep: Class 2 contains 6254 members Entering Unmasked Estep Score: -1196933.250000 Penalty: 3066.038330 Iteration 0F: 3 clusters Score -1196933 nChanged 5503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 6307 members Entering Unmasked Estep Score: -1199850.875000 Penalty: 3066.038330 Iteration 1F: 3 clusters Score -1199851 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -1200122.625000 Penalty: 3066.038330 Iteration 2F: 3 clusters Score -1200123 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5961 members Mstep: Class 2 contains 6545 members Entering Unmasked Estep Score: -1200371.625000 Penalty: 3066.038330 Iteration 3Q: 3 clusters Score -1200372 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5747 members Mstep: Class 2 contains 6759 members Entering Unmasked Estep Score: -1200612.750000 Penalty: 3066.038330 Iteration 4Q: 3 clusters Score -1200613 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5475 members Mstep: Class 2 contains 7031 members Entering Unmasked Estep Score: -1200853.375000 Penalty: 3066.038330 Iteration 5Q: 3 clusters Score -1200853 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 7321 members Entering Unmasked Estep Score: -1201130.125000 Penalty: 3066.038330 Iteration 6Q: 3 clusters Score -1201130 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 7680 members Entering Unmasked Estep Score: -1201459.375000 Penalty: 3066.038330 Iteration 7Q: 3 clusters Score -1201459 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 8099 members Entering Unmasked Estep Score: -1201862.750000 Penalty: 3066.038330 Iteration 8F: 3 clusters Score -1201863 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 8533 members Entering Unmasked Estep Score: -1202283.750000 Penalty: 3066.038330 Iteration 9F: 3 clusters Score -1202284 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 8970 members Entering Unmasked Estep Score: -1202664.000000 Penalty: 3066.038330 Iteration 10Q: 3 clusters Score -1202664 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 9395 members Entering Unmasked Estep Score: -1203030.750000 Penalty: 3066.038330 Iteration 11Q: 3 clusters Score -1203031 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 9742 members Entering Unmasked Estep Score: -1203306.000000 Penalty: 3066.038330 Iteration 12Q: 3 clusters Score -1203306 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 10031 members Entering Unmasked Estep Score: -1203528.375000 Penalty: 3066.038330 Iteration 13Q: 3 clusters Score -1203528 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 10285 members Entering Unmasked Estep Score: -1203692.625000 Penalty: 3066.038330 Iteration 14Q: 3 clusters Score -1203693 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 10505 members Entering Unmasked Estep Score: -1203813.875000 Penalty: 3066.038330 Iteration 15Q: 3 clusters Score -1203814 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 10651 members Entering Unmasked Estep Score: -1203891.625000 Penalty: 3066.038330 Iteration 16Q: 3 clusters Score -1203892 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 10774 members Entering Unmasked Estep Score: -1203949.625000 Penalty: 3066.038330 Iteration 17Q: 3 clusters Score -1203950 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 10876 members Entering Unmasked Estep Score: -1203993.125000 Penalty: 3066.038330 Iteration 18Q: 3 clusters Score -1203993 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 10959 members Entering Unmasked Estep Score: -1204030.000000 Penalty: 3066.038330 Iteration 19Q: 3 clusters Score -1204030 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 11034 members Entering Unmasked Estep Score: -1204064.500000 Penalty: 3066.038330 Iteration 20F: 3 clusters Score -1204064 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 11110 members Entering Unmasked Estep Score: -1204101.500000 Penalty: 3066.038330 Iteration 21Q: 3 clusters Score -1204102 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 11179 members Entering Unmasked Estep Score: -1204135.000000 Penalty: 3066.038330 Iteration 22Q: 3 clusters Score -1204135 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 11236 members Entering Unmasked Estep Score: -1204159.250000 Penalty: 3066.038330 Iteration 23Q: 3 clusters Score -1204159 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 11290 members Entering Unmasked Estep Score: -1204192.250000 Penalty: 3066.038330 Iteration 24Q: 3 clusters Score -1204192 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 11338 members Entering Unmasked Estep Score: -1204212.000000 Penalty: 3066.038330 Iteration 25Q: 3 clusters Score -1204212 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 11381 members Entering Unmasked Estep Score: -1204230.875000 Penalty: 3066.038330 Iteration 26Q: 3 clusters Score -1204231 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 11428 members Entering Unmasked Estep Score: -1204245.500000 Penalty: 3066.038330 Iteration 27Q: 3 clusters Score -1204246 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 11465 members Entering Unmasked Estep Score: -1204254.375000 Penalty: 3066.038330 Iteration 28Q: 3 clusters Score -1204254 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 11498 members Entering Unmasked Estep Score: -1204269.375000 Penalty: 3066.038330 Iteration 29Q: 3 clusters Score -1204269 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 11529 members Entering Unmasked Estep Score: -1204286.875000 Penalty: 3066.038330 Iteration 30Q: 3 clusters Score -1204287 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 11558 members Entering Unmasked Estep Score: -1204294.750000 Penalty: 3066.038330 Iteration 31Q: 3 clusters Score -1204295 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 11588 members Entering Unmasked Estep Score: -1204309.375000 Penalty: 3066.038330 Iteration 32Q: 3 clusters Score -1204309 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 11615 members Entering Unmasked Estep Score: -1204321.500000 Penalty: 3066.038330 Iteration 33Q: 3 clusters Score -1204322 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 11642 members Entering Unmasked Estep Score: -1204332.125000 Penalty: 3066.038330 Iteration 34Q: 3 clusters Score -1204332 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 11658 members Entering Unmasked Estep Score: -1204338.875000 Penalty: 3066.038330 Iteration 35Q: 3 clusters Score -1204339 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 11681 members Entering Unmasked Estep Score: -1204345.750000 Penalty: 3066.038330 Iteration 36Q: 3 clusters Score -1204346 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 11694 members Entering Unmasked Estep Score: -1204352.125000 Penalty: 3066.038330 Iteration 37Q: 3 clusters Score -1204352 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 11708 members Entering Unmasked Estep Score: -1204355.750000 Penalty: 3066.038330 Iteration 38Q: 3 clusters Score -1204356 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 11718 members Entering Unmasked Estep Score: -1204361.500000 Penalty: 3066.038330 Iteration 39Q: 3 clusters Score -1204362 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 11730 members Entering Unmasked Estep Score: -1204363.625000 Penalty: 3066.038330 Iteration 40F: 3 clusters Score -1204364 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 11740 members Entering Unmasked Estep Score: -1204367.000000 Penalty: 3066.038330 Iteration 41Q: 3 clusters Score -1204367 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 11746 members Entering Unmasked Estep Score: -1204369.500000 Penalty: 3066.038330 Iteration 42Q: 3 clusters Score -1204370 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 11751 members Entering Unmasked Estep Score: -1204370.625000 Penalty: 3066.038330 Iteration 43Q: 3 clusters Score -1204371 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 11757 members Entering Unmasked Estep Score: -1204375.875000 Penalty: 3066.038330 Iteration 44Q: 3 clusters Score -1204376 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 11764 members Entering Unmasked Estep Score: -1204377.375000 Penalty: 3066.038330 Iteration 45Q: 3 clusters Score -1204377 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 11768 members Entering Unmasked Estep Score: -1204380.750000 Penalty: 3066.038330 Iteration 46Q: 3 clusters Score -1204381 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 11773 members Entering Unmasked Estep Score: -1204384.000000 Penalty: 3066.038330 Iteration 47Q: 3 clusters Score -1204384 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 11775 members Entering Unmasked Estep Score: -1204386.125000 Penalty: 3066.038330 Iteration 48Q: 3 clusters Score -1204386 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 11776 members Entering Unmasked Estep Score: -1204386.750000 Penalty: 3066.038330 Iteration 49Q: 3 clusters Score -1204387 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 11776 members Entering Unmasked Estep Score: -1204386.750000 Penalty: 3066.038330 Iteration 50F: 3 clusters Score -1204387 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3555 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Entering Unmasked Estep Score: -324061.750000 Penalty: 1328.617920 Iteration 0F: 2 clusters Score -324061.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -321037.406250 Penalty: 2657.235840 Iteration 0F: 3 clusters Score -321037.4 nChanged 1363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -321895.812500 Penalty: 2657.235840 Iteration 1F: 3 clusters Score -321895.8 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -322163.718750 Penalty: 2657.235840 Iteration 2F: 3 clusters Score -322163.7 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -322411.250000 Penalty: 2657.235840 Iteration 3F: 3 clusters Score -322411.2 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -322669.562500 Penalty: 2657.235840 Iteration 4F: 3 clusters Score -322669.6 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -322993.625000 Penalty: 2657.235840 Iteration 5F: 3 clusters Score -322993.6 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -323334.312500 Penalty: 2657.235840 Iteration 6F: 3 clusters Score -323334.3 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -323574.656250 Penalty: 2657.235840 Iteration 7F: 3 clusters Score -323574.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -323718.937500 Penalty: 2657.235840 Iteration 8Q: 3 clusters Score -323718.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -323792.562500 Penalty: 2657.235840 Iteration 9Q: 3 clusters Score -323792.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -323872.562500 Penalty: 2657.235840 Iteration 10Q: 3 clusters Score -323872.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -323933.875000 Penalty: 2657.235840 Iteration 11Q: 3 clusters Score -323933.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -323973.937500 Penalty: 2657.235840 Iteration 12Q: 3 clusters Score -323973.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -324006.500000 Penalty: 2657.235840 Iteration 13Q: 3 clusters Score -324006.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -324029.406250 Penalty: 2657.235840 Iteration 14Q: 3 clusters Score -324029.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -324053.875000 Penalty: 2657.235840 Iteration 15Q: 3 clusters Score -324053.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -324079.281250 Penalty: 2657.235840 Iteration 16Q: 3 clusters Score -324079.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -324105.875000 Penalty: 2657.235840 Iteration 17Q: 3 clusters Score -324105.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -324118.562500 Penalty: 2657.235840 Iteration 18Q: 3 clusters Score -324118.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -324126.812500 Penalty: 2657.235840 Iteration 19Q: 3 clusters Score -324126.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -324135.343750 Penalty: 2657.235840 Iteration 20F: 3 clusters Score -324135.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -324143.625000 Penalty: 2657.235840 Iteration 21Q: 3 clusters Score -324143.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -324147.312500 Penalty: 2657.235840 Iteration 22Q: 3 clusters Score -324147.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -324149.093750 Penalty: 2657.235840 Iteration 23Q: 3 clusters Score -324149.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -324149.312500 Penalty: 2657.235840 Iteration 24Q: 3 clusters Score -324149.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -324150.468750 Penalty: 2657.235840 Iteration 25Q: 3 clusters Score -324150.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -324151.000000 Penalty: 2657.235840 Iteration 26Q: 3 clusters Score -324151 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -324151.531250 Penalty: 2657.235840 Iteration 27Q: 3 clusters Score -324151.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -324151.687500 Penalty: 2657.235840 Iteration 28Q: 3 clusters Score -324151.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -324151.156250 Penalty: 2657.235840 Iteration 29Q: 3 clusters Score -324151.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -324151.156250 Penalty: 2657.235840 Iteration 30F: 3 clusters Score -324151.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 1194 members Mstep: Class 3 contains 2760 members Mstep: Class 4 contains 1587 members Mstep: Class 5 contains 5283 members Mstep: Class 6 contains 12506 members Mstep: Class 7 contains 1968 members Mstep: Class 8 contains 3326 members Mstep: Class 10 contains 12386 members Mstep: Class 11 contains 3743 members Mstep: Class 12 contains 2643 members Mstep: Class 14 contains 3054 members Mstep: Class 15 contains 1544 members Mstep: Class 16 contains 1171 members Mstep: Class 17 contains 3149 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 9041 members Mstep: Class 20 contains 8630 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 791 members Entering Unmasked Estep Score: -7237021.500000 Penalty: 36663.964844 Splitting cluster 7 changes total score from -7237425.000000 to -7237021.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (3326 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Entering Unmasked Estep Score: -311259.906250 Penalty: 1317.797974 Iteration 0F: 2 clusters Score -311259.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -308385.187500 Penalty: 2635.595947 Iteration 0F: 3 clusters Score -308385.2 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -309158.281250 Penalty: 2635.595947 Iteration 1F: 3 clusters Score -309158.3 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -309398.625000 Penalty: 2635.595947 Iteration 2F: 3 clusters Score -309398.6 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -309656.375000 Penalty: 2635.595947 Iteration 3F: 3 clusters Score -309656.4 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -310010.250000 Penalty: 2635.595947 Iteration 4F: 3 clusters Score -310010.2 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -310334.187500 Penalty: 2635.595947 Iteration 5F: 3 clusters Score -310334.2 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -310611.531250 Penalty: 2635.595947 Iteration 6F: 3 clusters Score -310611.5 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -310817.500000 Penalty: 2635.595947 Iteration 7F: 3 clusters Score -310817.5 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -310991.125000 Penalty: 2635.595947 Iteration 8Q: 3 clusters Score -310991.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -311133.437500 Penalty: 2635.595947 Iteration 9Q: 3 clusters Score -311133.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -311273.718750 Penalty: 2635.595947 Iteration 10Q: 3 clusters Score -311273.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -311379.562500 Penalty: 2635.595947 Iteration 11Q: 3 clusters Score -311379.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -311448.281250 Penalty: 2635.595947 Iteration 12Q: 3 clusters Score -311448.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -311503.187500 Penalty: 2635.595947 Iteration 13Q: 3 clusters Score -311503.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -311552.406250 Penalty: 2635.595947 Iteration 14Q: 3 clusters Score -311552.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -311588.437500 Penalty: 2635.595947 Iteration 15Q: 3 clusters Score -311588.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -311609.625000 Penalty: 2635.595947 Iteration 16Q: 3 clusters Score -311609.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -311619.062500 Penalty: 2635.595947 Iteration 17Q: 3 clusters Score -311619.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -311623.468750 Penalty: 2635.595947 Iteration 18Q: 3 clusters Score -311623.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -311627.718750 Penalty: 2635.595947 Iteration 19Q: 3 clusters Score -311627.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -311630.187500 Penalty: 2635.595947 Iteration 20F: 3 clusters Score -311630.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -311633.750000 Penalty: 2635.595947 Iteration 21Q: 3 clusters Score -311633.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -311635.468750 Penalty: 2635.595947 Iteration 22Q: 3 clusters Score -311635.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -311636.750000 Penalty: 2635.595947 Iteration 23Q: 3 clusters Score -311636.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -311636.437500 Penalty: 2635.595947 Iteration 24Q: 3 clusters Score -311636.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -311637.031250 Penalty: 2635.595947 Iteration 25Q: 3 clusters Score -311637 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -311636.843750 Penalty: 2635.595947 Iteration 26Q: 3 clusters Score -311636.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -311636.843750 Penalty: 2635.595947 Iteration 27F: 3 clusters Score -311636.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 1194 members Mstep: Class 3 contains 2760 members Mstep: Class 4 contains 1160 members Mstep: Class 5 contains 5283 members Mstep: Class 6 contains 12506 members Mstep: Class 7 contains 3555 members Mstep: Class 8 contains 2166 members Mstep: Class 10 contains 12386 members Mstep: Class 11 contains 3743 members Mstep: Class 12 contains 2643 members Mstep: Class 14 contains 3054 members Mstep: Class 15 contains 1544 members Mstep: Class 16 contains 1171 members Mstep: Class 17 contains 3149 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 9041 members Mstep: Class 20 contains 8630 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 791 members Entering Unmasked Estep Score: -7237261.000000 Penalty: 36663.964844 Splitting cluster 8 changes total score from -7237425.000000 to -7237261.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (12386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12386 members Entering Unmasked Estep Score: -1158288.875000 Penalty: 1531.452393 Iteration 0F: 2 clusters Score -1158289 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6181 members Mstep: Class 2 contains 6205 members Entering Unmasked Estep Score: -1149582.500000 Penalty: 3062.904785 Iteration 0F: 3 clusters Score -1149582 nChanged 5391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5992 members Mstep: Class 2 contains 6394 members Entering Unmasked Estep Score: -1152383.000000 Penalty: 3062.904785 Iteration 1F: 3 clusters Score -1152383 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 6519 members Entering Unmasked Estep Score: -1152703.250000 Penalty: 3062.904785 Iteration 2F: 3 clusters Score -1152703 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5738 members Mstep: Class 2 contains 6648 members Entering Unmasked Estep Score: -1152986.375000 Penalty: 3062.904785 Iteration 3F: 3 clusters Score -1152986 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 6799 members Entering Unmasked Estep Score: -1153226.125000 Penalty: 3062.904785 Iteration 4Q: 3 clusters Score -1153226 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5430 members Mstep: Class 2 contains 6956 members Entering Unmasked Estep Score: -1153480.500000 Penalty: 3062.904785 Iteration 5Q: 3 clusters Score -1153480 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5217 members Mstep: Class 2 contains 7169 members Entering Unmasked Estep Score: -1153735.875000 Penalty: 3062.904785 Iteration 6Q: 3 clusters Score -1153736 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 7388 members Entering Unmasked Estep Score: -1153958.125000 Penalty: 3062.904785 Iteration 7Q: 3 clusters Score -1153958 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 7637 members Entering Unmasked Estep Score: -1154185.125000 Penalty: 3062.904785 Iteration 8Q: 3 clusters Score -1154185 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 7942 members Entering Unmasked Estep Score: -1154411.250000 Penalty: 3062.904785 Iteration 9Q: 3 clusters Score -1154411 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 8302 members Entering Unmasked Estep Score: -1154649.875000 Penalty: 3062.904785 Iteration 10Q: 3 clusters Score -1154650 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 8675 members Entering Unmasked Estep Score: -1154916.375000 Penalty: 3062.904785 Iteration 11Q: 3 clusters Score -1154916 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 9054 members Entering Unmasked Estep Score: -1155193.500000 Penalty: 3062.904785 Iteration 12Q: 3 clusters Score -1155194 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 9423 members Entering Unmasked Estep Score: -1155474.875000 Penalty: 3062.904785 Iteration 13Q: 3 clusters Score -1155475 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 9796 members Entering Unmasked Estep Score: -1155810.875000 Penalty: 3062.904785 Iteration 14Q: 3 clusters Score -1155811 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 10126 members Entering Unmasked Estep Score: -1156099.875000 Penalty: 3062.904785 Iteration 15Q: 3 clusters Score -1156100 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 10402 members Entering Unmasked Estep Score: -1156339.875000 Penalty: 3062.904785 Iteration 16Q: 3 clusters Score -1156340 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 10608 members Entering Unmasked Estep Score: -1156512.375000 Penalty: 3062.904785 Iteration 17Q: 3 clusters Score -1156512 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 10779 members Entering Unmasked Estep Score: -1156660.750000 Penalty: 3062.904785 Iteration 18Q: 3 clusters Score -1156661 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 10899 members Entering Unmasked Estep Score: -1156759.375000 Penalty: 3062.904785 Iteration 19Q: 3 clusters Score -1156759 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 10991 members Entering Unmasked Estep Score: -1156829.500000 Penalty: 3062.904785 Iteration 20F: 3 clusters Score -1156830 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 11072 members Entering Unmasked Estep Score: -1156886.500000 Penalty: 3062.904785 Iteration 21Q: 3 clusters Score -1156886 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 11132 members Entering Unmasked Estep Score: -1156922.875000 Penalty: 3062.904785 Iteration 22Q: 3 clusters Score -1156923 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 11185 members Entering Unmasked Estep Score: -1156954.625000 Penalty: 3062.904785 Iteration 23Q: 3 clusters Score -1156955 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 11230 members Entering Unmasked Estep Score: -1156977.375000 Penalty: 3062.904785 Iteration 24Q: 3 clusters Score -1156977 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 11273 members Entering Unmasked Estep Score: -1157001.875000 Penalty: 3062.904785 Iteration 25Q: 3 clusters Score -1157002 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 11301 members Entering Unmasked Estep Score: -1157018.250000 Penalty: 3062.904785 Iteration 26Q: 3 clusters Score -1157018 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 11337 members Entering Unmasked Estep Score: -1157034.875000 Penalty: 3062.904785 Iteration 27Q: 3 clusters Score -1157035 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 11363 members Entering Unmasked Estep Score: -1157044.625000 Penalty: 3062.904785 Iteration 28Q: 3 clusters Score -1157045 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 11392 members Entering Unmasked Estep Score: -1157051.500000 Penalty: 3062.904785 Iteration 29Q: 3 clusters Score -1157052 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 11415 members Entering Unmasked Estep Score: -1157060.125000 Penalty: 3062.904785 Iteration 30Q: 3 clusters Score -1157060 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 11436 members Entering Unmasked Estep Score: -1157071.500000 Penalty: 3062.904785 Iteration 31Q: 3 clusters Score -1157072 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 11448 members Entering Unmasked Estep Score: -1157075.750000 Penalty: 3062.904785 Iteration 32Q: 3 clusters Score -1157076 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 11457 members Entering Unmasked Estep Score: -1157084.375000 Penalty: 3062.904785 Iteration 33Q: 3 clusters Score -1157084 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 11468 members Entering Unmasked Estep Score: -1157089.875000 Penalty: 3062.904785 Iteration 34Q: 3 clusters Score -1157090 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 11484 members Entering Unmasked Estep Score: -1157095.250000 Penalty: 3062.904785 Iteration 35Q: 3 clusters Score -1157095 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 11492 members Entering Unmasked Estep Score: -1157100.250000 Penalty: 3062.904785 Iteration 36Q: 3 clusters Score -1157100 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 11498 members Entering Unmasked Estep Score: -1157106.125000 Penalty: 3062.904785 Iteration 37Q: 3 clusters Score -1157106 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 11499 members Entering Unmasked Estep Score: -1157107.000000 Penalty: 3062.904785 Iteration 38Q: 3 clusters Score -1157107 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 11500 members Entering Unmasked Estep Score: -1157107.375000 Penalty: 3062.904785 Iteration 39Q: 3 clusters Score -1157107 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 11502 members Entering Unmasked Estep Score: -1157108.625000 Penalty: 3062.904785 Iteration 40F: 3 clusters Score -1157109 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 11504 members Entering Unmasked Estep Score: -1157107.625000 Penalty: 3062.904785 Iteration 41Q: 3 clusters Score -1157108 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 11504 members Entering Unmasked Estep Score: -1157107.625000 Penalty: 3062.904785 Iteration 42F: 3 clusters Score -1157108 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3743 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Entering Unmasked Estep Score: -355544.093750 Penalty: 1336.991943 Iteration 0F: 2 clusters Score -355544.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -352308.656250 Penalty: 2673.983887 Iteration 0F: 3 clusters Score -352308.7 nChanged 1510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -353152.750000 Penalty: 2673.983887 Iteration 1F: 3 clusters Score -353152.8 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -353347.000000 Penalty: 2673.983887 Iteration 2F: 3 clusters Score -353347 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -353529.468750 Penalty: 2673.983887 Iteration 3F: 3 clusters Score -353529.5 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -353767.031250 Penalty: 2673.983887 Iteration 4F: 3 clusters Score -353767 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -354105.500000 Penalty: 2673.983887 Iteration 5F: 3 clusters Score -354105.5 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -354392.406250 Penalty: 2673.983887 Iteration 6F: 3 clusters Score -354392.4 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -354641.031250 Penalty: 2673.983887 Iteration 7F: 3 clusters Score -354641 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -354871.687500 Penalty: 2673.983887 Iteration 8F: 3 clusters Score -354871.7 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -355096.375000 Penalty: 2673.983887 Iteration 9F: 3 clusters Score -355096.4 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -355302.093750 Penalty: 2673.983887 Iteration 10Q: 3 clusters Score -355302.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -355430.531250 Penalty: 2673.983887 Iteration 11Q: 3 clusters Score -355430.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -355543.156250 Penalty: 2673.983887 Iteration 12Q: 3 clusters Score -355543.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -355619.406250 Penalty: 2673.983887 Iteration 13Q: 3 clusters Score -355619.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -355675.375000 Penalty: 2673.983887 Iteration 14Q: 3 clusters Score -355675.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -355708.406250 Penalty: 2673.983887 Iteration 15Q: 3 clusters Score -355708.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -355725.875000 Penalty: 2673.983887 Iteration 16Q: 3 clusters Score -355725.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -355738.906250 Penalty: 2673.983887 Iteration 17Q: 3 clusters Score -355738.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -355750.843750 Penalty: 2673.983887 Iteration 18Q: 3 clusters Score -355750.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -355763.156250 Penalty: 2673.983887 Iteration 19Q: 3 clusters Score -355763.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -355772.000000 Penalty: 2673.983887 Iteration 20F: 3 clusters Score -355772 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -355772.906250 Penalty: 2673.983887 Iteration 21Q: 3 clusters Score -355772.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -355772.906250 Penalty: 2673.983887 Iteration 22F: 3 clusters Score -355772.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 1194 members Mstep: Class 3 contains 2760 members Mstep: Class 4 contains 3117 members Mstep: Class 5 contains 5283 members Mstep: Class 6 contains 12506 members Mstep: Class 7 contains 3555 members Mstep: Class 8 contains 3326 members Mstep: Class 10 contains 12386 members Mstep: Class 11 contains 626 members Mstep: Class 12 contains 2643 members Mstep: Class 14 contains 3054 members Mstep: Class 15 contains 1544 members Mstep: Class 16 contains 1171 members Mstep: Class 17 contains 3149 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 9041 members Mstep: Class 20 contains 8630 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 791 members Entering Unmasked Estep Score: -7237166.500000 Penalty: 36663.964844 Splitting cluster 11 changes total score from -7237425.000000 to -7237166.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (2643 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Entering Unmasked Estep Score: -252187.140625 Penalty: 1280.446411 Iteration 0F: 2 clusters Score -252187.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -249684.578125 Penalty: 2560.892822 Iteration 0F: 3 clusters Score -249684.6 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -250232.656250 Penalty: 2560.892822 Iteration 1F: 3 clusters Score -250232.7 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -250355.281250 Penalty: 2560.892822 Iteration 2F: 3 clusters Score -250355.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -250417.625000 Penalty: 2560.892822 Iteration 3Q: 3 clusters Score -250417.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -250460.031250 Penalty: 2560.892822 Iteration 4Q: 3 clusters Score -250460 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -250505.421875 Penalty: 2560.892822 Iteration 5Q: 3 clusters Score -250505.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -250546.546875 Penalty: 2560.892822 Iteration 6Q: 3 clusters Score -250546.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -250573.687500 Penalty: 2560.892822 Iteration 7Q: 3 clusters Score -250573.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -250610.625000 Penalty: 2560.892822 Iteration 8Q: 3 clusters Score -250610.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -250647.453125 Penalty: 2560.892822 Iteration 9Q: 3 clusters Score -250647.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -250678.328125 Penalty: 2560.892822 Iteration 10Q: 3 clusters Score -250678.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -250714.593750 Penalty: 2560.892822 Iteration 11Q: 3 clusters Score -250714.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -250753.078125 Penalty: 2560.892822 Iteration 12Q: 3 clusters Score -250753.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -250786.359375 Penalty: 2560.892822 Iteration 13Q: 3 clusters Score -250786.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -250831.703125 Penalty: 2560.892822 Iteration 14Q: 3 clusters Score -250831.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -250879.328125 Penalty: 2560.892822 Iteration 15Q: 3 clusters Score -250879.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -250904.468750 Penalty: 2560.892822 Iteration 16Q: 3 clusters Score -250904.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -250928.812500 Penalty: 2560.892822 Iteration 17Q: 3 clusters Score -250928.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -250952.250000 Penalty: 2560.892822 Iteration 18Q: 3 clusters Score -250952.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -250975.265625 Penalty: 2560.892822 Iteration 19Q: 3 clusters Score -250975.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -250998.750000 Penalty: 2560.892822 Iteration 20F: 3 clusters Score -250998.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -251028.125000 Penalty: 2560.892822 Iteration 21Q: 3 clusters Score -251028.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -251059.906250 Penalty: 2560.892822 Iteration 22Q: 3 clusters Score -251059.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -251085.812500 Penalty: 2560.892822 Iteration 23Q: 3 clusters Score -251085.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -251101.609375 Penalty: 2560.892822 Iteration 24Q: 3 clusters Score -251101.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -251112.546875 Penalty: 2560.892822 Iteration 25Q: 3 clusters Score -251112.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -251118.937500 Penalty: 2560.892822 Iteration 26Q: 3 clusters Score -251118.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -251126.765625 Penalty: 2560.892822 Iteration 27Q: 3 clusters Score -251126.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -251139.515625 Penalty: 2560.892822 Iteration 28Q: 3 clusters Score -251139.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -251148.328125 Penalty: 2560.892822 Iteration 29Q: 3 clusters Score -251148.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -251153.765625 Penalty: 2560.892822 Iteration 30Q: 3 clusters Score -251153.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -251156.343750 Penalty: 2560.892822 Iteration 31Q: 3 clusters Score -251156.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -251160.281250 Penalty: 2560.892822 Iteration 32Q: 3 clusters Score -251160.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -251163.968750 Penalty: 2560.892822 Iteration 33Q: 3 clusters Score -251164 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -251164.328125 Penalty: 2560.892822 Iteration 34Q: 3 clusters Score -251164.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -251164.984375 Penalty: 2560.892822 Iteration 35Q: 3 clusters Score -251165 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -251164.984375 Penalty: 2560.892822 Iteration 36F: 3 clusters Score -251165 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3054 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Entering Unmasked Estep Score: -281849.468750 Penalty: 1303.933716 Iteration 0F: 2 clusters Score -281849.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -279049.781250 Penalty: 2607.867432 Iteration 0F: 3 clusters Score -279049.8 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -279746.593750 Penalty: 2607.867432 Iteration 1F: 3 clusters Score -279746.6 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -279910.468750 Penalty: 2607.867432 Iteration 2F: 3 clusters Score -279910.5 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -280009.062500 Penalty: 2607.867432 Iteration 3F: 3 clusters Score -280009.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -280081.218750 Penalty: 2607.867432 Iteration 4Q: 3 clusters Score -280081.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -280140.906250 Penalty: 2607.867432 Iteration 5Q: 3 clusters Score -280140.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -280169.375000 Penalty: 2607.867432 Iteration 6Q: 3 clusters Score -280169.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -280190.937500 Penalty: 2607.867432 Iteration 7Q: 3 clusters Score -280190.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -280210.968750 Penalty: 2607.867432 Iteration 8Q: 3 clusters Score -280211 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -280238.250000 Penalty: 2607.867432 Iteration 9Q: 3 clusters Score -280238.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -280256.843750 Penalty: 2607.867432 Iteration 10Q: 3 clusters Score -280256.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -280270.906250 Penalty: 2607.867432 Iteration 11Q: 3 clusters Score -280270.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -280285.437500 Penalty: 2607.867432 Iteration 12Q: 3 clusters Score -280285.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -280298.937500 Penalty: 2607.867432 Iteration 13Q: 3 clusters Score -280298.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -280305.593750 Penalty: 2607.867432 Iteration 14Q: 3 clusters Score -280305.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -280313.156250 Penalty: 2607.867432 Iteration 15Q: 3 clusters Score -280313.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -280322.812500 Penalty: 2607.867432 Iteration 16Q: 3 clusters Score -280322.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -280335.562500 Penalty: 2607.867432 Iteration 17Q: 3 clusters Score -280335.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -280350.437500 Penalty: 2607.867432 Iteration 18Q: 3 clusters Score -280350.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -280363.968750 Penalty: 2607.867432 Iteration 19Q: 3 clusters Score -280364 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -280379.375000 Penalty: 2607.867432 Iteration 20F: 3 clusters Score -280379.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -280400.250000 Penalty: 2607.867432 Iteration 21Q: 3 clusters Score -280400.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -280421.281250 Penalty: 2607.867432 Iteration 22Q: 3 clusters Score -280421.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -280440.312500 Penalty: 2607.867432 Iteration 23Q: 3 clusters Score -280440.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -280458.031250 Penalty: 2607.867432 Iteration 24Q: 3 clusters Score -280458 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -280474.656250 Penalty: 2607.867432 Iteration 25Q: 3 clusters Score -280474.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -280487.156250 Penalty: 2607.867432 Iteration 26Q: 3 clusters Score -280487.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -280499.031250 Penalty: 2607.867432 Iteration 27Q: 3 clusters Score -280499 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -280507.156250 Penalty: 2607.867432 Iteration 28Q: 3 clusters Score -280507.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -280512.968750 Penalty: 2607.867432 Iteration 29Q: 3 clusters Score -280513 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -280519.062500 Penalty: 2607.867432 Iteration 30Q: 3 clusters Score -280519.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -280524.218750 Penalty: 2607.867432 Iteration 31Q: 3 clusters Score -280524.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -280528.437500 Penalty: 2607.867432 Iteration 32Q: 3 clusters Score -280528.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -280534.562500 Penalty: 2607.867432 Iteration 33Q: 3 clusters Score -280534.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -280540.062500 Penalty: 2607.867432 Iteration 34Q: 3 clusters Score -280540.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -280545.875000 Penalty: 2607.867432 Iteration 35Q: 3 clusters Score -280545.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -280547.968750 Penalty: 2607.867432 Iteration 36Q: 3 clusters Score -280548 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -280550.906250 Penalty: 2607.867432 Iteration 37Q: 3 clusters Score -280550.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -280553.093750 Penalty: 2607.867432 Iteration 38Q: 3 clusters Score -280553.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -280553.750000 Penalty: 2607.867432 Iteration 39Q: 3 clusters Score -280553.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -280553.906250 Penalty: 2607.867432 Iteration 40F: 3 clusters Score -280553.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -280554.187500 Penalty: 2607.867432 Iteration 41Q: 3 clusters Score -280554.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -280554.781250 Penalty: 2607.867432 Iteration 42Q: 3 clusters Score -280554.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -280554.625000 Penalty: 2607.867432 Iteration 43Q: 3 clusters Score -280554.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -280554.625000 Penalty: 2607.867432 Iteration 44F: 3 clusters Score -280554.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1544 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Entering Unmasked Estep Score: -141454.140625 Penalty: 1193.096436 Iteration 0F: 2 clusters Score -141454.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -139643.593750 Penalty: 2386.192871 Iteration 0F: 3 clusters Score -139643.6 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -140037.687500 Penalty: 2386.192871 Iteration 1F: 3 clusters Score -140037.7 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -140161.109375 Penalty: 2386.192871 Iteration 2F: 3 clusters Score -140161.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -140258.296875 Penalty: 2386.192871 Iteration 3F: 3 clusters Score -140258.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -140379.062500 Penalty: 2386.192871 Iteration 4F: 3 clusters Score -140379.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -140468.468750 Penalty: 2386.192871 Iteration 5Q: 3 clusters Score -140468.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -140517.687500 Penalty: 2386.192871 Iteration 6Q: 3 clusters Score -140517.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -140572.218750 Penalty: 2386.192871 Iteration 7Q: 3 clusters Score -140572.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -140636.703125 Penalty: 2386.192871 Iteration 8Q: 3 clusters Score -140636.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -140674.843750 Penalty: 2386.192871 Iteration 9Q: 3 clusters Score -140674.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -140704.171875 Penalty: 2386.192871 Iteration 10Q: 3 clusters Score -140704.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -140732.437500 Penalty: 2386.192871 Iteration 11Q: 3 clusters Score -140732.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -140763.687500 Penalty: 2386.192871 Iteration 12Q: 3 clusters Score -140763.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -140813.234375 Penalty: 2386.192871 Iteration 13Q: 3 clusters Score -140813.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -140885.281250 Penalty: 2386.192871 Iteration 14Q: 3 clusters Score -140885.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -140924.984375 Penalty: 2386.192871 Iteration 15Q: 3 clusters Score -140925 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -140955.187500 Penalty: 2386.192871 Iteration 16Q: 3 clusters Score -140955.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -140968.968750 Penalty: 2386.192871 Iteration 17Q: 3 clusters Score -140969 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -140978.015625 Penalty: 2386.192871 Iteration 18Q: 3 clusters Score -140978 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -140988.546875 Penalty: 2386.192871 Iteration 19Q: 3 clusters Score -140988.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -141001.312500 Penalty: 2386.192871 Iteration 20F: 3 clusters Score -141001.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -141014.765625 Penalty: 2386.192871 Iteration 21Q: 3 clusters Score -141014.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -141026.765625 Penalty: 2386.192871 Iteration 22Q: 3 clusters Score -141026.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -141031.750000 Penalty: 2386.192871 Iteration 23Q: 3 clusters Score -141031.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -141033.453125 Penalty: 2386.192871 Iteration 24Q: 3 clusters Score -141033.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -141033.984375 Penalty: 2386.192871 Iteration 25Q: 3 clusters Score -141034 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -141035.515625 Penalty: 2386.192871 Iteration 26Q: 3 clusters Score -141035.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -141038.156250 Penalty: 2386.192871 Iteration 27Q: 3 clusters Score -141038.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -141040.843750 Penalty: 2386.192871 Iteration 28Q: 3 clusters Score -141040.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -141043.843750 Penalty: 2386.192871 Iteration 29Q: 3 clusters Score -141043.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -141044.640625 Penalty: 2386.192871 Iteration 30Q: 3 clusters Score -141044.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -141046.421875 Penalty: 2386.192871 Iteration 31Q: 3 clusters Score -141046.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -141048.421875 Penalty: 2386.192871 Iteration 32Q: 3 clusters Score -141048.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -141048.421875 Penalty: 2386.192871 Iteration 33F: 3 clusters Score -141048.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Entering Unmasked Estep Score: -111277.101562 Penalty: 1148.162109 Iteration 0F: 2 clusters Score -111277.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -109722.757812 Penalty: 2296.324219 Iteration 0F: 3 clusters Score -109722.8 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -110004.375000 Penalty: 2296.324219 Iteration 1F: 3 clusters Score -110004.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -110068.406250 Penalty: 2296.324219 Iteration 2F: 3 clusters Score -110068.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -110095.984375 Penalty: 2296.324219 Iteration 3Q: 3 clusters Score -110096 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -110112.906250 Penalty: 2296.324219 Iteration 4Q: 3 clusters Score -110112.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -110127.968750 Penalty: 2296.324219 Iteration 5Q: 3 clusters Score -110128 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -110143.078125 Penalty: 2296.324219 Iteration 6Q: 3 clusters Score -110143.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -110160.156250 Penalty: 2296.324219 Iteration 7Q: 3 clusters Score -110160.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -110176.531250 Penalty: 2296.324219 Iteration 8Q: 3 clusters Score -110176.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -110190.437500 Penalty: 2296.324219 Iteration 9Q: 3 clusters Score -110190.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -110208.414062 Penalty: 2296.324219 Iteration 10Q: 3 clusters Score -110208.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -110222.648438 Penalty: 2296.324219 Iteration 11Q: 3 clusters Score -110222.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -110233.593750 Penalty: 2296.324219 Iteration 12Q: 3 clusters Score -110233.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -110239.335938 Penalty: 2296.324219 Iteration 13Q: 3 clusters Score -110239.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -110243.203125 Penalty: 2296.324219 Iteration 14Q: 3 clusters Score -110243.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -110245.476562 Penalty: 2296.324219 Iteration 15Q: 3 clusters Score -110245.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -110245.476562 Penalty: 2296.324219 Iteration 16F: 3 clusters Score -110245.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3149 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Entering Unmasked Estep Score: -291435.218750 Penalty: 1308.911499 Iteration 0F: 2 clusters Score -291435.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -288597.406250 Penalty: 2617.822998 Iteration 0F: 3 clusters Score -288597.4 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -289303.406250 Penalty: 2617.822998 Iteration 1F: 3 clusters Score -289303.4 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -289526.218750 Penalty: 2617.822998 Iteration 2F: 3 clusters Score -289526.2 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -289783.281250 Penalty: 2617.822998 Iteration 3F: 3 clusters Score -289783.3 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -290062.187500 Penalty: 2617.822998 Iteration 4F: 3 clusters Score -290062.2 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -290402.875000 Penalty: 2617.822998 Iteration 5F: 3 clusters Score -290402.9 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -290986.062500 Penalty: 2617.822998 Iteration 6F: 3 clusters Score -290986.1 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -291593.843750 Penalty: 2617.822998 Iteration 7F: 3 clusters Score -291593.8 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -291903.875000 Penalty: 2617.822998 Iteration 8F: 3 clusters Score -291903.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -292155.031250 Penalty: 2617.822998 Iteration 9Q: 3 clusters Score -292155 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -292444.968750 Penalty: 2617.822998 Iteration 10Q: 3 clusters Score -292445 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -292578.750000 Penalty: 2617.822998 Iteration 11Q: 3 clusters Score -292578.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -292625.906250 Penalty: 2617.822998 Iteration 12Q: 3 clusters Score -292625.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -292643.218750 Penalty: 2617.822998 Iteration 13Q: 3 clusters Score -292643.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -292649.000000 Penalty: 2617.822998 Iteration 14Q: 3 clusters Score -292649 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -292652.968750 Penalty: 2617.822998 Iteration 15Q: 3 clusters Score -292653 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -292657.406250 Penalty: 2617.822998 Iteration 16Q: 3 clusters Score -292657.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -292662.687500 Penalty: 2617.822998 Iteration 17Q: 3 clusters Score -292662.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -292666.093750 Penalty: 2617.822998 Iteration 18Q: 3 clusters Score -292666.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -292666.718750 Penalty: 2617.822998 Iteration 19Q: 3 clusters Score -292666.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -292668.625000 Penalty: 2617.822998 Iteration 20F: 3 clusters Score -292668.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -292669.843750 Penalty: 2617.822998 Iteration 21Q: 3 clusters Score -292669.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -292671.468750 Penalty: 2617.822998 Iteration 22Q: 3 clusters Score -292671.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -292671.468750 Penalty: 2617.822998 Iteration 23F: 3 clusters Score -292671.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 1194 members Mstep: Class 3 contains 2760 members Mstep: Class 4 contains 2401 members Mstep: Class 5 contains 5283 members Mstep: Class 6 contains 12506 members Mstep: Class 7 contains 3555 members Mstep: Class 8 contains 3326 members Mstep: Class 10 contains 12386 members Mstep: Class 11 contains 3743 members Mstep: Class 12 contains 2643 members Mstep: Class 14 contains 3054 members Mstep: Class 15 contains 1544 members Mstep: Class 16 contains 1171 members Mstep: Class 17 contains 748 members Mstep: Class 18 contains 1009 members Mstep: Class 19 contains 9041 members Mstep: Class 20 contains 8630 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 791 members Entering Unmasked Estep Score: -7238136.500000 Penalty: 36663.964844 Splitting cluster 17 changes total score from -7237425.000000 to -7238136.500000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 18 (1009 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Entering Unmasked Estep Score: -82922.703125 Penalty: 1123.966187 Iteration 0F: 2 clusters Score -82922.7 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 506 members Entering Unmasked Estep Score: -81565.210938 Penalty: 2247.932373 Iteration 0F: 3 clusters Score -81565.21 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -82076.906250 Penalty: 2247.932373 Iteration 1F: 3 clusters Score -82076.91 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -82326.289062 Penalty: 2247.932373 Iteration 2F: 3 clusters Score -82326.29 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -82588.593750 Penalty: 2247.932373 Iteration 3F: 3 clusters Score -82588.59 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -82868.882812 Penalty: 2247.932373 Iteration 4F: 3 clusters Score -82868.88 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -83202.453125 Penalty: 2247.932373 Iteration 5F: 3 clusters Score -83202.45 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -83602.789062 Penalty: 2247.932373 Iteration 6F: 3 clusters Score -83602.79 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -83949.554688 Penalty: 2247.932373 Iteration 7Q: 3 clusters Score -83949.55 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -84157.289062 Penalty: 2247.932373 Iteration 8Q: 3 clusters Score -84157.29 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -84265.367188 Penalty: 2247.932373 Iteration 9Q: 3 clusters Score -84265.37 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -84310.828125 Penalty: 2247.932373 Iteration 10Q: 3 clusters Score -84310.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -84310.828125 Penalty: 2247.932373 Iteration 11F: 3 clusters Score -84310.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 1194 members Mstep: Class 3 contains 2760 members Mstep: Class 4 contains 2401 members Mstep: Class 5 contains 5283 members Mstep: Class 6 contains 12506 members Mstep: Class 7 contains 3555 members Mstep: Class 8 contains 3326 members Mstep: Class 9 contains 662 members Mstep: Class 10 contains 12386 members Mstep: Class 11 contains 3743 members Mstep: Class 12 contains 2643 members Mstep: Class 14 contains 3054 members Mstep: Class 15 contains 1544 members Mstep: Class 16 contains 1171 members Mstep: Class 17 contains 748 members Mstep: Class 18 contains 347 members Mstep: Class 19 contains 9041 members Mstep: Class 20 contains 8630 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 791 members Entering Unmasked Estep Score: -7238812.000000 Penalty: 38497.164062 Splitting cluster 18 changes total score from -7237425.000000 to -7238812.000000 So it's getting split into cluster 9. Entering ConstructFrom: Trying to split cluster 19 (9041 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9041 members Entering Unmasked Estep Score: -875639.937500 Penalty: 1480.297729 Iteration 0F: 2 clusters Score -875639.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -869068.812500 Penalty: 2960.595459 Iteration 0F: 3 clusters Score -869068.8 nChanged 3902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -871125.375000 Penalty: 2960.595459 Iteration 1F: 3 clusters Score -871125.4 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -871357.312500 Penalty: 2960.595459 Iteration 2F: 3 clusters Score -871357.3 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4653 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -871573.812500 Penalty: 2960.595459 Iteration 3Q: 3 clusters Score -871573.8 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -871780.937500 Penalty: 2960.595459 Iteration 4Q: 3 clusters Score -871780.9 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -871977.062500 Penalty: 2960.595459 Iteration 5Q: 3 clusters Score -871977.1 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -872160.312500 Penalty: 2960.595459 Iteration 6Q: 3 clusters Score -872160.3 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -872350.500000 Penalty: 2960.595459 Iteration 7Q: 3 clusters Score -872350.5 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5057 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -872541.375000 Penalty: 2960.595459 Iteration 8Q: 3 clusters Score -872541.4 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -872709.625000 Penalty: 2960.595459 Iteration 9Q: 3 clusters Score -872709.6 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -872877.687500 Penalty: 2960.595459 Iteration 10Q: 3 clusters Score -872877.7 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5312 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -873049.000000 Penalty: 2960.595459 Iteration 11Q: 3 clusters Score -873049 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5350 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -873184.250000 Penalty: 2960.595459 Iteration 12Q: 3 clusters Score -873184.2 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5352 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -873278.000000 Penalty: 2960.595459 Iteration 13Q: 3 clusters Score -873278 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5363 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -873356.312500 Penalty: 2960.595459 Iteration 14Q: 3 clusters Score -873356.3 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5350 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -873409.375000 Penalty: 2960.595459 Iteration 15Q: 3 clusters Score -873409.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -873460.875000 Penalty: 2960.595459 Iteration 16Q: 3 clusters Score -873460.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5298 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -873501.187500 Penalty: 2960.595459 Iteration 17Q: 3 clusters Score -873501.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5267 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -873528.812500 Penalty: 2960.595459 Iteration 18Q: 3 clusters Score -873528.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -873556.125000 Penalty: 2960.595459 Iteration 19Q: 3 clusters Score -873556.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5198 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -873579.250000 Penalty: 2960.595459 Iteration 20F: 3 clusters Score -873579.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5156 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -873603.750000 Penalty: 2960.595459 Iteration 21Q: 3 clusters Score -873603.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -873629.125000 Penalty: 2960.595459 Iteration 22Q: 3 clusters Score -873629.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -873660.687500 Penalty: 2960.595459 Iteration 23Q: 3 clusters Score -873660.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5044 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -873690.437500 Penalty: 2960.595459 Iteration 24Q: 3 clusters Score -873690.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -873721.125000 Penalty: 2960.595459 Iteration 25Q: 3 clusters Score -873721.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4923 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -873752.000000 Penalty: 2960.595459 Iteration 26Q: 3 clusters Score -873752 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4863 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -873792.062500 Penalty: 2960.595459 Iteration 27Q: 3 clusters Score -873792.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -873835.562500 Penalty: 2960.595459 Iteration 28Q: 3 clusters Score -873835.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -873886.187500 Penalty: 2960.595459 Iteration 29Q: 3 clusters Score -873886.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -873948.875000 Penalty: 2960.595459 Iteration 30Q: 3 clusters Score -873948.9 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -874036.375000 Penalty: 2960.595459 Iteration 31Q: 3 clusters Score -874036.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -874140.500000 Penalty: 2960.595459 Iteration 32Q: 3 clusters Score -874140.5 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4435 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -874251.500000 Penalty: 2960.595459 Iteration 33Q: 3 clusters Score -874251.5 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -874395.125000 Penalty: 2960.595459 Iteration 34Q: 3 clusters Score -874395.1 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 4855 members Entering Unmasked Estep Score: -874548.250000 Penalty: 2960.595459 Iteration 35Q: 3 clusters Score -874548.2 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 4966 members Entering Unmasked Estep Score: -874670.062500 Penalty: 2960.595459 Iteration 36Q: 3 clusters Score -874670.1 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 5066 members Entering Unmasked Estep Score: -874776.062500 Penalty: 2960.595459 Iteration 37Q: 3 clusters Score -874776.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 5148 members Entering Unmasked Estep Score: -874843.562500 Penalty: 2960.595459 Iteration 38Q: 3 clusters Score -874843.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -874898.937500 Penalty: 2960.595459 Iteration 39Q: 3 clusters Score -874898.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -874934.062500 Penalty: 2960.595459 Iteration 40F: 3 clusters Score -874934.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 5359 members Entering Unmasked Estep Score: -874959.812500 Penalty: 2960.595459 Iteration 41Q: 3 clusters Score -874959.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 5419 members Entering Unmasked Estep Score: -874982.500000 Penalty: 2960.595459 Iteration 42Q: 3 clusters Score -874982.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 5467 members Entering Unmasked Estep Score: -874995.250000 Penalty: 2960.595459 Iteration 43Q: 3 clusters Score -874995.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 5505 members Entering Unmasked Estep Score: -875005.312500 Penalty: 2960.595459 Iteration 44Q: 3 clusters Score -875005.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 5543 members Entering Unmasked Estep Score: -875016.125000 Penalty: 2960.595459 Iteration 45Q: 3 clusters Score -875016.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -875021.250000 Penalty: 2960.595459 Iteration 46Q: 3 clusters Score -875021.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 5598 members Entering Unmasked Estep Score: -875027.937500 Penalty: 2960.595459 Iteration 47Q: 3 clusters Score -875027.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -875032.500000 Penalty: 2960.595459 Iteration 48Q: 3 clusters Score -875032.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 5639 members Entering Unmasked Estep Score: -875035.250000 Penalty: 2960.595459 Iteration 49Q: 3 clusters Score -875035.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -875037.625000 Penalty: 2960.595459 Iteration 50Q: 3 clusters Score -875037.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 5664 members Entering Unmasked Estep Score: -875036.062500 Penalty: 2960.595459 Iteration 51Q: 3 clusters Score -875036.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 5678 members Entering Unmasked Estep Score: -875039.437500 Penalty: 2960.595459 Iteration 52Q: 3 clusters Score -875039.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 5695 members Entering Unmasked Estep Score: -875042.437500 Penalty: 2960.595459 Iteration 53Q: 3 clusters Score -875042.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -875046.000000 Penalty: 2960.595459 Iteration 54Q: 3 clusters Score -875046 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -875046.312500 Penalty: 2960.595459 Iteration 55Q: 3 clusters Score -875046.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 5717 members Entering Unmasked Estep Score: -875046.562500 Penalty: 2960.595459 Iteration 56Q: 3 clusters Score -875046.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 5717 members Entering Unmasked Estep Score: -875046.562500 Penalty: 2960.595459 Iteration 57F: 3 clusters Score -875046.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (8630 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8630 members Entering Unmasked Estep Score: -824258.000000 Penalty: 1472.737427 Iteration 0F: 2 clusters Score -824258 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Mstep: Class 2 contains 4362 members Entering Unmasked Estep Score: -817939.812500 Penalty: 2945.474854 Iteration 0F: 3 clusters Score -817939.8 nChanged 3748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -820075.562500 Penalty: 2945.474854 Iteration 1F: 3 clusters Score -820075.6 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 4601 members Entering Unmasked Estep Score: -820440.062500 Penalty: 2945.474854 Iteration 2F: 3 clusters Score -820440.1 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -820830.500000 Penalty: 2945.474854 Iteration 3F: 3 clusters Score -820830.5 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -821228.687500 Penalty: 2945.474854 Iteration 4F: 3 clusters Score -821228.7 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 4978 members Entering Unmasked Estep Score: -821607.000000 Penalty: 2945.474854 Iteration 5F: 3 clusters Score -821607 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 5122 members Entering Unmasked Estep Score: -821939.187500 Penalty: 2945.474854 Iteration 6F: 3 clusters Score -821939.2 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 5224 members Entering Unmasked Estep Score: -822172.687500 Penalty: 2945.474854 Iteration 7Q: 3 clusters Score -822172.7 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 5265 members Entering Unmasked Estep Score: -822355.562500 Penalty: 2945.474854 Iteration 8Q: 3 clusters Score -822355.6 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -822480.625000 Penalty: 2945.474854 Iteration 9Q: 3 clusters Score -822480.6 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 5297 members Entering Unmasked Estep Score: -822550.187500 Penalty: 2945.474854 Iteration 10Q: 3 clusters Score -822550.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 5291 members Entering Unmasked Estep Score: -822613.687500 Penalty: 2945.474854 Iteration 11Q: 3 clusters Score -822613.7 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -822667.125000 Penalty: 2945.474854 Iteration 12Q: 3 clusters Score -822667.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 5249 members Entering Unmasked Estep Score: -822708.562500 Penalty: 2945.474854 Iteration 13Q: 3 clusters Score -822708.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 5235 members Entering Unmasked Estep Score: -822733.625000 Penalty: 2945.474854 Iteration 14Q: 3 clusters Score -822733.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 5224 members Entering Unmasked Estep Score: -822753.750000 Penalty: 2945.474854 Iteration 15Q: 3 clusters Score -822753.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 5218 members Entering Unmasked Estep Score: -822764.750000 Penalty: 2945.474854 Iteration 16Q: 3 clusters Score -822764.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 5224 members Entering Unmasked Estep Score: -822774.375000 Penalty: 2945.474854 Iteration 17Q: 3 clusters Score -822774.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 5225 members Entering Unmasked Estep Score: -822783.312500 Penalty: 2945.474854 Iteration 18Q: 3 clusters Score -822783.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 5224 members Entering Unmasked Estep Score: -822794.875000 Penalty: 2945.474854 Iteration 19Q: 3 clusters Score -822794.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 5220 members Entering Unmasked Estep Score: -822802.250000 Penalty: 2945.474854 Iteration 20F: 3 clusters Score -822802.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 5218 members Entering Unmasked Estep Score: -822811.812500 Penalty: 2945.474854 Iteration 21Q: 3 clusters Score -822811.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 5217 members Entering Unmasked Estep Score: -822817.750000 Penalty: 2945.474854 Iteration 22Q: 3 clusters Score -822817.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -822822.000000 Penalty: 2945.474854 Iteration 23Q: 3 clusters Score -822822 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 5206 members Entering Unmasked Estep Score: -822822.812500 Penalty: 2945.474854 Iteration 24Q: 3 clusters Score -822822.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 5195 members Entering Unmasked Estep Score: -822830.937500 Penalty: 2945.474854 Iteration 25Q: 3 clusters Score -822830.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 5179 members Entering Unmasked Estep Score: -822834.375000 Penalty: 2945.474854 Iteration 26Q: 3 clusters Score -822834.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -822838.687500 Penalty: 2945.474854 Iteration 27Q: 3 clusters Score -822838.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 5163 members Entering Unmasked Estep Score: -822839.625000 Penalty: 2945.474854 Iteration 28Q: 3 clusters Score -822839.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 5162 members Entering Unmasked Estep Score: -822842.750000 Penalty: 2945.474854 Iteration 29Q: 3 clusters Score -822842.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 5166 members Entering Unmasked Estep Score: -822845.625000 Penalty: 2945.474854 Iteration 30Q: 3 clusters Score -822845.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 5173 members Entering Unmasked Estep Score: -822845.625000 Penalty: 2945.474854 Iteration 31Q: 3 clusters Score -822845.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 5175 members Entering Unmasked Estep Score: -822850.000000 Penalty: 2945.474854 Iteration 32Q: 3 clusters Score -822850 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 5177 members Entering Unmasked Estep Score: -822854.562500 Penalty: 2945.474854 Iteration 33Q: 3 clusters Score -822854.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 5180 members Entering Unmasked Estep Score: -822859.312500 Penalty: 2945.474854 Iteration 34Q: 3 clusters Score -822859.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 5196 members Entering Unmasked Estep Score: -822864.562500 Penalty: 2945.474854 Iteration 35Q: 3 clusters Score -822864.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 5205 members Entering Unmasked Estep Score: -822873.125000 Penalty: 2945.474854 Iteration 36Q: 3 clusters Score -822873.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -822874.125000 Penalty: 2945.474854 Iteration 37Q: 3 clusters Score -822874.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 5216 members Entering Unmasked Estep Score: -822877.687500 Penalty: 2945.474854 Iteration 38Q: 3 clusters Score -822877.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 5221 members Entering Unmasked Estep Score: -822883.687500 Penalty: 2945.474854 Iteration 39Q: 3 clusters Score -822883.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 5221 members Entering Unmasked Estep Score: -822884.812500 Penalty: 2945.474854 Iteration 40F: 3 clusters Score -822884.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 5221 members Entering Unmasked Estep Score: -822885.937500 Penalty: 2945.474854 Iteration 41Q: 3 clusters Score -822885.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 5221 members Entering Unmasked Estep Score: -822886.625000 Penalty: 2945.474854 Iteration 42Q: 3 clusters Score -822886.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 5223 members Entering Unmasked Estep Score: -822888.250000 Penalty: 2945.474854 Iteration 43Q: 3 clusters Score -822888.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 5225 members Entering Unmasked Estep Score: -822888.937500 Penalty: 2945.474854 Iteration 44Q: 3 clusters Score -822888.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -822889.250000 Penalty: 2945.474854 Iteration 45Q: 3 clusters Score -822889.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 5233 members Entering Unmasked Estep Score: -822890.875000 Penalty: 2945.474854 Iteration 46Q: 3 clusters Score -822890.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 5232 members Entering Unmasked Estep Score: -822893.000000 Penalty: 2945.474854 Iteration 47Q: 3 clusters Score -822893 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -822891.250000 Penalty: 2945.474854 Iteration 48Q: 3 clusters Score -822891.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -822891.250000 Penalty: 2945.474854 Iteration 49F: 3 clusters Score -822891.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (428 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Entering Unmasked Estep Score: -38440.828125 Penalty: 984.607483 Iteration 0F: 2 clusters Score -38440.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -37509.273438 Penalty: 1969.214966 Iteration 0F: 3 clusters Score -37509.27 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -37688.640625 Penalty: 1969.214966 Iteration 1F: 3 clusters Score -37688.64 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -37773.609375 Penalty: 1969.214966 Iteration 2F: 3 clusters Score -37773.61 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -37829.886719 Penalty: 1969.214966 Iteration 3Q: 3 clusters Score -37829.89 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -37867.335938 Penalty: 1969.214966 Iteration 4Q: 3 clusters Score -37867.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -37895.835938 Penalty: 1969.214966 Iteration 5Q: 3 clusters Score -37895.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -37914.640625 Penalty: 1969.214966 Iteration 6Q: 3 clusters Score -37914.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -37922.347656 Penalty: 1969.214966 Iteration 7Q: 3 clusters Score -37922.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -37938.027344 Penalty: 1969.214966 Iteration 8Q: 3 clusters Score -37938.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -37946.792969 Penalty: 1969.214966 Iteration 9Q: 3 clusters Score -37946.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -37952.539062 Penalty: 1969.214966 Iteration 10Q: 3 clusters Score -37952.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -37956.851562 Penalty: 1969.214966 Iteration 11Q: 3 clusters Score -37956.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -37961.597656 Penalty: 1969.214966 Iteration 12Q: 3 clusters Score -37961.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -37963.972656 Penalty: 1969.214966 Iteration 13Q: 3 clusters Score -37963.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -37965.425781 Penalty: 1969.214966 Iteration 14Q: 3 clusters Score -37965.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -37965.425781 Penalty: 1969.214966 Iteration 15F: 3 clusters Score -37965.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (791 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Entering Unmasked Estep Score: -66222.640625 Penalty: 1084.410889 Iteration 0F: 2 clusters Score -66222.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -64935.808594 Penalty: 2168.821777 Iteration 0F: 3 clusters Score -64935.81 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -65146.617188 Penalty: 2168.821777 Iteration 1F: 3 clusters Score -65146.62 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -65202.222656 Penalty: 2168.821777 Iteration 2F: 3 clusters Score -65202.22 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -65238.738281 Penalty: 2168.821777 Iteration 3Q: 3 clusters Score -65238.74 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -65254.656250 Penalty: 2168.821777 Iteration 4Q: 3 clusters Score -65254.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -65264.531250 Penalty: 2168.821777 Iteration 5Q: 3 clusters Score -65264.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -65273.335938 Penalty: 2168.821777 Iteration 6Q: 3 clusters Score -65273.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -65275.660156 Penalty: 2168.821777 Iteration 7Q: 3 clusters Score -65275.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -65278.019531 Penalty: 2168.821777 Iteration 8Q: 3 clusters Score -65278.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -65280.496094 Penalty: 2168.821777 Iteration 9Q: 3 clusters Score -65280.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -65281.820312 Penalty: 2168.821777 Iteration 10Q: 3 clusters Score -65281.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -65281.820312 Penalty: 2168.821777 Iteration 11F: 3 clusters Score -65281.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 1194 members Mstep: Class 3 contains 2760 members Mstep: Class 5 contains 5283 members Mstep: Class 6 contains 12506 members Mstep: Class 7 contains 3555 members Mstep: Class 8 contains 3326 members Mstep: Class 10 contains 12386 members Mstep: Class 11 contains 3743 members Mstep: Class 12 contains 2643 members Mstep: Class 14 contains 3054 members Mstep: Class 15 contains 1544 members Mstep: Class 16 contains 1171 members Mstep: Class 17 contains 748 members Mstep: Class 18 contains 347 members Mstep: Class 19 contains 9041 members Mstep: Class 20 contains 8630 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 791 members Entering Unmasked Estep ConsiderDeletion Score: -7238994.500000 Penalty: 38497.164062 Iteration 39Q: 22 clusters Score -7238994 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 1179 members Mstep: Class 3 contains 2750 members Mstep: Class 4 contains 2404 members Mstep: Class 5 contains 5287 members Mstep: Class 6 contains 12494 members Mstep: Class 7 contains 3555 members Mstep: Class 8 contains 3326 members Mstep: Class 9 contains 683 members Mstep: Class 10 contains 12387 members Mstep: Class 11 contains 3757 members Mstep: Class 12 contains 2643 members Mstep: Class 14 contains 3053 members Mstep: Class 15 contains 1546 members Mstep: Class 16 contains 1172 members Mstep: Class 17 contains 748 members Mstep: Class 18 contains 362 members Mstep: Class 19 contains 9027 members Mstep: Class 20 contains 8630 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 777 members Entering Unmasked Estep ConsiderDeletion Score: -7239182.500000 Penalty: 38497.164062 Iteration 40F: 22 clusters Score -7239182 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 1148 members Mstep: Class 3 contains 2745 members Mstep: Class 4 contains 2410 members Mstep: Class 5 contains 5286 members Mstep: Class 6 contains 12485 members Mstep: Class 7 contains 3563 members Mstep: Class 8 contains 3310 members Mstep: Class 9 contains 739 members Mstep: Class 10 contains 12387 members Mstep: Class 11 contains 3752 members Mstep: Class 12 contains 2642 members Mstep: Class 14 contains 3057 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 1171 members Mstep: Class 17 contains 753 members Mstep: Class 18 contains 362 members Mstep: Class 19 contains 9017 members Mstep: Class 20 contains 8632 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 767 members Entering Unmasked Estep ConsiderDeletion Score: -7239342.000000 Penalty: 38497.164062 Iteration 41Q: 22 clusters Score -7239342 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 1116 members Mstep: Class 3 contains 2745 members Mstep: Class 4 contains 2413 members Mstep: Class 5 contains 5286 members Mstep: Class 6 contains 12484 members Mstep: Class 7 contains 3572 members Mstep: Class 8 contains 3305 members Mstep: Class 9 contains 773 members Mstep: Class 10 contains 12393 members Mstep: Class 11 contains 3742 members Mstep: Class 12 contains 2643 members Mstep: Class 14 contains 3072 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 755 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 9005 members Mstep: Class 20 contains 8631 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 757 members Entering Unmasked Estep ConsiderDeletion Score: -7239407.000000 Penalty: 38497.164062 Iteration 42Q: 22 clusters Score -7239407 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 1094 members Mstep: Class 3 contains 2743 members Mstep: Class 4 contains 2413 members Mstep: Class 5 contains 5287 members Mstep: Class 6 contains 12491 members Mstep: Class 7 contains 3571 members Mstep: Class 8 contains 3303 members Mstep: Class 9 contains 790 members Mstep: Class 10 contains 12400 members Mstep: Class 11 contains 3739 members Mstep: Class 12 contains 2643 members Mstep: Class 14 contains 3087 members Mstep: Class 15 contains 1549 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8997 members Mstep: Class 20 contains 8629 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 751 members Entering Unmasked Estep ConsiderDeletion Score: -7239438.000000 Penalty: 38497.164062 Iteration 43Q: 22 clusters Score -7239438 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 1075 members Mstep: Class 3 contains 2743 members Mstep: Class 4 contains 2413 members Mstep: Class 5 contains 5286 members Mstep: Class 6 contains 12492 members Mstep: Class 7 contains 3581 members Mstep: Class 8 contains 3300 members Mstep: Class 9 contains 809 members Mstep: Class 10 contains 12401 members Mstep: Class 11 contains 3745 members Mstep: Class 12 contains 2641 members Mstep: Class 14 contains 3095 members Mstep: Class 15 contains 1548 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 757 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8988 members Mstep: Class 20 contains 8626 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 748 members Entering Unmasked Estep ConsiderDeletion Score: -7239444.000000 Penalty: 38497.164062 Iteration 44Q: 22 clusters Score -7239444 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 1065 members Mstep: Class 3 contains 2743 members Mstep: Class 4 contains 2413 members Mstep: Class 5 contains 5285 members Mstep: Class 6 contains 12491 members Mstep: Class 7 contains 3588 members Mstep: Class 8 contains 3299 members Mstep: Class 9 contains 818 members Mstep: Class 10 contains 12409 members Mstep: Class 11 contains 3750 members Mstep: Class 12 contains 2640 members Mstep: Class 14 contains 3093 members Mstep: Class 15 contains 1550 members Mstep: Class 16 contains 1169 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8981 members Mstep: Class 20 contains 8624 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 743 members Entering Unmasked Estep ConsiderDeletion Score: -7239489.000000 Penalty: 38497.164062 Iteration 45Q: 22 clusters Score -7239489 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 1059 members Mstep: Class 3 contains 2742 members Mstep: Class 4 contains 2413 members Mstep: Class 5 contains 5285 members Mstep: Class 6 contains 12493 members Mstep: Class 7 contains 3594 members Mstep: Class 8 contains 3297 members Mstep: Class 9 contains 820 members Mstep: Class 10 contains 12417 members Mstep: Class 11 contains 3756 members Mstep: Class 12 contains 2640 members Mstep: Class 14 contains 3092 members Mstep: Class 15 contains 1548 members Mstep: Class 16 contains 1169 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8977 members Mstep: Class 20 contains 8621 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 739 members Entering Unmasked Estep ConsiderDeletion Score: -7239480.000000 Penalty: 38497.164062 Iteration 46Q: 22 clusters Score -7239480 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 1051 members Mstep: Class 3 contains 2741 members Mstep: Class 4 contains 2413 members Mstep: Class 5 contains 5285 members Mstep: Class 6 contains 12494 members Mstep: Class 7 contains 3596 members Mstep: Class 8 contains 3298 members Mstep: Class 9 contains 827 members Mstep: Class 10 contains 12424 members Mstep: Class 11 contains 3763 members Mstep: Class 12 contains 2640 members Mstep: Class 14 contains 3087 members Mstep: Class 15 contains 1547 members Mstep: Class 16 contains 1169 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8976 members Mstep: Class 20 contains 8621 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 735 members Entering Unmasked Estep ConsiderDeletion Score: -7239505.000000 Penalty: 38497.164062 Iteration 47Q: 22 clusters Score -7239505 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 1049 members Mstep: Class 3 contains 2741 members Mstep: Class 4 contains 2413 members Mstep: Class 5 contains 5286 members Mstep: Class 6 contains 12490 members Mstep: Class 7 contains 3602 members Mstep: Class 8 contains 3298 members Mstep: Class 9 contains 830 members Mstep: Class 10 contains 12428 members Mstep: Class 11 contains 3768 members Mstep: Class 12 contains 2640 members Mstep: Class 14 contains 3082 members Mstep: Class 15 contains 1545 members Mstep: Class 16 contains 1169 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8977 members Mstep: Class 20 contains 8621 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 730 members Entering Unmasked Estep ConsiderDeletion Score: -7239522.000000 Penalty: 38497.164062 Iteration 48Q: 22 clusters Score -7239522 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 1046 members Mstep: Class 3 contains 2741 members Mstep: Class 4 contains 2413 members Mstep: Class 5 contains 5286 members Mstep: Class 6 contains 12492 members Mstep: Class 7 contains 3601 members Mstep: Class 8 contains 3298 members Mstep: Class 9 contains 832 members Mstep: Class 10 contains 12434 members Mstep: Class 11 contains 3774 members Mstep: Class 12 contains 2640 members Mstep: Class 14 contains 3075 members Mstep: Class 15 contains 1546 members Mstep: Class 16 contains 1168 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8980 members Mstep: Class 20 contains 8619 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 730 members Entering Unmasked Estep ConsiderDeletion Score: -7239515.000000 Penalty: 38497.164062 Iteration 49Q: 22 clusters Score -7239515 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 1041 members Mstep: Class 3 contains 2741 members Mstep: Class 4 contains 2413 members Mstep: Class 5 contains 5286 members Mstep: Class 6 contains 12493 members Mstep: Class 7 contains 3602 members Mstep: Class 8 contains 3297 members Mstep: Class 9 contains 839 members Mstep: Class 10 contains 12439 members Mstep: Class 11 contains 3776 members Mstep: Class 12 contains 2640 members Mstep: Class 14 contains 3075 members Mstep: Class 15 contains 1544 members Mstep: Class 16 contains 1169 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8979 members Mstep: Class 20 contains 8619 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 728 members Entering Unmasked Estep ConsiderDeletion Score: -7239532.000000 Penalty: 38497.164062 Iteration 50Q: 22 clusters Score -7239532 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 1040 members Mstep: Class 3 contains 2741 members Mstep: Class 4 contains 2413 members Mstep: Class 5 contains 5286 members Mstep: Class 6 contains 12492 members Mstep: Class 7 contains 3605 members Mstep: Class 8 contains 3296 members Mstep: Class 9 contains 843 members Mstep: Class 10 contains 12440 members Mstep: Class 11 contains 3780 members Mstep: Class 12 contains 2640 members Mstep: Class 14 contains 3074 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8977 members Mstep: Class 20 contains 8618 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -7239527.000000 Penalty: 38497.164062 Iteration 51Q: 22 clusters Score -7239527 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 1041 members Mstep: Class 3 contains 2741 members Mstep: Class 4 contains 2413 members Mstep: Class 5 contains 5286 members Mstep: Class 6 contains 12491 members Mstep: Class 7 contains 3606 members Mstep: Class 8 contains 3296 members Mstep: Class 9 contains 846 members Mstep: Class 10 contains 12438 members Mstep: Class 11 contains 3783 members Mstep: Class 12 contains 2640 members Mstep: Class 14 contains 3072 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8975 members Mstep: Class 20 contains 8618 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -7239536.500000 Penalty: 38497.164062 Iteration 52Q: 22 clusters Score -7239536 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 1038 members Mstep: Class 3 contains 2740 members Mstep: Class 4 contains 2413 members Mstep: Class 5 contains 5286 members Mstep: Class 6 contains 12488 members Mstep: Class 7 contains 3610 members Mstep: Class 8 contains 3296 members Mstep: Class 9 contains 849 members Mstep: Class 10 contains 12440 members Mstep: Class 11 contains 3785 members Mstep: Class 12 contains 2640 members Mstep: Class 14 contains 3072 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8972 members Mstep: Class 20 contains 8618 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -7239540.000000 Penalty: 38497.164062 Iteration 53Q: 22 clusters Score -7239540 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 1033 members Mstep: Class 3 contains 2740 members Mstep: Class 4 contains 2413 members Mstep: Class 5 contains 5286 members Mstep: Class 6 contains 12489 members Mstep: Class 7 contains 3613 members Mstep: Class 8 contains 3293 members Mstep: Class 9 contains 853 members Mstep: Class 10 contains 12440 members Mstep: Class 11 contains 3789 members Mstep: Class 12 contains 2640 members Mstep: Class 14 contains 3072 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8969 members Mstep: Class 20 contains 8618 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -7239547.000000 Penalty: 38497.164062 Iteration 54Q: 22 clusters Score -7239547 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 1028 members Mstep: Class 3 contains 2740 members Mstep: Class 4 contains 2413 members Mstep: Class 5 contains 5286 members Mstep: Class 6 contains 12488 members Mstep: Class 7 contains 3617 members Mstep: Class 8 contains 3293 members Mstep: Class 9 contains 853 members Mstep: Class 10 contains 12441 members Mstep: Class 11 contains 3793 members Mstep: Class 12 contains 2641 members Mstep: Class 14 contains 3074 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8963 members Mstep: Class 20 contains 8618 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -7239557.000000 Penalty: 38497.164062 Iteration 55Q: 22 clusters Score -7239557 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 1027 members Mstep: Class 3 contains 2740 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 5286 members Mstep: Class 6 contains 12486 members Mstep: Class 7 contains 3619 members Mstep: Class 8 contains 3293 members Mstep: Class 9 contains 853 members Mstep: Class 10 contains 12442 members Mstep: Class 11 contains 3795 members Mstep: Class 12 contains 2641 members Mstep: Class 14 contains 3077 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8959 members Mstep: Class 20 contains 8617 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -7239560.500000 Penalty: 38497.164062 Iteration 56Q: 22 clusters Score -7239560 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 1026 members Mstep: Class 3 contains 2740 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 5286 members Mstep: Class 6 contains 12487 members Mstep: Class 7 contains 3618 members Mstep: Class 8 contains 3293 members Mstep: Class 9 contains 854 members Mstep: Class 10 contains 12445 members Mstep: Class 11 contains 3797 members Mstep: Class 12 contains 2641 members Mstep: Class 14 contains 3079 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8954 members Mstep: Class 20 contains 8618 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 726 members Entering Unmasked Estep ConsiderDeletion Score: -7239565.500000 Penalty: 38497.164062 Iteration 57Q: 22 clusters Score -7239566 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 1025 members Mstep: Class 3 contains 2740 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 5286 members Mstep: Class 6 contains 12489 members Mstep: Class 7 contains 3616 members Mstep: Class 8 contains 3293 members Mstep: Class 9 contains 856 members Mstep: Class 10 contains 12447 members Mstep: Class 11 contains 3798 members Mstep: Class 12 contains 2641 members Mstep: Class 14 contains 3082 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8951 members Mstep: Class 20 contains 8618 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 725 members Entering Unmasked Estep ConsiderDeletion Score: -7239568.000000 Penalty: 38497.164062 Iteration 58Q: 22 clusters Score -7239568 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 1024 members Mstep: Class 3 contains 2740 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 5286 members Mstep: Class 6 contains 12492 members Mstep: Class 7 contains 3613 members Mstep: Class 8 contains 3292 members Mstep: Class 9 contains 858 members Mstep: Class 10 contains 12450 members Mstep: Class 11 contains 3799 members Mstep: Class 12 contains 2641 members Mstep: Class 14 contains 3087 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8945 members Mstep: Class 20 contains 8618 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 722 members Entering Unmasked Estep ConsiderDeletion Score: -7239564.000000 Penalty: 38497.164062 Iteration 59Q: 22 clusters Score -7239564 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 1023 members Mstep: Class 3 contains 2740 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 5286 members Mstep: Class 6 contains 12493 members Mstep: Class 7 contains 3613 members Mstep: Class 8 contains 3291 members Mstep: Class 9 contains 861 members Mstep: Class 10 contains 12455 members Mstep: Class 11 contains 3798 members Mstep: Class 12 contains 2641 members Mstep: Class 14 contains 3091 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8942 members Mstep: Class 20 contains 8618 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 719 members Entering Unmasked Estep ConsiderDeletion Score: -7239557.500000 Penalty: 38497.164062 Iteration 60F: 22 clusters Score -7239558 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 1023 members Mstep: Class 3 contains 2739 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 5287 members Mstep: Class 6 contains 12492 members Mstep: Class 7 contains 3614 members Mstep: Class 8 contains 3290 members Mstep: Class 9 contains 862 members Mstep: Class 10 contains 12457 members Mstep: Class 11 contains 3799 members Mstep: Class 12 contains 2641 members Mstep: Class 14 contains 3093 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8940 members Mstep: Class 20 contains 8618 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 718 members Entering Unmasked Estep ConsiderDeletion Score: -7239562.500000 Penalty: 38497.164062 Iteration 61Q: 22 clusters Score -7239562 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 1023 members Mstep: Class 3 contains 2739 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 5287 members Mstep: Class 6 contains 12491 members Mstep: Class 7 contains 3615 members Mstep: Class 8 contains 3289 members Mstep: Class 9 contains 862 members Mstep: Class 10 contains 12460 members Mstep: Class 11 contains 3799 members Mstep: Class 12 contains 2641 members Mstep: Class 14 contains 3095 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8939 members Mstep: Class 20 contains 8618 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 718 members Entering Unmasked Estep ConsiderDeletion Score: -7239557.500000 Penalty: 38497.164062 Iteration 62Q: 22 clusters Score -7239558 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 1023 members Mstep: Class 3 contains 2739 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 5287 members Mstep: Class 6 contains 12490 members Mstep: Class 7 contains 3616 members Mstep: Class 8 contains 3288 members Mstep: Class 9 contains 862 members Mstep: Class 10 contains 12460 members Mstep: Class 11 contains 3799 members Mstep: Class 12 contains 2641 members Mstep: Class 14 contains 3101 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8935 members Mstep: Class 20 contains 8618 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 718 members Entering Unmasked Estep ConsiderDeletion Score: -7239557.000000 Penalty: 38497.164062 Iteration 63Q: 22 clusters Score -7239557 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 1023 members Mstep: Class 3 contains 2739 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 5287 members Mstep: Class 6 contains 12490 members Mstep: Class 7 contains 3616 members Mstep: Class 8 contains 3288 members Mstep: Class 9 contains 862 members Mstep: Class 10 contains 12458 members Mstep: Class 11 contains 3799 members Mstep: Class 12 contains 2641 members Mstep: Class 14 contains 3104 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8934 members Mstep: Class 20 contains 8618 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 718 members Entering Unmasked Estep ConsiderDeletion Score: -7239553.000000 Penalty: 38497.164062 Iteration 64Q: 22 clusters Score -7239553 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 1023 members Mstep: Class 3 contains 2739 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 5287 members Mstep: Class 6 contains 12490 members Mstep: Class 7 contains 3616 members Mstep: Class 8 contains 3288 members Mstep: Class 9 contains 862 members Mstep: Class 10 contains 12455 members Mstep: Class 11 contains 3799 members Mstep: Class 12 contains 2641 members Mstep: Class 14 contains 3109 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8932 members Mstep: Class 20 contains 8618 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 718 members Entering Unmasked Estep ConsiderDeletion Score: -7239558.000000 Penalty: 38497.164062 Iteration 65Q: 22 clusters Score -7239558 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 1023 members Mstep: Class 3 contains 2739 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 5287 members Mstep: Class 6 contains 12490 members Mstep: Class 7 contains 3616 members Mstep: Class 8 contains 3288 members Mstep: Class 9 contains 862 members Mstep: Class 10 contains 12454 members Mstep: Class 11 contains 3800 members Mstep: Class 12 contains 2641 members Mstep: Class 14 contains 3110 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8931 members Mstep: Class 20 contains 8618 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 718 members Entering Unmasked Estep ConsiderDeletion Score: -7239553.000000 Penalty: 38497.164062 Iteration 66Q: 22 clusters Score -7239553 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 1023 members Mstep: Class 3 contains 2739 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 5287 members Mstep: Class 6 contains 12490 members Mstep: Class 7 contains 3616 members Mstep: Class 8 contains 3288 members Mstep: Class 9 contains 862 members Mstep: Class 10 contains 12453 members Mstep: Class 11 contains 3802 members Mstep: Class 12 contains 2641 members Mstep: Class 14 contains 3109 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8931 members Mstep: Class 20 contains 8618 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 718 members Entering Unmasked Estep ConsiderDeletion Score: -7239557.000000 Penalty: 38497.164062 Iteration 67Q: 22 clusters Score -7239557 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 1023 members Mstep: Class 3 contains 2739 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 5287 members Mstep: Class 6 contains 12490 members Mstep: Class 7 contains 3616 members Mstep: Class 8 contains 3288 members Mstep: Class 9 contains 862 members Mstep: Class 10 contains 12452 members Mstep: Class 11 contains 3802 members Mstep: Class 12 contains 2641 members Mstep: Class 14 contains 3110 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8931 members Mstep: Class 20 contains 8618 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 718 members Entering Unmasked Estep ConsiderDeletion Score: -7239560.500000 Penalty: 38497.164062 Iteration 68Q: 22 clusters Score -7239560 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 1023 members Mstep: Class 3 contains 2739 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 5287 members Mstep: Class 6 contains 12490 members Mstep: Class 7 contains 3616 members Mstep: Class 8 contains 3288 members Mstep: Class 9 contains 862 members Mstep: Class 10 contains 12452 members Mstep: Class 11 contains 3802 members Mstep: Class 12 contains 2641 members Mstep: Class 14 contains 3110 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8931 members Mstep: Class 20 contains 8618 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 718 members Entering Unmasked Estep ConsiderDeletion Score: -7239560.500000 Penalty: 38497.164062 Iteration 69F: 22 clusters Score -7239560 nChanged 0 Entering ConstructFrom: Score: -7239560.500000 Penalty: 38497.164062 Entering ConstructFrom: Trying to split cluster 1 (3061 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Entering Unmasked Estep Score: -279326.062500 Penalty: 1304.305786 Iteration 0F: 2 clusters Score -279326.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -276601.593750 Penalty: 2608.611572 Iteration 0F: 3 clusters Score -276601.6 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -277279.781250 Penalty: 2608.611572 Iteration 1F: 3 clusters Score -277279.8 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -277398.843750 Penalty: 2608.611572 Iteration 2F: 3 clusters Score -277398.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -277461.562500 Penalty: 2608.611572 Iteration 3Q: 3 clusters Score -277461.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -277496.781250 Penalty: 2608.611572 Iteration 4Q: 3 clusters Score -277496.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -277514.750000 Penalty: 2608.611572 Iteration 5Q: 3 clusters Score -277514.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -277540.906250 Penalty: 2608.611572 Iteration 6Q: 3 clusters Score -277540.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -277565.312500 Penalty: 2608.611572 Iteration 7Q: 3 clusters Score -277565.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -277592.312500 Penalty: 2608.611572 Iteration 8Q: 3 clusters Score -277592.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -277614.156250 Penalty: 2608.611572 Iteration 9Q: 3 clusters Score -277614.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -277642.875000 Penalty: 2608.611572 Iteration 10Q: 3 clusters Score -277642.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -277665.156250 Penalty: 2608.611572 Iteration 11Q: 3 clusters Score -277665.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -277682.281250 Penalty: 2608.611572 Iteration 12Q: 3 clusters Score -277682.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -277695.531250 Penalty: 2608.611572 Iteration 13Q: 3 clusters Score -277695.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -277709.281250 Penalty: 2608.611572 Iteration 14Q: 3 clusters Score -277709.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -277722.250000 Penalty: 2608.611572 Iteration 15Q: 3 clusters Score -277722.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -277734.718750 Penalty: 2608.611572 Iteration 16Q: 3 clusters Score -277734.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -277745.406250 Penalty: 2608.611572 Iteration 17Q: 3 clusters Score -277745.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -277756.656250 Penalty: 2608.611572 Iteration 18Q: 3 clusters Score -277756.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -277770.937500 Penalty: 2608.611572 Iteration 19Q: 3 clusters Score -277770.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -277779.656250 Penalty: 2608.611572 Iteration 20F: 3 clusters Score -277779.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -277788.593750 Penalty: 2608.611572 Iteration 21Q: 3 clusters Score -277788.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -277794.968750 Penalty: 2608.611572 Iteration 22Q: 3 clusters Score -277795 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -277800.656250 Penalty: 2608.611572 Iteration 23Q: 3 clusters Score -277800.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -277805.406250 Penalty: 2608.611572 Iteration 24Q: 3 clusters Score -277805.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -277809.781250 Penalty: 2608.611572 Iteration 25Q: 3 clusters Score -277809.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -277815.562500 Penalty: 2608.611572 Iteration 26Q: 3 clusters Score -277815.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -277821.593750 Penalty: 2608.611572 Iteration 27Q: 3 clusters Score -277821.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -277828.500000 Penalty: 2608.611572 Iteration 28Q: 3 clusters Score -277828.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -277835.218750 Penalty: 2608.611572 Iteration 29Q: 3 clusters Score -277835.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -277840.593750 Penalty: 2608.611572 Iteration 30Q: 3 clusters Score -277840.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -277841.937500 Penalty: 2608.611572 Iteration 31Q: 3 clusters Score -277841.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -277842.687500 Penalty: 2608.611572 Iteration 32Q: 3 clusters Score -277842.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -277846.687500 Penalty: 2608.611572 Iteration 33Q: 3 clusters Score -277846.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -277850.218750 Penalty: 2608.611572 Iteration 34Q: 3 clusters Score -277850.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -277855.843750 Penalty: 2608.611572 Iteration 35Q: 3 clusters Score -277855.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -277859.906250 Penalty: 2608.611572 Iteration 36Q: 3 clusters Score -277859.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -277866.812500 Penalty: 2608.611572 Iteration 37Q: 3 clusters Score -277866.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -277874.843750 Penalty: 2608.611572 Iteration 38Q: 3 clusters Score -277874.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -277884.218750 Penalty: 2608.611572 Iteration 39Q: 3 clusters Score -277884.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -277894.750000 Penalty: 2608.611572 Iteration 40F: 3 clusters Score -277894.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -277903.593750 Penalty: 2608.611572 Iteration 41Q: 3 clusters Score -277903.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -277914.062500 Penalty: 2608.611572 Iteration 42Q: 3 clusters Score -277914.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -277922.000000 Penalty: 2608.611572 Iteration 43Q: 3 clusters Score -277922 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -277928.843750 Penalty: 2608.611572 Iteration 44Q: 3 clusters Score -277928.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -277935.125000 Penalty: 2608.611572 Iteration 45Q: 3 clusters Score -277935.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -277943.812500 Penalty: 2608.611572 Iteration 46Q: 3 clusters Score -277943.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -277953.531250 Penalty: 2608.611572 Iteration 47Q: 3 clusters Score -277953.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -277969.875000 Penalty: 2608.611572 Iteration 48Q: 3 clusters Score -277969.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -277992.593750 Penalty: 2608.611572 Iteration 49Q: 3 clusters Score -277992.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -278013.250000 Penalty: 2608.611572 Iteration 50Q: 3 clusters Score -278013.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -278038.687500 Penalty: 2608.611572 Iteration 51Q: 3 clusters Score -278038.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -278060.187500 Penalty: 2608.611572 Iteration 52Q: 3 clusters Score -278060.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -278079.031250 Penalty: 2608.611572 Iteration 53Q: 3 clusters Score -278079 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -278094.906250 Penalty: 2608.611572 Iteration 54Q: 3 clusters Score -278094.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -278109.281250 Penalty: 2608.611572 Iteration 55Q: 3 clusters Score -278109.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -278123.406250 Penalty: 2608.611572 Iteration 56Q: 3 clusters Score -278123.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -278139.937500 Penalty: 2608.611572 Iteration 57Q: 3 clusters Score -278139.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -278152.437500 Penalty: 2608.611572 Iteration 58Q: 3 clusters Score -278152.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -278170.312500 Penalty: 2608.611572 Iteration 59Q: 3 clusters Score -278170.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -278180.812500 Penalty: 2608.611572 Iteration 60F: 3 clusters Score -278180.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -278193.218750 Penalty: 2608.611572 Iteration 61Q: 3 clusters Score -278193.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -278204.281250 Penalty: 2608.611572 Iteration 62Q: 3 clusters Score -278204.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -278214.281250 Penalty: 2608.611572 Iteration 63Q: 3 clusters Score -278214.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -278227.031250 Penalty: 2608.611572 Iteration 64Q: 3 clusters Score -278227 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -278241.625000 Penalty: 2608.611572 Iteration 65Q: 3 clusters Score -278241.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -278256.250000 Penalty: 2608.611572 Iteration 66Q: 3 clusters Score -278256.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -278266.343750 Penalty: 2608.611572 Iteration 67Q: 3 clusters Score -278266.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -278275.843750 Penalty: 2608.611572 Iteration 68Q: 3 clusters Score -278275.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -278282.343750 Penalty: 2608.611572 Iteration 69Q: 3 clusters Score -278282.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -278288.937500 Penalty: 2608.611572 Iteration 70Q: 3 clusters Score -278288.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -278293.437500 Penalty: 2608.611572 Iteration 71Q: 3 clusters Score -278293.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -278299.781250 Penalty: 2608.611572 Iteration 72Q: 3 clusters Score -278299.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -278304.875000 Penalty: 2608.611572 Iteration 73Q: 3 clusters Score -278304.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -278307.000000 Penalty: 2608.611572 Iteration 74Q: 3 clusters Score -278307 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -278307.500000 Penalty: 2608.611572 Iteration 75Q: 3 clusters Score -278307.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -278309.031250 Penalty: 2608.611572 Iteration 76Q: 3 clusters Score -278309 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -278309.062500 Penalty: 2608.611572 Iteration 77Q: 3 clusters Score -278309.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -278309.312500 Penalty: 2608.611572 Iteration 78Q: 3 clusters Score -278309.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -278309.468750 Penalty: 2608.611572 Iteration 79Q: 3 clusters Score -278309.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -278309.468750 Penalty: 2608.611572 Iteration 80F: 3 clusters Score -278309.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1023 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Entering Unmasked Estep Score: -84807.968750 Penalty: 1126.205444 Iteration 0F: 2 clusters Score -84807.97 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 511 members Entering Unmasked Estep Score: -83381.164062 Penalty: 2252.410889 Iteration 0F: 3 clusters Score -83381.16 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -83652.664062 Penalty: 2252.410889 Iteration 1F: 3 clusters Score -83652.66 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -83773.687500 Penalty: 2252.410889 Iteration 2F: 3 clusters Score -83773.69 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -83848.906250 Penalty: 2252.410889 Iteration 3F: 3 clusters Score -83848.91 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -83893.609375 Penalty: 2252.410889 Iteration 4Q: 3 clusters Score -83893.61 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -83915.031250 Penalty: 2252.410889 Iteration 5Q: 3 clusters Score -83915.03 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -83938.609375 Penalty: 2252.410889 Iteration 6Q: 3 clusters Score -83938.61 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -83981.265625 Penalty: 2252.410889 Iteration 7Q: 3 clusters Score -83981.27 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -84020.578125 Penalty: 2252.410889 Iteration 8Q: 3 clusters Score -84020.58 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -84053.453125 Penalty: 2252.410889 Iteration 9Q: 3 clusters Score -84053.45 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -84083.953125 Penalty: 2252.410889 Iteration 10Q: 3 clusters Score -84083.95 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -84110.625000 Penalty: 2252.410889 Iteration 11Q: 3 clusters Score -84110.62 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -84130.906250 Penalty: 2252.410889 Iteration 12Q: 3 clusters Score -84130.91 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -84145.406250 Penalty: 2252.410889 Iteration 13Q: 3 clusters Score -84145.41 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -84163.109375 Penalty: 2252.410889 Iteration 14Q: 3 clusters Score -84163.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -84175.742188 Penalty: 2252.410889 Iteration 15Q: 3 clusters Score -84175.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -84180.914062 Penalty: 2252.410889 Iteration 16Q: 3 clusters Score -84180.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -84189.039062 Penalty: 2252.410889 Iteration 17Q: 3 clusters Score -84189.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -84199.992188 Penalty: 2252.410889 Iteration 18Q: 3 clusters Score -84199.99 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -84210.226562 Penalty: 2252.410889 Iteration 19Q: 3 clusters Score -84210.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -84217.851562 Penalty: 2252.410889 Iteration 20F: 3 clusters Score -84217.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -84224.101562 Penalty: 2252.410889 Iteration 21Q: 3 clusters Score -84224.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -84229.359375 Penalty: 2252.410889 Iteration 22Q: 3 clusters Score -84229.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -84235.539062 Penalty: 2252.410889 Iteration 23Q: 3 clusters Score -84235.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -84240.585938 Penalty: 2252.410889 Iteration 24Q: 3 clusters Score -84240.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -84248.367188 Penalty: 2252.410889 Iteration 25Q: 3 clusters Score -84248.37 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -84254.851562 Penalty: 2252.410889 Iteration 26Q: 3 clusters Score -84254.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -84261.601562 Penalty: 2252.410889 Iteration 27Q: 3 clusters Score -84261.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -84271.687500 Penalty: 2252.410889 Iteration 28Q: 3 clusters Score -84271.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -84276.750000 Penalty: 2252.410889 Iteration 29Q: 3 clusters Score -84276.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -84279.046875 Penalty: 2252.410889 Iteration 30Q: 3 clusters Score -84279.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -84284.085938 Penalty: 2252.410889 Iteration 31Q: 3 clusters Score -84284.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -84284.531250 Penalty: 2252.410889 Iteration 32Q: 3 clusters Score -84284.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -84284.531250 Penalty: 2252.410889 Iteration 33F: 3 clusters Score -84284.53 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2739 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Entering Unmasked Estep Score: -258676.375000 Penalty: 1286.244019 Iteration 0F: 2 clusters Score -258676.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -256096.890625 Penalty: 2572.488037 Iteration 0F: 3 clusters Score -256096.9 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -256726.265625 Penalty: 2572.488037 Iteration 1F: 3 clusters Score -256726.3 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -256887.359375 Penalty: 2572.488037 Iteration 2F: 3 clusters Score -256887.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -257005.312500 Penalty: 2572.488037 Iteration 3F: 3 clusters Score -257005.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -257129.906250 Penalty: 2572.488037 Iteration 4Q: 3 clusters Score -257129.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -257274.843750 Penalty: 2572.488037 Iteration 5Q: 3 clusters Score -257274.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -257465.406250 Penalty: 2572.488037 Iteration 6Q: 3 clusters Score -257465.4 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -257711.484375 Penalty: 2572.488037 Iteration 7F: 3 clusters Score -257711.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -258025.843750 Penalty: 2572.488037 Iteration 8F: 3 clusters Score -258025.8 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -258406.906250 Penalty: 2572.488037 Iteration 9F: 3 clusters Score -258406.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -258677.687500 Penalty: 2572.488037 Iteration 10F: 3 clusters Score -258677.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -258768.890625 Penalty: 2572.488037 Iteration 11Q: 3 clusters Score -258768.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -258818.609375 Penalty: 2572.488037 Iteration 12Q: 3 clusters Score -258818.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -258847.656250 Penalty: 2572.488037 Iteration 13Q: 3 clusters Score -258847.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -258861.343750 Penalty: 2572.488037 Iteration 14Q: 3 clusters Score -258861.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -258867.687500 Penalty: 2572.488037 Iteration 15Q: 3 clusters Score -258867.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -258871.562500 Penalty: 2572.488037 Iteration 16Q: 3 clusters Score -258871.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -258873.031250 Penalty: 2572.488037 Iteration 17Q: 3 clusters Score -258873 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -258875.609375 Penalty: 2572.488037 Iteration 18Q: 3 clusters Score -258875.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -258879.546875 Penalty: 2572.488037 Iteration 19Q: 3 clusters Score -258879.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -258885.234375 Penalty: 2572.488037 Iteration 20F: 3 clusters Score -258885.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -258891.531250 Penalty: 2572.488037 Iteration 21Q: 3 clusters Score -258891.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -258894.421875 Penalty: 2572.488037 Iteration 22Q: 3 clusters Score -258894.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -258897.093750 Penalty: 2572.488037 Iteration 23Q: 3 clusters Score -258897.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -258899.765625 Penalty: 2572.488037 Iteration 24Q: 3 clusters Score -258899.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -258901.062500 Penalty: 2572.488037 Iteration 25Q: 3 clusters Score -258901.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -258901.328125 Penalty: 2572.488037 Iteration 26Q: 3 clusters Score -258901.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -258901.328125 Penalty: 2572.488037 Iteration 27F: 3 clusters Score -258901.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 1023 members Mstep: Class 3 contains 1713 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 5287 members Mstep: Class 6 contains 12490 members Mstep: Class 7 contains 3616 members Mstep: Class 8 contains 3288 members Mstep: Class 9 contains 862 members Mstep: Class 10 contains 12452 members Mstep: Class 11 contains 3802 members Mstep: Class 12 contains 2641 members Mstep: Class 13 contains 1026 members Mstep: Class 14 contains 3110 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8931 members Mstep: Class 20 contains 8618 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 718 members Entering Unmasked Estep Score: -7239230.000000 Penalty: 40330.363281 Splitting cluster 3 changes total score from -7239560.500000 to -7239230.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (2414 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Entering Unmasked Estep Score: -226350.328125 Penalty: 1265.719116 Iteration 0F: 2 clusters Score -226350.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -224021.546875 Penalty: 2531.438232 Iteration 0F: 3 clusters Score -224021.5 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -224536.640625 Penalty: 2531.438232 Iteration 1F: 3 clusters Score -224536.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -224654.687500 Penalty: 2531.438232 Iteration 2F: 3 clusters Score -224654.7 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -224738.468750 Penalty: 2531.438232 Iteration 3F: 3 clusters Score -224738.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -224805.796875 Penalty: 2531.438232 Iteration 4Q: 3 clusters Score -224805.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -224860.015625 Penalty: 2531.438232 Iteration 5Q: 3 clusters Score -224860 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -224901.187500 Penalty: 2531.438232 Iteration 6Q: 3 clusters Score -224901.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -224937.062500 Penalty: 2531.438232 Iteration 7Q: 3 clusters Score -224937.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -224966.875000 Penalty: 2531.438232 Iteration 8Q: 3 clusters Score -224966.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -224995.000000 Penalty: 2531.438232 Iteration 9Q: 3 clusters Score -224995 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -225018.609375 Penalty: 2531.438232 Iteration 10Q: 3 clusters Score -225018.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -225033.609375 Penalty: 2531.438232 Iteration 11Q: 3 clusters Score -225033.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -225042.796875 Penalty: 2531.438232 Iteration 12Q: 3 clusters Score -225042.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -225051.734375 Penalty: 2531.438232 Iteration 13Q: 3 clusters Score -225051.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -225059.890625 Penalty: 2531.438232 Iteration 14Q: 3 clusters Score -225059.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -225066.468750 Penalty: 2531.438232 Iteration 15Q: 3 clusters Score -225066.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -225073.171875 Penalty: 2531.438232 Iteration 16Q: 3 clusters Score -225073.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -225079.656250 Penalty: 2531.438232 Iteration 17Q: 3 clusters Score -225079.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -225090.656250 Penalty: 2531.438232 Iteration 18Q: 3 clusters Score -225090.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -225097.390625 Penalty: 2531.438232 Iteration 19Q: 3 clusters Score -225097.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -225100.625000 Penalty: 2531.438232 Iteration 20F: 3 clusters Score -225100.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -225104.000000 Penalty: 2531.438232 Iteration 21Q: 3 clusters Score -225104 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -225107.046875 Penalty: 2531.438232 Iteration 22Q: 3 clusters Score -225107 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -225110.843750 Penalty: 2531.438232 Iteration 23Q: 3 clusters Score -225110.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -225115.953125 Penalty: 2531.438232 Iteration 24Q: 3 clusters Score -225116 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -225121.593750 Penalty: 2531.438232 Iteration 25Q: 3 clusters Score -225121.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -225130.015625 Penalty: 2531.438232 Iteration 26Q: 3 clusters Score -225130 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -225141.296875 Penalty: 2531.438232 Iteration 27Q: 3 clusters Score -225141.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -225155.343750 Penalty: 2531.438232 Iteration 28Q: 3 clusters Score -225155.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -225171.093750 Penalty: 2531.438232 Iteration 29Q: 3 clusters Score -225171.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -225187.828125 Penalty: 2531.438232 Iteration 30Q: 3 clusters Score -225187.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -225206.171875 Penalty: 2531.438232 Iteration 31Q: 3 clusters Score -225206.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -225223.343750 Penalty: 2531.438232 Iteration 32Q: 3 clusters Score -225223.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -225239.625000 Penalty: 2531.438232 Iteration 33Q: 3 clusters Score -225239.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -225255.984375 Penalty: 2531.438232 Iteration 34Q: 3 clusters Score -225256 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -225274.390625 Penalty: 2531.438232 Iteration 35Q: 3 clusters Score -225274.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -225287.515625 Penalty: 2531.438232 Iteration 36Q: 3 clusters Score -225287.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -225300.140625 Penalty: 2531.438232 Iteration 37Q: 3 clusters Score -225300.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -225308.046875 Penalty: 2531.438232 Iteration 38Q: 3 clusters Score -225308 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -225317.468750 Penalty: 2531.438232 Iteration 39Q: 3 clusters Score -225317.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -225326.515625 Penalty: 2531.438232 Iteration 40F: 3 clusters Score -225326.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -225329.406250 Penalty: 2531.438232 Iteration 41Q: 3 clusters Score -225329.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -225331.875000 Penalty: 2531.438232 Iteration 42Q: 3 clusters Score -225331.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -225335.093750 Penalty: 2531.438232 Iteration 43Q: 3 clusters Score -225335.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -225336.375000 Penalty: 2531.438232 Iteration 44Q: 3 clusters Score -225336.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -225337.328125 Penalty: 2531.438232 Iteration 45Q: 3 clusters Score -225337.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -225338.406250 Penalty: 2531.438232 Iteration 46Q: 3 clusters Score -225338.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -225339.312500 Penalty: 2531.438232 Iteration 47Q: 3 clusters Score -225339.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -225339.421875 Penalty: 2531.438232 Iteration 48Q: 3 clusters Score -225339.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -225339.421875 Penalty: 2531.438232 Iteration 49F: 3 clusters Score -225339.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (5287 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Entering Unmasked Estep Score: -491902.468750 Penalty: 1393.113525 Iteration 0F: 2 clusters Score -491902.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -487734.843750 Penalty: 2786.227051 Iteration 0F: 3 clusters Score -487734.8 nChanged 2153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -488896.375000 Penalty: 2786.227051 Iteration 1F: 3 clusters Score -488896.4 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -489148.531250 Penalty: 2786.227051 Iteration 2F: 3 clusters Score -489148.5 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -489376.843750 Penalty: 2786.227051 Iteration 3F: 3 clusters Score -489376.8 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -489626.281250 Penalty: 2786.227051 Iteration 4F: 3 clusters Score -489626.3 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -489866.687500 Penalty: 2786.227051 Iteration 5F: 3 clusters Score -489866.7 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -490065.125000 Penalty: 2786.227051 Iteration 6F: 3 clusters Score -490065.1 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -490219.000000 Penalty: 2786.227051 Iteration 7Q: 3 clusters Score -490219 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -490330.593750 Penalty: 2786.227051 Iteration 8Q: 3 clusters Score -490330.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -490430.000000 Penalty: 2786.227051 Iteration 9Q: 3 clusters Score -490430 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -490518.593750 Penalty: 2786.227051 Iteration 10Q: 3 clusters Score -490518.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -490584.093750 Penalty: 2786.227051 Iteration 11Q: 3 clusters Score -490584.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -490626.750000 Penalty: 2786.227051 Iteration 12Q: 3 clusters Score -490626.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -490658.000000 Penalty: 2786.227051 Iteration 13Q: 3 clusters Score -490658 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4011 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -490676.031250 Penalty: 2786.227051 Iteration 14Q: 3 clusters Score -490676 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -490692.718750 Penalty: 2786.227051 Iteration 15Q: 3 clusters Score -490692.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -490706.187500 Penalty: 2786.227051 Iteration 16Q: 3 clusters Score -490706.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -490725.906250 Penalty: 2786.227051 Iteration 17Q: 3 clusters Score -490725.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -490738.906250 Penalty: 2786.227051 Iteration 18Q: 3 clusters Score -490738.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -490753.875000 Penalty: 2786.227051 Iteration 19Q: 3 clusters Score -490753.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -490767.187500 Penalty: 2786.227051 Iteration 20F: 3 clusters Score -490767.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -490779.593750 Penalty: 2786.227051 Iteration 21Q: 3 clusters Score -490779.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -490794.750000 Penalty: 2786.227051 Iteration 22Q: 3 clusters Score -490794.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -490811.406250 Penalty: 2786.227051 Iteration 23Q: 3 clusters Score -490811.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -490822.312500 Penalty: 2786.227051 Iteration 24Q: 3 clusters Score -490822.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -490836.187500 Penalty: 2786.227051 Iteration 25Q: 3 clusters Score -490836.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -490847.625000 Penalty: 2786.227051 Iteration 26Q: 3 clusters Score -490847.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -490856.937500 Penalty: 2786.227051 Iteration 27Q: 3 clusters Score -490856.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -490862.281250 Penalty: 2786.227051 Iteration 28Q: 3 clusters Score -490862.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -490865.781250 Penalty: 2786.227051 Iteration 29Q: 3 clusters Score -490865.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -490868.250000 Penalty: 2786.227051 Iteration 30Q: 3 clusters Score -490868.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4369 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -490870.281250 Penalty: 2786.227051 Iteration 31Q: 3 clusters Score -490870.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -490873.000000 Penalty: 2786.227051 Iteration 32Q: 3 clusters Score -490873 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -490877.031250 Penalty: 2786.227051 Iteration 33Q: 3 clusters Score -490877 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -490881.281250 Penalty: 2786.227051 Iteration 34Q: 3 clusters Score -490881.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -490888.437500 Penalty: 2786.227051 Iteration 35Q: 3 clusters Score -490888.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -490891.937500 Penalty: 2786.227051 Iteration 36Q: 3 clusters Score -490891.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -490892.562500 Penalty: 2786.227051 Iteration 37Q: 3 clusters Score -490892.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -490892.906250 Penalty: 2786.227051 Iteration 38Q: 3 clusters Score -490892.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -490893.406250 Penalty: 2786.227051 Iteration 39Q: 3 clusters Score -490893.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -490895.093750 Penalty: 2786.227051 Iteration 40F: 3 clusters Score -490895.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -490895.937500 Penalty: 2786.227051 Iteration 41Q: 3 clusters Score -490895.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -490896.375000 Penalty: 2786.227051 Iteration 42Q: 3 clusters Score -490896.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -490896.687500 Penalty: 2786.227051 Iteration 43Q: 3 clusters Score -490896.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -490897.875000 Penalty: 2786.227051 Iteration 44Q: 3 clusters Score -490897.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -490899.812500 Penalty: 2786.227051 Iteration 45Q: 3 clusters Score -490899.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -490900.375000 Penalty: 2786.227051 Iteration 46Q: 3 clusters Score -490900.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -490900.906250 Penalty: 2786.227051 Iteration 47Q: 3 clusters Score -490900.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4457 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -490904.187500 Penalty: 2786.227051 Iteration 48Q: 3 clusters Score -490904.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -490904.562500 Penalty: 2786.227051 Iteration 49Q: 3 clusters Score -490904.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -490905.000000 Penalty: 2786.227051 Iteration 50Q: 3 clusters Score -490905 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -490905.000000 Penalty: 2786.227051 Iteration 51F: 3 clusters Score -490905 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (12490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12490 members Entering Unmasked Estep Score: -1204418.625000 Penalty: 1532.811157 Iteration 0F: 2 clusters Score -1204419 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6254 members Mstep: Class 2 contains 6236 members Entering Unmasked Estep Score: -1195614.000000 Penalty: 3065.622314 Iteration 0F: 3 clusters Score -1195614 nChanged 5518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6272 members Mstep: Class 2 contains 6218 members Entering Unmasked Estep Score: -1198607.500000 Penalty: 3065.622314 Iteration 1F: 3 clusters Score -1198608 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6253 members Mstep: Class 2 contains 6237 members Entering Unmasked Estep Score: -1198918.625000 Penalty: 3065.622314 Iteration 2F: 3 clusters Score -1198919 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6185 members Mstep: Class 2 contains 6305 members Entering Unmasked Estep Score: -1199182.125000 Penalty: 3065.622314 Iteration 3F: 3 clusters Score -1199182 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6098 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -1199430.750000 Penalty: 3065.622314 Iteration 4Q: 3 clusters Score -1199431 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5984 members Mstep: Class 2 contains 6506 members Entering Unmasked Estep Score: -1199718.250000 Penalty: 3065.622314 Iteration 5Q: 3 clusters Score -1199718 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 6582 members Entering Unmasked Estep Score: -1200031.625000 Penalty: 3065.622314 Iteration 6Q: 3 clusters Score -1200032 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5836 members Mstep: Class 2 contains 6654 members Entering Unmasked Estep Score: -1200383.500000 Penalty: 3065.622314 Iteration 7Q: 3 clusters Score -1200384 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 6726 members Entering Unmasked Estep Score: -1200763.000000 Penalty: 3065.622314 Iteration 8Q: 3 clusters Score -1200763 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5687 members Mstep: Class 2 contains 6803 members Entering Unmasked Estep Score: -1201115.625000 Penalty: 3065.622314 Iteration 9Q: 3 clusters Score -1201116 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5629 members Mstep: Class 2 contains 6861 members Entering Unmasked Estep Score: -1201359.375000 Penalty: 3065.622314 Iteration 10Q: 3 clusters Score -1201359 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5592 members Mstep: Class 2 contains 6898 members Entering Unmasked Estep Score: -1201520.500000 Penalty: 3065.622314 Iteration 11Q: 3 clusters Score -1201520 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5557 members Mstep: Class 2 contains 6933 members Entering Unmasked Estep Score: -1201606.875000 Penalty: 3065.622314 Iteration 12Q: 3 clusters Score -1201607 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5515 members Mstep: Class 2 contains 6975 members Entering Unmasked Estep Score: -1201650.875000 Penalty: 3065.622314 Iteration 13Q: 3 clusters Score -1201651 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5487 members Mstep: Class 2 contains 7003 members Entering Unmasked Estep Score: -1201664.000000 Penalty: 3065.622314 Iteration 14Q: 3 clusters Score -1201664 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5457 members Mstep: Class 2 contains 7033 members Entering Unmasked Estep Score: -1201677.750000 Penalty: 3065.622314 Iteration 15Q: 3 clusters Score -1201678 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5438 members Mstep: Class 2 contains 7052 members Entering Unmasked Estep Score: -1201684.250000 Penalty: 3065.622314 Iteration 16Q: 3 clusters Score -1201684 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 7075 members Entering Unmasked Estep Score: -1201688.625000 Penalty: 3065.622314 Iteration 17Q: 3 clusters Score -1201689 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5393 members Mstep: Class 2 contains 7097 members Entering Unmasked Estep Score: -1201696.875000 Penalty: 3065.622314 Iteration 18Q: 3 clusters Score -1201697 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 7111 members Entering Unmasked Estep Score: -1201702.375000 Penalty: 3065.622314 Iteration 19Q: 3 clusters Score -1201702 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5365 members Mstep: Class 2 contains 7125 members Entering Unmasked Estep Score: -1201708.750000 Penalty: 3065.622314 Iteration 20F: 3 clusters Score -1201709 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 7139 members Entering Unmasked Estep Score: -1201719.125000 Penalty: 3065.622314 Iteration 21Q: 3 clusters Score -1201719 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 7154 members Entering Unmasked Estep Score: -1201723.000000 Penalty: 3065.622314 Iteration 22Q: 3 clusters Score -1201723 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 7175 members Entering Unmasked Estep Score: -1201729.625000 Penalty: 3065.622314 Iteration 23Q: 3 clusters Score -1201730 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5290 members Mstep: Class 2 contains 7200 members Entering Unmasked Estep Score: -1201738.375000 Penalty: 3065.622314 Iteration 24Q: 3 clusters Score -1201738 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5258 members Mstep: Class 2 contains 7232 members Entering Unmasked Estep Score: -1201744.875000 Penalty: 3065.622314 Iteration 25Q: 3 clusters Score -1201745 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 7255 members Entering Unmasked Estep Score: -1201751.125000 Penalty: 3065.622314 Iteration 26Q: 3 clusters Score -1201751 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5211 members Mstep: Class 2 contains 7279 members Entering Unmasked Estep Score: -1201750.375000 Penalty: 3065.622314 Iteration 27Q: 3 clusters Score -1201750 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5186 members Mstep: Class 2 contains 7304 members Entering Unmasked Estep Score: -1201756.250000 Penalty: 3065.622314 Iteration 28Q: 3 clusters Score -1201756 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5161 members Mstep: Class 2 contains 7329 members Entering Unmasked Estep Score: -1201762.125000 Penalty: 3065.622314 Iteration 29Q: 3 clusters Score -1201762 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 7351 members Entering Unmasked Estep Score: -1201765.625000 Penalty: 3065.622314 Iteration 30Q: 3 clusters Score -1201766 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5112 members Mstep: Class 2 contains 7378 members Entering Unmasked Estep Score: -1201768.875000 Penalty: 3065.622314 Iteration 31Q: 3 clusters Score -1201769 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5094 members Mstep: Class 2 contains 7396 members Entering Unmasked Estep Score: -1201771.000000 Penalty: 3065.622314 Iteration 32Q: 3 clusters Score -1201771 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -1201774.500000 Penalty: 3065.622314 Iteration 33Q: 3 clusters Score -1201774 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 7441 members Entering Unmasked Estep Score: -1201779.125000 Penalty: 3065.622314 Iteration 34Q: 3 clusters Score -1201779 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 7473 members Entering Unmasked Estep Score: -1201786.000000 Penalty: 3065.622314 Iteration 35Q: 3 clusters Score -1201786 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 7513 members Entering Unmasked Estep Score: -1201796.125000 Penalty: 3065.622314 Iteration 36Q: 3 clusters Score -1201796 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 7564 members Entering Unmasked Estep Score: -1201800.000000 Penalty: 3065.622314 Iteration 37Q: 3 clusters Score -1201800 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4895 members Mstep: Class 2 contains 7595 members Entering Unmasked Estep Score: -1201807.125000 Penalty: 3065.622314 Iteration 38Q: 3 clusters Score -1201807 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 7631 members Entering Unmasked Estep Score: -1201814.375000 Penalty: 3065.622314 Iteration 39Q: 3 clusters Score -1201814 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 7667 members Entering Unmasked Estep Score: -1201817.750000 Penalty: 3065.622314 Iteration 40F: 3 clusters Score -1201818 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4785 members Mstep: Class 2 contains 7705 members Entering Unmasked Estep Score: -1201827.125000 Penalty: 3065.622314 Iteration 41Q: 3 clusters Score -1201827 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 7755 members Entering Unmasked Estep Score: -1201834.125000 Penalty: 3065.622314 Iteration 42Q: 3 clusters Score -1201834 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 7826 members Entering Unmasked Estep Score: -1201850.375000 Penalty: 3065.622314 Iteration 43Q: 3 clusters Score -1201850 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 7894 members Entering Unmasked Estep Score: -1201866.875000 Penalty: 3065.622314 Iteration 44Q: 3 clusters Score -1201867 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 7963 members Entering Unmasked Estep Score: -1201882.000000 Penalty: 3065.622314 Iteration 45Q: 3 clusters Score -1201882 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 8032 members Entering Unmasked Estep Score: -1201896.750000 Penalty: 3065.622314 Iteration 46Q: 3 clusters Score -1201897 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 8119 members Entering Unmasked Estep Score: -1201914.125000 Penalty: 3065.622314 Iteration 47Q: 3 clusters Score -1201914 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 8203 members Entering Unmasked Estep Score: -1201933.375000 Penalty: 3065.622314 Iteration 48Q: 3 clusters Score -1201933 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 8304 members Entering Unmasked Estep Score: -1201958.000000 Penalty: 3065.622314 Iteration 49Q: 3 clusters Score -1201958 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 8408 members Entering Unmasked Estep Score: -1201980.625000 Penalty: 3065.622314 Iteration 50Q: 3 clusters Score -1201981 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 8513 members Entering Unmasked Estep Score: -1202006.375000 Penalty: 3065.622314 Iteration 51Q: 3 clusters Score -1202006 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 8606 members Entering Unmasked Estep Score: -1202025.625000 Penalty: 3065.622314 Iteration 52Q: 3 clusters Score -1202026 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 8707 members Entering Unmasked Estep Score: -1202049.375000 Penalty: 3065.622314 Iteration 53Q: 3 clusters Score -1202049 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 8803 members Entering Unmasked Estep Score: -1202070.500000 Penalty: 3065.622314 Iteration 54Q: 3 clusters Score -1202070 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 8882 members Entering Unmasked Estep Score: -1202088.250000 Penalty: 3065.622314 Iteration 55Q: 3 clusters Score -1202088 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 8963 members Entering Unmasked Estep Score: -1202109.875000 Penalty: 3065.622314 Iteration 56Q: 3 clusters Score -1202110 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 9066 members Entering Unmasked Estep Score: -1202136.875000 Penalty: 3065.622314 Iteration 57Q: 3 clusters Score -1202137 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 9182 members Entering Unmasked Estep Score: -1202162.875000 Penalty: 3065.622314 Iteration 58Q: 3 clusters Score -1202163 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 9289 members Entering Unmasked Estep Score: -1202194.250000 Penalty: 3065.622314 Iteration 59Q: 3 clusters Score -1202194 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 9398 members Entering Unmasked Estep Score: -1202230.875000 Penalty: 3065.622314 Iteration 60F: 3 clusters Score -1202231 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 9515 members Entering Unmasked Estep Score: -1202268.375000 Penalty: 3065.622314 Iteration 61Q: 3 clusters Score -1202268 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 9640 members Entering Unmasked Estep Score: -1202306.250000 Penalty: 3065.622314 Iteration 62Q: 3 clusters Score -1202306 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 9756 members Entering Unmasked Estep Score: -1202347.500000 Penalty: 3065.622314 Iteration 63Q: 3 clusters Score -1202348 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 9887 members Entering Unmasked Estep Score: -1202391.125000 Penalty: 3065.622314 Iteration 64Q: 3 clusters Score -1202391 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 9998 members Entering Unmasked Estep Score: -1202426.000000 Penalty: 3065.622314 Iteration 65Q: 3 clusters Score -1202426 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 10111 members Entering Unmasked Estep Score: -1202466.375000 Penalty: 3065.622314 Iteration 66Q: 3 clusters Score -1202466 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 10224 members Entering Unmasked Estep Score: -1202510.000000 Penalty: 3065.622314 Iteration 67Q: 3 clusters Score -1202510 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 10339 members Entering Unmasked Estep Score: -1202554.500000 Penalty: 3065.622314 Iteration 68Q: 3 clusters Score -1202554 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 10444 members Entering Unmasked Estep Score: -1202590.000000 Penalty: 3065.622314 Iteration 69Q: 3 clusters Score -1202590 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 10541 members Entering Unmasked Estep Score: -1202637.000000 Penalty: 3065.622314 Iteration 70Q: 3 clusters Score -1202637 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 10636 members Entering Unmasked Estep Score: -1202670.500000 Penalty: 3065.622314 Iteration 71Q: 3 clusters Score -1202670 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 10717 members Entering Unmasked Estep Score: -1202707.000000 Penalty: 3065.622314 Iteration 72Q: 3 clusters Score -1202707 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 10795 members Entering Unmasked Estep Score: -1202734.125000 Penalty: 3065.622314 Iteration 73Q: 3 clusters Score -1202734 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 10854 members Entering Unmasked Estep Score: -1202757.375000 Penalty: 3065.622314 Iteration 74Q: 3 clusters Score -1202757 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 10908 members Entering Unmasked Estep Score: -1202775.625000 Penalty: 3065.622314 Iteration 75Q: 3 clusters Score -1202776 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 10964 members Entering Unmasked Estep Score: -1202797.500000 Penalty: 3065.622314 Iteration 76Q: 3 clusters Score -1202798 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 11026 members Entering Unmasked Estep Score: -1202817.250000 Penalty: 3065.622314 Iteration 77Q: 3 clusters Score -1202817 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 11081 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1202886.000000 Penalty: 3065.622314 Iteration 82Q: 3 clusters Score -1202886 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 11247 members Entering Unmasked Estep Score: -1202891.750000 Penalty: 3065.622314 Iteration 83Q: 3 clusters Score -1202892 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 11269 members Entering Unmasked Estep Score: -1202901.125000 Penalty: 3065.622314 Iteration 84Q: 3 clusters Score -1202901 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 11290 members Entering Unmasked Estep Score: -1202909.125000 Penalty: 3065.622314 Iteration 85Q: 3 clusters Score -1202909 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 11314 members Entering Unmasked Estep Score: -1202917.375000 Penalty: 3065.622314 Iteration 86Q: 3 clusters Score -1202917 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 11326 members Entering Unmasked Estep Score: -1202923.500000 Penalty: 3065.622314 Iteration 87Q: 3 clusters Score -1202924 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 11338 members Entering Unmasked Estep Score: -1202923.625000 Penalty: 3065.622314 Iteration 88Q: 3 clusters Score -1202924 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 11353 members Entering Unmasked Estep Score: -1202928.875000 Penalty: 3065.622314 Iteration 89Q: 3 clusters Score -1202929 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 11369 members Entering Unmasked Estep Score: -1202936.500000 Penalty: 3065.622314 Iteration 90Q: 3 clusters Score -1202936 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 11386 members Entering Unmasked Estep Score: -1202942.875000 Penalty: 3065.622314 Iteration 91Q: 3 clusters Score -1202943 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 11408 members Entering Unmasked Estep Score: -1202946.625000 Penalty: 3065.622314 Iteration 92Q: 3 clusters Score -1202947 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 11430 members Entering Unmasked Estep Score: -1202952.500000 Penalty: 3065.622314 Iteration 93Q: 3 clusters Score -1202952 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 11451 members Entering Unmasked Estep Score: -1202958.500000 Penalty: 3065.622314 Iteration 94Q: 3 clusters Score -1202958 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 11473 members Entering Unmasked Estep Score: -1202967.500000 Penalty: 3065.622314 Iteration 95Q: 3 clusters Score -1202968 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 11504 members Entering Unmasked Estep Score: -1202984.625000 Penalty: 3065.622314 Iteration 96Q: 3 clusters Score -1202985 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 11530 members Entering Unmasked Estep Score: -1202993.875000 Penalty: 3065.622314 Iteration 97Q: 3 clusters Score -1202994 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 11556 members Entering Unmasked Estep Score: -1203005.625000 Penalty: 3065.622314 Iteration 98Q: 3 clusters Score -1203006 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 11576 members Entering Unmasked Estep Score: -1203009.125000 Penalty: 3065.622314 Iteration 99Q: 3 clusters Score -1203009 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 11586 members Entering Unmasked Estep Score: -1203013.250000 Penalty: 3065.622314 Iteration 100F: 3 clusters Score -1203013 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 11592 members Entering Unmasked Estep Score: -1203015.000000 Penalty: 3065.622314 Iteration 101Q: 3 clusters Score -1203015 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 11600 members Entering Unmasked Estep Score: -1203016.250000 Penalty: 3065.622314 Iteration 102Q: 3 clusters Score -1203016 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 11608 members Entering Unmasked Estep Score: -1203020.500000 Penalty: 3065.622314 Iteration 103Q: 3 clusters Score -1203020 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 11615 members Entering Unmasked Estep Score: -1203019.750000 Penalty: 3065.622314 Iteration 104Q: 3 clusters Score -1203020 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 11621 members Entering Unmasked Estep Score: -1203021.875000 Penalty: 3065.622314 Iteration 105Q: 3 clusters Score -1203022 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 11630 members Entering Unmasked Estep Score: -1203027.000000 Penalty: 3065.622314 Iteration 106Q: 3 clusters Score -1203027 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 11634 members Entering Unmasked Estep Score: -1203026.000000 Penalty: 3065.622314 Iteration 107Q: 3 clusters Score -1203026 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 11636 members Entering Unmasked Estep Score: -1203028.000000 Penalty: 3065.622314 Iteration 108Q: 3 clusters Score -1203028 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 11638 members Entering Unmasked Estep Score: -1203026.375000 Penalty: 3065.622314 Iteration 109Q: 3 clusters Score -1203026 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 11638 members Entering Unmasked Estep Score: -1203026.375000 Penalty: 3065.622314 Iteration 110F: 3 clusters Score -1203026 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3616 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Entering Unmasked Estep Score: -328978.625000 Penalty: 1331.382568 Iteration 0F: 2 clusters Score -328978.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -325885.968750 Penalty: 2662.765137 Iteration 0F: 3 clusters Score -325886 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -326759.656250 Penalty: 2662.765137 Iteration 1F: 3 clusters Score -326759.7 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -326956.500000 Penalty: 2662.765137 Iteration 2F: 3 clusters Score -326956.5 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -327161.031250 Penalty: 2662.765137 Iteration 3F: 3 clusters Score -327161 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -327385.343750 Penalty: 2662.765137 Iteration 4F: 3 clusters Score -327385.3 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -327676.093750 Penalty: 2662.765137 Iteration 5F: 3 clusters Score -327676.1 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -328001.281250 Penalty: 2662.765137 Iteration 6F: 3 clusters Score -328001.3 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -328297.406250 Penalty: 2662.765137 Iteration 7F: 3 clusters Score -328297.4 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -328486.000000 Penalty: 2662.765137 Iteration 8F: 3 clusters Score -328486 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -328621.000000 Penalty: 2662.765137 Iteration 9Q: 3 clusters Score -328621 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -328730.625000 Penalty: 2662.765137 Iteration 10Q: 3 clusters Score -328730.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -328819.000000 Penalty: 2662.765137 Iteration 11Q: 3 clusters Score -328819 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -328898.562500 Penalty: 2662.765137 Iteration 12Q: 3 clusters Score -328898.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -328964.187500 Penalty: 2662.765137 Iteration 13Q: 3 clusters Score -328964.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -329011.437500 Penalty: 2662.765137 Iteration 14Q: 3 clusters Score -329011.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -329049.812500 Penalty: 2662.765137 Iteration 15Q: 3 clusters Score -329049.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -329081.875000 Penalty: 2662.765137 Iteration 16Q: 3 clusters Score -329081.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -329103.375000 Penalty: 2662.765137 Iteration 17Q: 3 clusters Score -329103.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -329114.312500 Penalty: 2662.765137 Iteration 18Q: 3 clusters Score -329114.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -329121.781250 Penalty: 2662.765137 Iteration 19Q: 3 clusters Score -329121.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -329126.718750 Penalty: 2662.765137 Iteration 20F: 3 clusters Score -329126.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -329130.718750 Penalty: 2662.765137 Iteration 21Q: 3 clusters Score -329130.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -329135.218750 Penalty: 2662.765137 Iteration 22Q: 3 clusters Score -329135.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -329138.250000 Penalty: 2662.765137 Iteration 23Q: 3 clusters Score -329138.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -329139.625000 Penalty: 2662.765137 Iteration 24Q: 3 clusters Score -329139.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -329140.187500 Penalty: 2662.765137 Iteration 25Q: 3 clusters Score -329140.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -329140.187500 Penalty: 2662.765137 Iteration 26F: 3 clusters Score -329140.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 1023 members Mstep: Class 3 contains 2739 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 5287 members Mstep: Class 6 contains 12490 members Mstep: Class 7 contains 1954 members Mstep: Class 8 contains 3288 members Mstep: Class 9 contains 862 members Mstep: Class 10 contains 12452 members Mstep: Class 11 contains 3802 members Mstep: Class 12 contains 2641 members Mstep: Class 13 contains 1662 members Mstep: Class 14 contains 3110 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8931 members Mstep: Class 20 contains 8618 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 718 members Entering Unmasked Estep Score: -7239211.500000 Penalty: 40330.363281 Splitting cluster 7 changes total score from -7239560.500000 to -7239211.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (3288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Entering Unmasked Estep Score: -308064.968750 Penalty: 1315.930664 Iteration 0F: 2 clusters Score -308065 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -305154.125000 Penalty: 2631.861328 Iteration 0F: 3 clusters Score -305154.1 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -305916.312500 Penalty: 2631.861328 Iteration 1F: 3 clusters Score -305916.3 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -306108.375000 Penalty: 2631.861328 Iteration 2F: 3 clusters Score -306108.4 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -306245.843750 Penalty: 2631.861328 Iteration 3F: 3 clusters Score -306245.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -306385.781250 Penalty: 2631.861328 Iteration 4Q: 3 clusters Score -306385.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -306549.656250 Penalty: 2631.861328 Iteration 5Q: 3 clusters Score -306549.7 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -306776.500000 Penalty: 2631.861328 Iteration 6F: 3 clusters Score -306776.5 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -307046.687500 Penalty: 2631.861328 Iteration 7F: 3 clusters Score -307046.7 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -307282.750000 Penalty: 2631.861328 Iteration 8F: 3 clusters Score -307282.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -307446.593750 Penalty: 2631.861328 Iteration 9F: 3 clusters Score -307446.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -307597.937500 Penalty: 2631.861328 Iteration 10Q: 3 clusters Score -307597.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -307708.781250 Penalty: 2631.861328 Iteration 11Q: 3 clusters Score -307708.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -307812.093750 Penalty: 2631.861328 Iteration 12Q: 3 clusters Score -307812.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -307888.781250 Penalty: 2631.861328 Iteration 13Q: 3 clusters Score -307888.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -307952.500000 Penalty: 2631.861328 Iteration 14Q: 3 clusters Score -307952.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -308008.593750 Penalty: 2631.861328 Iteration 15Q: 3 clusters Score -308008.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -308060.156250 Penalty: 2631.861328 Iteration 16Q: 3 clusters Score -308060.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -308098.625000 Penalty: 2631.861328 Iteration 17Q: 3 clusters Score -308098.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -308134.468750 Penalty: 2631.861328 Iteration 18Q: 3 clusters Score -308134.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -308164.531250 Penalty: 2631.861328 Iteration 19Q: 3 clusters Score -308164.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -308201.468750 Penalty: 2631.861328 Iteration 20F: 3 clusters Score -308201.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -308225.875000 Penalty: 2631.861328 Iteration 21Q: 3 clusters Score -308225.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -308234.906250 Penalty: 2631.861328 Iteration 22Q: 3 clusters Score -308234.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -308238.375000 Penalty: 2631.861328 Iteration 23Q: 3 clusters Score -308238.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -308240.468750 Penalty: 2631.861328 Iteration 24Q: 3 clusters Score -308240.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -308241.437500 Penalty: 2631.861328 Iteration 25Q: 3 clusters Score -308241.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -308241.437500 Penalty: 2631.861328 Iteration 26F: 3 clusters Score -308241.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 1023 members Mstep: Class 3 contains 2739 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 5287 members Mstep: Class 6 contains 12490 members Mstep: Class 7 contains 3616 members Mstep: Class 8 contains 2612 members Mstep: Class 9 contains 862 members Mstep: Class 10 contains 12452 members Mstep: Class 11 contains 3802 members Mstep: Class 12 contains 2641 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 3110 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8931 members Mstep: Class 20 contains 8618 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 718 members Entering Unmasked Estep Score: -7239209.000000 Penalty: 40330.363281 Splitting cluster 8 changes total score from -7239560.500000 to -7239209.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (862 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Entering Unmasked Estep Score: -70890.140625 Penalty: 1098.379028 Iteration 0F: 2 clusters Score -70890.14 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 434 members Entering Unmasked Estep Score: -69516.460938 Penalty: 2196.758057 Iteration 0F: 3 clusters Score -69516.46 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -69787.054688 Penalty: 2196.758057 Iteration 1F: 3 clusters Score -69787.05 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -69889.859375 Penalty: 2196.758057 Iteration 2F: 3 clusters Score -69889.86 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -69935.031250 Penalty: 2196.758057 Iteration 3Q: 3 clusters Score -69935.03 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -69971.671875 Penalty: 2196.758057 Iteration 4Q: 3 clusters Score -69971.67 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -70001.179688 Penalty: 2196.758057 Iteration 5Q: 3 clusters Score -70001.18 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -70013.937500 Penalty: 2196.758057 Iteration 6Q: 3 clusters Score -70013.94 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -70019.265625 Penalty: 2196.758057 Iteration 7Q: 3 clusters Score -70019.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -70024.828125 Penalty: 2196.758057 Iteration 8Q: 3 clusters Score -70024.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -70033.726562 Penalty: 2196.758057 Iteration 9Q: 3 clusters Score -70033.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -70035.296875 Penalty: 2196.758057 Iteration 10Q: 3 clusters Score -70035.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -70035.671875 Penalty: 2196.758057 Iteration 11Q: 3 clusters Score -70035.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -70036.046875 Penalty: 2196.758057 Iteration 12Q: 3 clusters Score -70036.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -70036.968750 Penalty: 2196.758057 Iteration 13Q: 3 clusters Score -70036.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -70037.710938 Penalty: 2196.758057 Iteration 14Q: 3 clusters Score -70037.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -70038.781250 Penalty: 2196.758057 Iteration 15Q: 3 clusters Score -70038.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -70038.781250 Penalty: 2196.758057 Iteration 16F: 3 clusters Score -70038.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (12452 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12452 members Entering Unmasked Estep Score: -1164403.125000 Penalty: 1532.316040 Iteration 0F: 2 clusters Score -1164403 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6302 members Mstep: Class 2 contains 6150 members Entering Unmasked Estep Score: -1155687.500000 Penalty: 3064.632080 Iteration 0F: 3 clusters Score -1155688 nChanged 5439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6719 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -1158596.375000 Penalty: 3064.632080 Iteration 1F: 3 clusters Score -1158596 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6984 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -1158922.000000 Penalty: 3064.632080 Iteration 2F: 3 clusters Score -1158922 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7286 members Mstep: Class 2 contains 5166 members Entering Unmasked Estep Score: -1159228.000000 Penalty: 3064.632080 Iteration 3F: 3 clusters Score -1159228 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7688 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -1159554.000000 Penalty: 3064.632080 Iteration 4F: 3 clusters Score -1159554 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8165 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -1159900.875000 Penalty: 3064.632080 Iteration 5Q: 3 clusters Score -1159901 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8682 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -1160292.000000 Penalty: 3064.632080 Iteration 6Q: 3 clusters Score -1160292 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9279 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -1160769.375000 Penalty: 3064.632080 Iteration 7F: 3 clusters Score -1160769 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9848 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -1161298.125000 Penalty: 3064.632080 Iteration 8F: 3 clusters Score -1161298 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10346 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -1161790.500000 Penalty: 3064.632080 Iteration 9Q: 3 clusters Score -1161790 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10699 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -1162181.750000 Penalty: 3064.632080 Iteration 10Q: 3 clusters Score -1162182 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10980 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -1162489.500000 Penalty: 3064.632080 Iteration 11Q: 3 clusters Score -1162490 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11171 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -1162692.875000 Penalty: 3064.632080 Iteration 12Q: 3 clusters Score -1162693 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11296 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -1162814.125000 Penalty: 3064.632080 Iteration 13Q: 3 clusters Score -1162814 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11401 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -1162912.875000 Penalty: 3064.632080 Iteration 14Q: 3 clusters Score -1162913 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11478 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -1162995.625000 Penalty: 3064.632080 Iteration 15Q: 3 clusters Score -1162996 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11532 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -1163057.875000 Penalty: 3064.632080 Iteration 16Q: 3 clusters Score -1163058 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11581 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -1163096.125000 Penalty: 3064.632080 Iteration 17Q: 3 clusters Score -1163096 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11619 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -1163119.125000 Penalty: 3064.632080 Iteration 18Q: 3 clusters Score -1163119 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11652 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -1163148.625000 Penalty: 3064.632080 Iteration 19Q: 3 clusters Score -1163149 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11671 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -1163160.125000 Penalty: 3064.632080 Iteration 20F: 3 clusters Score -1163160 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11686 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -1163168.625000 Penalty: 3064.632080 Iteration 21Q: 3 clusters Score -1163169 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11693 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -1163174.875000 Penalty: 3064.632080 Iteration 22Q: 3 clusters Score -1163175 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11697 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -1163178.375000 Penalty: 3064.632080 Iteration 23Q: 3 clusters Score -1163178 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11698 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -1163178.750000 Penalty: 3064.632080 Iteration 24Q: 3 clusters Score -1163179 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11702 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -1163178.625000 Penalty: 3064.632080 Iteration 25Q: 3 clusters Score -1163179 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11705 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -1163181.250000 Penalty: 3064.632080 Iteration 26Q: 3 clusters Score -1163181 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11709 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -1163182.250000 Penalty: 3064.632080 Iteration 27Q: 3 clusters Score -1163182 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11711 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -1163182.750000 Penalty: 3064.632080 Iteration 28Q: 3 clusters Score -1163183 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11713 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -1163183.875000 Penalty: 3064.632080 Iteration 29Q: 3 clusters Score -1163184 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11714 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -1163184.750000 Penalty: 3064.632080 Iteration 30Q: 3 clusters Score -1163185 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11715 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -1163184.125000 Penalty: 3064.632080 Iteration 31Q: 3 clusters Score -1163184 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11715 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -1163185.375000 Penalty: 3064.632080 Iteration 32Q: 3 clusters Score -1163185 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11715 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -1163186.125000 Penalty: 3064.632080 Iteration 33Q: 3 clusters Score -1163186 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11714 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -1163186.875000 Penalty: 3064.632080 Iteration 34Q: 3 clusters Score -1163187 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11713 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -1163185.500000 Penalty: 3064.632080 Iteration 35Q: 3 clusters Score -1163186 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11713 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -1163185.500000 Penalty: 3064.632080 Iteration 36F: 3 clusters Score -1163186 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3802 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Entering Unmasked Estep Score: -361743.718750 Penalty: 1339.533325 Iteration 0F: 2 clusters Score -361743.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -358544.593750 Penalty: 2679.066650 Iteration 0F: 3 clusters Score -358544.6 nChanged 1504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -359560.781250 Penalty: 2679.066650 Iteration 1F: 3 clusters Score -359560.8 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -360152.875000 Penalty: 2679.066650 Iteration 2F: 3 clusters Score -360152.9 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -360765.656250 Penalty: 2679.066650 Iteration 3F: 3 clusters Score -360765.7 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -361133.906250 Penalty: 2679.066650 Iteration 4F: 3 clusters Score -361133.9 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -361364.312500 Penalty: 2679.066650 Iteration 5F: 3 clusters Score -361364.3 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -361493.687500 Penalty: 2679.066650 Iteration 6Q: 3 clusters Score -361493.7 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -361584.500000 Penalty: 2679.066650 Iteration 7Q: 3 clusters Score -361584.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -361636.843750 Penalty: 2679.066650 Iteration 8Q: 3 clusters Score -361636.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -361667.625000 Penalty: 2679.066650 Iteration 9Q: 3 clusters Score -361667.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -361693.593750 Penalty: 2679.066650 Iteration 10Q: 3 clusters Score -361693.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -361714.156250 Penalty: 2679.066650 Iteration 11Q: 3 clusters Score -361714.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -361726.843750 Penalty: 2679.066650 Iteration 12Q: 3 clusters Score -361726.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -361742.031250 Penalty: 2679.066650 Iteration 13Q: 3 clusters Score -361742 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -361760.687500 Penalty: 2679.066650 Iteration 14Q: 3 clusters Score -361760.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -361775.468750 Penalty: 2679.066650 Iteration 15Q: 3 clusters Score -361775.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -361783.875000 Penalty: 2679.066650 Iteration 16Q: 3 clusters Score -361783.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -361795.437500 Penalty: 2679.066650 Iteration 17Q: 3 clusters Score -361795.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -361804.093750 Penalty: 2679.066650 Iteration 18Q: 3 clusters Score -361804.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -361810.281250 Penalty: 2679.066650 Iteration 19Q: 3 clusters Score -361810.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -361813.843750 Penalty: 2679.066650 Iteration 20F: 3 clusters Score -361813.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -361816.968750 Penalty: 2679.066650 Iteration 21Q: 3 clusters Score -361817 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -361818.250000 Penalty: 2679.066650 Iteration 22Q: 3 clusters Score -361818.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -361820.531250 Penalty: 2679.066650 Iteration 23Q: 3 clusters Score -361820.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -361821.125000 Penalty: 2679.066650 Iteration 24Q: 3 clusters Score -361821.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -361821.312500 Penalty: 2679.066650 Iteration 25Q: 3 clusters Score -361821.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -361821.812500 Penalty: 2679.066650 Iteration 26Q: 3 clusters Score -361821.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -361822.343750 Penalty: 2679.066650 Iteration 27Q: 3 clusters Score -361822.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -361824.343750 Penalty: 2679.066650 Iteration 28Q: 3 clusters Score -361824.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -361824.968750 Penalty: 2679.066650 Iteration 29Q: 3 clusters Score -361825 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -361825.562500 Penalty: 2679.066650 Iteration 30Q: 3 clusters Score -361825.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -361825.562500 Penalty: 2679.066650 Iteration 31F: 3 clusters Score -361825.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 1023 members Mstep: Class 3 contains 2739 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 5287 members Mstep: Class 6 contains 12490 members Mstep: Class 7 contains 3616 members Mstep: Class 8 contains 3288 members Mstep: Class 9 contains 862 members Mstep: Class 10 contains 12452 members Mstep: Class 11 contains 2351 members Mstep: Class 12 contains 2641 members Mstep: Class 13 contains 1451 members Mstep: Class 14 contains 3110 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 361 members Mstep: Class 19 contains 8931 members Mstep: Class 20 contains 8618 members Mstep: Class 21 contains 428 members Mstep: Class 23 contains 718 members Entering Unmasked Estep Score: -7239144.000000 Penalty: 40330.363281 Splitting cluster 11 changes total score from -7239560.500000 to -7239144.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (2641 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Entering Unmasked Estep Score: -252041.906250 Penalty: 1280.323364 Iteration 0F: 2 clusters Score -252041.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -249529.593750 Penalty: 2560.646729 Iteration 0F: 3 clusters Score -249529.6 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -250139.656250 Penalty: 2560.646729 Iteration 1F: 3 clusters Score -250139.7 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -250307.859375 Penalty: 2560.646729 Iteration 2F: 3 clusters Score -250307.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -250421.750000 Penalty: 2560.646729 Iteration 3F: 3 clusters Score -250421.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -250516.859375 Penalty: 2560.646729 Iteration 4Q: 3 clusters Score -250516.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -250579.546875 Penalty: 2560.646729 Iteration 5Q: 3 clusters Score -250579.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -250640.234375 Penalty: 2560.646729 Iteration 6Q: 3 clusters Score -250640.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -250695.031250 Penalty: 2560.646729 Iteration 7Q: 3 clusters Score -250695 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -250743.109375 Penalty: 2560.646729 Iteration 8Q: 3 clusters Score -250743.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -250781.562500 Penalty: 2560.646729 Iteration 9Q: 3 clusters Score -250781.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -250818.734375 Penalty: 2560.646729 Iteration 10Q: 3 clusters Score -250818.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -250845.812500 Penalty: 2560.646729 Iteration 11Q: 3 clusters Score -250845.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -250866.734375 Penalty: 2560.646729 Iteration 12Q: 3 clusters Score -250866.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -250884.078125 Penalty: 2560.646729 Iteration 13Q: 3 clusters Score -250884.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -250897.687500 Penalty: 2560.646729 Iteration 14Q: 3 clusters Score -250897.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -250906.875000 Penalty: 2560.646729 Iteration 15Q: 3 clusters Score -250906.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -250913.671875 Penalty: 2560.646729 Iteration 16Q: 3 clusters Score -250913.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -250918.015625 Penalty: 2560.646729 Iteration 17Q: 3 clusters Score -250918 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -250920.500000 Penalty: 2560.646729 Iteration 18Q: 3 clusters Score -250920.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -250922.546875 Penalty: 2560.646729 Iteration 19Q: 3 clusters Score -250922.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -250923.640625 Penalty: 2560.646729 Iteration 20F: 3 clusters Score -250923.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -250924.343750 Penalty: 2560.646729 Iteration 21Q: 3 clusters Score -250924.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -250924.578125 Penalty: 2560.646729 Iteration 22Q: 3 clusters Score -250924.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -250925.890625 Penalty: 2560.646729 Iteration 23Q: 3 clusters Score -250925.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -250927.359375 Penalty: 2560.646729 Iteration 24Q: 3 clusters Score -250927.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -250929.640625 Penalty: 2560.646729 Iteration 25Q: 3 clusters Score -250929.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -250932.234375 Penalty: 2560.646729 Iteration 26Q: 3 clusters Score -250932.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -250933.109375 Penalty: 2560.646729 Iteration 27Q: 3 clusters Score -250933.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -250933.109375 Penalty: 2560.646729 Iteration 28F: 3 clusters Score -250933.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3110 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Entering Unmasked Estep Score: -286543.000000 Penalty: 1306.886475 Iteration 0F: 2 clusters Score -286543 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -283747.031250 Penalty: 2613.772949 Iteration 0F: 3 clusters Score -283747 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -284459.593750 Penalty: 2613.772949 Iteration 1F: 3 clusters Score -284459.6 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -284582.125000 Penalty: 2613.772949 Iteration 2F: 3 clusters Score -284582.1 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -284659.906250 Penalty: 2613.772949 Iteration 3Q: 3 clusters Score -284659.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -284721.843750 Penalty: 2613.772949 Iteration 4Q: 3 clusters Score -284721.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -284776.250000 Penalty: 2613.772949 Iteration 5Q: 3 clusters Score -284776.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -284839.687500 Penalty: 2613.772949 Iteration 6Q: 3 clusters Score -284839.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -284916.593750 Penalty: 2613.772949 Iteration 7Q: 3 clusters Score -284916.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -284985.437500 Penalty: 2613.772949 Iteration 8Q: 3 clusters Score -284985.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -285076.000000 Penalty: 2613.772949 Iteration 9Q: 3 clusters Score -285076 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -285155.125000 Penalty: 2613.772949 Iteration 10Q: 3 clusters Score -285155.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -285223.781250 Penalty: 2613.772949 Iteration 11Q: 3 clusters Score -285223.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -285299.812500 Penalty: 2613.772949 Iteration 12Q: 3 clusters Score -285299.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -285373.500000 Penalty: 2613.772949 Iteration 13Q: 3 clusters Score -285373.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -285441.468750 Penalty: 2613.772949 Iteration 14Q: 3 clusters Score -285441.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -285501.562500 Penalty: 2613.772949 Iteration 15Q: 3 clusters Score -285501.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -285536.906250 Penalty: 2613.772949 Iteration 16Q: 3 clusters Score -285536.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -285561.875000 Penalty: 2613.772949 Iteration 17Q: 3 clusters Score -285561.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -285581.687500 Penalty: 2613.772949 Iteration 18Q: 3 clusters Score -285581.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -285594.218750 Penalty: 2613.772949 Iteration 19Q: 3 clusters Score -285594.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -285609.687500 Penalty: 2613.772949 Iteration 20F: 3 clusters Score -285609.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -285622.750000 Penalty: 2613.772949 Iteration 21Q: 3 clusters Score -285622.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -285638.031250 Penalty: 2613.772949 Iteration 22Q: 3 clusters Score -285638 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -285653.625000 Penalty: 2613.772949 Iteration 23Q: 3 clusters Score -285653.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -285668.375000 Penalty: 2613.772949 Iteration 24Q: 3 clusters Score -285668.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -285680.125000 Penalty: 2613.772949 Iteration 25Q: 3 clusters Score -285680.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -285692.968750 Penalty: 2613.772949 Iteration 26Q: 3 clusters Score -285693 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -285704.843750 Penalty: 2613.772949 Iteration 27Q: 3 clusters Score -285704.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -285713.031250 Penalty: 2613.772949 Iteration 28Q: 3 clusters Score -285713 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -285719.937500 Penalty: 2613.772949 Iteration 29Q: 3 clusters Score -285719.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -285730.343750 Penalty: 2613.772949 Iteration 30Q: 3 clusters Score -285730.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -285741.687500 Penalty: 2613.772949 Iteration 31Q: 3 clusters Score -285741.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -285749.031250 Penalty: 2613.772949 Iteration 32Q: 3 clusters Score -285749 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -285753.375000 Penalty: 2613.772949 Iteration 33Q: 3 clusters Score -285753.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -285763.156250 Penalty: 2613.772949 Iteration 34Q: 3 clusters Score -285763.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -285768.000000 Penalty: 2613.772949 Iteration 35Q: 3 clusters Score -285768 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -285770.656250 Penalty: 2613.772949 Iteration 36Q: 3 clusters Score -285770.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -285774.062500 Penalty: 2613.772949 Iteration 37Q: 3 clusters Score -285774.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -285776.500000 Penalty: 2613.772949 Iteration 38Q: 3 clusters Score -285776.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -285782.218750 Penalty: 2613.772949 Iteration 39Q: 3 clusters Score -285782.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -285784.000000 Penalty: 2613.772949 Iteration 40F: 3 clusters Score -285784 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -285785.625000 Penalty: 2613.772949 Iteration 41Q: 3 clusters Score -285785.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -285788.437500 Penalty: 2613.772949 Iteration 42Q: 3 clusters Score -285788.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -285790.281250 Penalty: 2613.772949 Iteration 43Q: 3 clusters Score -285790.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -285789.875000 Penalty: 2613.772949 Iteration 44Q: 3 clusters Score -285789.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -285790.968750 Penalty: 2613.772949 Iteration 45Q: 3 clusters Score -285791 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -285791.906250 Penalty: 2613.772949 Iteration 46Q: 3 clusters Score -285791.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -285792.937500 Penalty: 2613.772949 Iteration 47Q: 3 clusters Score -285792.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -285793.375000 Penalty: 2613.772949 Iteration 48Q: 3 clusters Score -285793.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -285793.375000 Penalty: 2613.772949 Iteration 49F: 3 clusters Score -285793.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1542 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Entering Unmasked Estep Score: -141273.671875 Penalty: 1192.885742 Iteration 0F: 2 clusters Score -141273.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -139478.578125 Penalty: 2385.771484 Iteration 0F: 3 clusters Score -139478.6 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -139871.484375 Penalty: 2385.771484 Iteration 1F: 3 clusters Score -139871.5 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -140022.890625 Penalty: 2385.771484 Iteration 2F: 3 clusters Score -140022.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -140135.390625 Penalty: 2385.771484 Iteration 3F: 3 clusters Score -140135.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -140250.031250 Penalty: 2385.771484 Iteration 4Q: 3 clusters Score -140250 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -140422.343750 Penalty: 2385.771484 Iteration 5Q: 3 clusters Score -140422.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -140606.656250 Penalty: 2385.771484 Iteration 6F: 3 clusters Score -140606.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -140724.015625 Penalty: 2385.771484 Iteration 7Q: 3 clusters Score -140724 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -140809.390625 Penalty: 2385.771484 Iteration 8Q: 3 clusters Score -140809.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -140853.703125 Penalty: 2385.771484 Iteration 9Q: 3 clusters Score -140853.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -140867.687500 Penalty: 2385.771484 Iteration 10Q: 3 clusters Score -140867.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -140877.437500 Penalty: 2385.771484 Iteration 11Q: 3 clusters Score -140877.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -140883.625000 Penalty: 2385.771484 Iteration 12Q: 3 clusters Score -140883.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -140886.734375 Penalty: 2385.771484 Iteration 13Q: 3 clusters Score -140886.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -140892.062500 Penalty: 2385.771484 Iteration 14Q: 3 clusters Score -140892.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -140892.703125 Penalty: 2385.771484 Iteration 15Q: 3 clusters Score -140892.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -140892.703125 Penalty: 2385.771484 Iteration 16F: 3 clusters Score -140892.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1170 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Entering Unmasked Estep Score: -111197.382812 Penalty: 1148.023438 Iteration 0F: 2 clusters Score -111197.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -109625.953125 Penalty: 2296.046875 Iteration 0F: 3 clusters Score -109626 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -109927.187500 Penalty: 2296.046875 Iteration 1F: 3 clusters Score -109927.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -110050.484375 Penalty: 2296.046875 Iteration 2F: 3 clusters Score -110050.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -110141.515625 Penalty: 2296.046875 Iteration 3F: 3 clusters Score -110141.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -110215.992188 Penalty: 2296.046875 Iteration 4Q: 3 clusters Score -110216 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -110268.828125 Penalty: 2296.046875 Iteration 5Q: 3 clusters Score -110268.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -110303.851562 Penalty: 2296.046875 Iteration 6Q: 3 clusters Score -110303.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -110338.179688 Penalty: 2296.046875 Iteration 7Q: 3 clusters Score -110338.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -110369.242188 Penalty: 2296.046875 Iteration 8Q: 3 clusters Score -110369.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -110401.531250 Penalty: 2296.046875 Iteration 9Q: 3 clusters Score -110401.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -110422.843750 Penalty: 2296.046875 Iteration 10Q: 3 clusters Score -110422.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -110441.492188 Penalty: 2296.046875 Iteration 11Q: 3 clusters Score -110441.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -110454.757812 Penalty: 2296.046875 Iteration 12Q: 3 clusters Score -110454.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -110462.562500 Penalty: 2296.046875 Iteration 13Q: 3 clusters Score -110462.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -110465.929688 Penalty: 2296.046875 Iteration 14Q: 3 clusters Score -110465.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -110467.914062 Penalty: 2296.046875 Iteration 15Q: 3 clusters Score -110467.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -110470.234375 Penalty: 2296.046875 Iteration 16Q: 3 clusters Score -110470.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -110471.992188 Penalty: 2296.046875 Iteration 17Q: 3 clusters Score -110472 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -110474.828125 Penalty: 2296.046875 Iteration 18Q: 3 clusters Score -110474.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -110478.109375 Penalty: 2296.046875 Iteration 19Q: 3 clusters Score -110478.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -110480.281250 Penalty: 2296.046875 Iteration 20F: 3 clusters Score -110480.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -110480.578125 Penalty: 2296.046875 Iteration 21Q: 3 clusters Score -110480.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -110480.578125 Penalty: 2296.046875 Iteration 22F: 3 clusters Score -110480.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (756 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Entering Unmasked Estep Score: -70451.250000 Penalty: 1077.056763 Iteration 0F: 2 clusters Score -70451.25 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 377 members Entering Unmasked Estep Score: -69161.257812 Penalty: 2154.113525 Iteration 0F: 3 clusters Score -69161.26 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -69345.601562 Penalty: 2154.113525 Iteration 1F: 3 clusters Score -69345.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -69418.726562 Penalty: 2154.113525 Iteration 2F: 3 clusters Score -69418.73 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -69486.718750 Penalty: 2154.113525 Iteration 3Q: 3 clusters Score -69486.72 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -69524.593750 Penalty: 2154.113525 Iteration 4Q: 3 clusters Score -69524.59 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -69552.828125 Penalty: 2154.113525 Iteration 5Q: 3 clusters Score -69552.83 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -69589.632812 Penalty: 2154.113525 Iteration 6Q: 3 clusters Score -69589.63 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -69611.742188 Penalty: 2154.113525 Iteration 7Q: 3 clusters Score -69611.74 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -69630.453125 Penalty: 2154.113525 Iteration 8Q: 3 clusters Score -69630.45 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -69643.078125 Penalty: 2154.113525 Iteration 9Q: 3 clusters Score -69643.08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -69652.757812 Penalty: 2154.113525 Iteration 10Q: 3 clusters Score -69652.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -69656.218750 Penalty: 2154.113525 Iteration 11Q: 3 clusters Score -69656.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -69659.617188 Penalty: 2154.113525 Iteration 12Q: 3 clusters Score -69659.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -69660.507812 Penalty: 2154.113525 Iteration 13Q: 3 clusters Score -69660.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -69660.507812 Penalty: 2154.113525 Iteration 14F: 3 clusters Score -69660.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (361 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Entering Unmasked Estep Score: -32509.681641 Penalty: 956.942627 Iteration 0F: 2 clusters Score -32509.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -31604.113281 Penalty: 1913.885254 Iteration 0F: 3 clusters Score -31604.11 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -31748.960938 Penalty: 1913.885254 Iteration 1F: 3 clusters Score -31748.96 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -31804.601562 Penalty: 1913.885254 Iteration 2F: 3 clusters Score -31804.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -31818.007812 Penalty: 1913.885254 Iteration 3Q: 3 clusters Score -31818.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -31828.931641 Penalty: 1913.885254 Iteration 4Q: 3 clusters Score -31828.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -31836.042969 Penalty: 1913.885254 Iteration 5Q: 3 clusters Score -31836.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -31845.718750 Penalty: 1913.885254 Iteration 6Q: 3 clusters Score -31845.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -31848.970703 Penalty: 1913.885254 Iteration 7Q: 3 clusters Score -31848.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -31856.142578 Penalty: 1913.885254 Iteration 8Q: 3 clusters Score -31856.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -31859.175781 Penalty: 1913.885254 Iteration 9Q: 3 clusters Score -31859.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -31862.107422 Penalty: 1913.885254 Iteration 10Q: 3 clusters Score -31862.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -31862.107422 Penalty: 1913.885254 Iteration 11F: 3 clusters Score -31862.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (8931 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8931 members Entering Unmasked Estep Score: -865759.000000 Penalty: 1478.308594 Iteration 0F: 2 clusters Score -865759 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -859214.562500 Penalty: 2956.617188 Iteration 0F: 3 clusters Score -859214.6 nChanged 3877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -861222.937500 Penalty: 2956.617188 Iteration 1F: 3 clusters Score -861222.9 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -861488.625000 Penalty: 2956.617188 Iteration 2F: 3 clusters Score -861488.6 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -861727.437500 Penalty: 2956.617188 Iteration 3F: 3 clusters Score -861727.4 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -861951.187500 Penalty: 2956.617188 Iteration 4F: 3 clusters Score -861951.2 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 5167 members Entering Unmasked Estep Score: -862184.187500 Penalty: 2956.617188 Iteration 5Q: 3 clusters Score -862184.2 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 5399 members Entering Unmasked Estep Score: -862470.187500 Penalty: 2956.617188 Iteration 6Q: 3 clusters Score -862470.2 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 5692 members Entering Unmasked Estep Score: -862851.187500 Penalty: 2956.617188 Iteration 7F: 3 clusters Score -862851.2 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 5985 members Entering Unmasked Estep Score: -863297.250000 Penalty: 2956.617188 Iteration 8F: 3 clusters Score -863297.2 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 6212 members Entering Unmasked Estep Score: -863751.187500 Penalty: 2956.617188 Iteration 9F: 3 clusters Score -863751.2 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -864172.625000 Penalty: 2956.617188 Iteration 10Q: 3 clusters Score -864172.6 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 6446 members Entering Unmasked Estep Score: -864461.187500 Penalty: 2956.617188 Iteration 11Q: 3 clusters Score -864461.2 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 6494 members Entering Unmasked Estep Score: -864700.437500 Penalty: 2956.617188 Iteration 12Q: 3 clusters Score -864700.4 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 6547 members Entering Unmasked Estep Score: -864884.562500 Penalty: 2956.617188 Iteration 13Q: 3 clusters Score -864884.6 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 6578 members Entering Unmasked Estep Score: -865016.062500 Penalty: 2956.617188 Iteration 14Q: 3 clusters Score -865016.1 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 6609 members Entering Unmasked Estep Score: -865122.125000 Penalty: 2956.617188 Iteration 15Q: 3 clusters Score -865122.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 6637 members Entering Unmasked Estep Score: -865190.375000 Penalty: 2956.617188 Iteration 16Q: 3 clusters Score -865190.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 6659 members Entering Unmasked Estep Score: -865230.062500 Penalty: 2956.617188 Iteration 17Q: 3 clusters Score -865230.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 6666 members Entering Unmasked Estep Score: -865246.562500 Penalty: 2956.617188 Iteration 18Q: 3 clusters Score -865246.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 6676 members Entering Unmasked Estep Score: -865256.375000 Penalty: 2956.617188 Iteration 19Q: 3 clusters Score -865256.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 6688 members Entering Unmasked Estep Score: -865261.375000 Penalty: 2956.617188 Iteration 20F: 3 clusters Score -865261.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 6693 members Entering Unmasked Estep Score: -865263.187500 Penalty: 2956.617188 Iteration 21Q: 3 clusters Score -865263.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 6694 members Entering Unmasked Estep Score: -865263.937500 Penalty: 2956.617188 Iteration 22Q: 3 clusters Score -865263.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 6695 members Entering Unmasked Estep Score: -865265.812500 Penalty: 2956.617188 Iteration 23Q: 3 clusters Score -865265.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 6694 members Entering Unmasked Estep Score: -865265.687500 Penalty: 2956.617188 Iteration 24Q: 3 clusters Score -865265.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 6696 members Entering Unmasked Estep Score: -865267.437500 Penalty: 2956.617188 Iteration 25Q: 3 clusters Score -865267.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 6697 members Entering Unmasked Estep Score: -865266.937500 Penalty: 2956.617188 Iteration 26Q: 3 clusters Score -865266.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 6697 members Entering Unmasked Estep Score: -865266.937500 Penalty: 2956.617188 Iteration 27F: 3 clusters Score -865266.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (8618 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8618 members Entering Unmasked Estep Score: -823278.750000 Penalty: 1472.511353 Iteration 0F: 2 clusters Score -823278.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -817023.625000 Penalty: 2945.022705 Iteration 0F: 3 clusters Score -817023.6 nChanged 3710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -819184.812500 Penalty: 2945.022705 Iteration 1F: 3 clusters Score -819184.8 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -819635.500000 Penalty: 2945.022705 Iteration 2F: 3 clusters Score -819635.5 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -820092.250000 Penalty: 2945.022705 Iteration 3F: 3 clusters Score -820092.2 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5046 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -820495.125000 Penalty: 2945.022705 Iteration 4F: 3 clusters Score -820495.1 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5207 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -820796.812500 Penalty: 2945.022705 Iteration 5F: 3 clusters Score -820796.8 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -821050.125000 Penalty: 2945.022705 Iteration 6Q: 3 clusters Score -821050.1 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5413 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -821241.812500 Penalty: 2945.022705 Iteration 7Q: 3 clusters Score -821241.8 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5457 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -821379.812500 Penalty: 2945.022705 Iteration 8Q: 3 clusters Score -821379.8 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5479 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -821472.687500 Penalty: 2945.022705 Iteration 9Q: 3 clusters Score -821472.7 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5471 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -821554.062500 Penalty: 2945.022705 Iteration 10Q: 3 clusters Score -821554.1 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5458 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -821631.625000 Penalty: 2945.022705 Iteration 11Q: 3 clusters Score -821631.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5447 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -821696.187500 Penalty: 2945.022705 Iteration 12Q: 3 clusters Score -821696.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5425 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -821740.062500 Penalty: 2945.022705 Iteration 13Q: 3 clusters Score -821740.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -821780.312500 Penalty: 2945.022705 Iteration 14Q: 3 clusters Score -821780.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5385 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -821803.125000 Penalty: 2945.022705 Iteration 15Q: 3 clusters Score -821803.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -821821.250000 Penalty: 2945.022705 Iteration 16Q: 3 clusters Score -821821.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5357 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -821833.375000 Penalty: 2945.022705 Iteration 17Q: 3 clusters Score -821833.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -821843.750000 Penalty: 2945.022705 Iteration 18Q: 3 clusters Score -821843.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -821857.812500 Penalty: 2945.022705 Iteration 19Q: 3 clusters Score -821857.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5330 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -821869.500000 Penalty: 2945.022705 Iteration 20F: 3 clusters Score -821869.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -821879.437500 Penalty: 2945.022705 Iteration 21Q: 3 clusters Score -821879.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -821884.187500 Penalty: 2945.022705 Iteration 22Q: 3 clusters Score -821884.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -821893.500000 Penalty: 2945.022705 Iteration 23Q: 3 clusters Score -821893.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5316 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -821900.125000 Penalty: 2945.022705 Iteration 24Q: 3 clusters Score -821900.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -821904.562500 Penalty: 2945.022705 Iteration 25Q: 3 clusters Score -821904.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5302 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -821907.187500 Penalty: 2945.022705 Iteration 26Q: 3 clusters Score -821907.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5299 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -821908.812500 Penalty: 2945.022705 Iteration 27Q: 3 clusters Score -821908.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -821912.062500 Penalty: 2945.022705 Iteration 28Q: 3 clusters Score -821912.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5301 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -821914.062500 Penalty: 2945.022705 Iteration 29Q: 3 clusters Score -821914.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -821913.125000 Penalty: 2945.022705 Iteration 30Q: 3 clusters Score -821913.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -821915.187500 Penalty: 2945.022705 Iteration 31Q: 3 clusters Score -821915.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -821916.375000 Penalty: 2945.022705 Iteration 32Q: 3 clusters Score -821916.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5306 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -821916.312500 Penalty: 2945.022705 Iteration 33Q: 3 clusters Score -821916.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -821916.812500 Penalty: 2945.022705 Iteration 34Q: 3 clusters Score -821916.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -821916.625000 Penalty: 2945.022705 Iteration 35Q: 3 clusters Score -821916.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -821916.625000 Penalty: 2945.022705 Iteration 36F: 3 clusters Score -821916.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (428 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Entering Unmasked Estep Score: -38440.828125 Penalty: 984.607483 Iteration 0F: 2 clusters Score -38440.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -37476.093750 Penalty: 1969.214966 Iteration 0F: 3 clusters Score -37476.09 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -37669.160156 Penalty: 1969.214966 Iteration 1F: 3 clusters Score -37669.16 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -37697.074219 Penalty: 1969.214966 Iteration 2Q: 3 clusters Score -37697.07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -37739.996094 Penalty: 1969.214966 Iteration 3Q: 3 clusters Score -37740 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -37760.863281 Penalty: 1969.214966 Iteration 4Q: 3 clusters Score -37760.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -37780.964844 Penalty: 1969.214966 Iteration 5Q: 3 clusters Score -37780.96 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -37802.707031 Penalty: 1969.214966 Iteration 6Q: 3 clusters Score -37802.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -37816.210938 Penalty: 1969.214966 Iteration 7Q: 3 clusters Score -37816.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -37833.203125 Penalty: 1969.214966 Iteration 8Q: 3 clusters Score -37833.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -37855.566406 Penalty: 1969.214966 Iteration 9Q: 3 clusters Score -37855.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -37871.496094 Penalty: 1969.214966 Iteration 10Q: 3 clusters Score -37871.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -37878.835938 Penalty: 1969.214966 Iteration 11Q: 3 clusters Score -37878.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -37887.414062 Penalty: 1969.214966 Iteration 12Q: 3 clusters Score -37887.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -37889.343750 Penalty: 1969.214966 Iteration 13Q: 3 clusters Score -37889.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -37899.773438 Penalty: 1969.214966 Iteration 14Q: 3 clusters Score -37899.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -37899.773438 Penalty: 1969.214966 Iteration 15F: 3 clusters Score -37899.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (718 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Entering Unmasked Estep Score: -59950.589844 Penalty: 1068.676270 Iteration 0F: 2 clusters Score -59950.59 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 340 members Entering Unmasked Estep Score: -58725.046875 Penalty: 2137.352539 Iteration 0F: 3 clusters Score -58725.05 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -58925.468750 Penalty: 2137.352539 Iteration 1F: 3 clusters Score -58925.47 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -58972.027344 Penalty: 2137.352539 Iteration 2F: 3 clusters Score -58972.03 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -59006.019531 Penalty: 2137.352539 Iteration 3Q: 3 clusters Score -59006.02 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -59025.125000 Penalty: 2137.352539 Iteration 4Q: 3 clusters Score -59025.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -59034.695312 Penalty: 2137.352539 Iteration 5Q: 3 clusters Score -59034.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -59041.019531 Penalty: 2137.352539 Iteration 6Q: 3 clusters Score -59041.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -59044.277344 Penalty: 2137.352539 Iteration 7Q: 3 clusters Score -59044.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -59047.410156 Penalty: 2137.352539 Iteration 8Q: 3 clusters Score -59047.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -59048.226562 Penalty: 2137.352539 Iteration 9Q: 3 clusters Score -59048.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -59049.707031 Penalty: 2137.352539 Iteration 10Q: 3 clusters Score -59049.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -59050.972656 Penalty: 2137.352539 Iteration 11Q: 3 clusters Score -59050.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -59054.417969 Penalty: 2137.352539 Iteration 12Q: 3 clusters Score -59054.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -59057.550781 Penalty: 2137.352539 Iteration 13Q: 3 clusters Score -59057.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -59057.550781 Penalty: 2137.352539 Iteration 14F: 3 clusters Score -59057.55 nChanged 0 --- Evaluating fit on full set of 237954 points --- Entering Unmasked Estep Score: -21610924.000000 Penalty: 42246.175781 24->22 Clusters: Score -21610924.000000, best is -21790968.000000 Starting from 25 clusters... Entering ConstructFrom: --- Running on subset of 79318 points --- Entering CEM Assigned 25 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 3231 members Mstep: Class 3 contains 3255 members Mstep: Class 4 contains 3408 members Mstep: Class 5 contains 3387 members Mstep: Class 6 contains 3178 members Mstep: Class 7 contains 3252 members Mstep: Class 8 contains 3234 members Mstep: Class 9 contains 3250 members Mstep: Class 10 contains 3417 members Mstep: Class 11 contains 3325 members Mstep: Class 12 contains 3296 members Mstep: Class 13 contains 3307 members Mstep: Class 14 contains 3350 members Mstep: Class 15 contains 3337 members Mstep: Class 16 contains 3360 members Mstep: Class 17 contains 3376 members Mstep: Class 18 contains 3310 members Mstep: Class 19 contains 3318 members Mstep: Class 20 contains 3231 members Mstep: Class 21 contains 3260 members Mstep: Class 22 contains 3260 members Mstep: Class 23 contains 3312 members Mstep: Class 24 contains 3338 members Entering Unmasked Estep ConsiderDeletion Deleting Class 22. Lose 300.071838 but Gain 1833.195312 Score: -6600376.500000 Penalty: 42163.562500 Iteration 0F: 24 clusters Score -6600376 nChanged 74487 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 3387 members Mstep: Class 3 contains 2944 members Mstep: Class 4 contains 3999 members Mstep: Class 5 contains 4268 members Mstep: Class 6 contains 2940 members Mstep: Class 7 contains 3718 members Mstep: Class 8 contains 2556 members Mstep: Class 9 contains 3473 members Mstep: Class 10 contains 3769 members Mstep: Class 11 contains 3337 members Mstep: Class 12 contains 3707 members Mstep: Class 13 contains 2309 members Mstep: Class 14 contains 5120 members Mstep: Class 15 contains 4415 members Mstep: Class 16 contains 3212 members Mstep: Class 17 contains 3267 members Mstep: Class 18 contains 2730 members Mstep: Class 19 contains 2568 members Mstep: Class 20 contains 4518 members Mstep: Class 21 contains 2773 members Mstep: Class 23 contains 3368 members Mstep: Class 24 contains 2955 members Entering Unmasked Estep ConsiderDeletion Score: -6892527.500000 Penalty: 42163.562500 Iteration 1F: 24 clusters Score -6892528 nChanged 35591 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 6768 members Mstep: Class 2 contains 4464 members Mstep: Class 3 contains 2350 members Mstep: Class 4 contains 5224 members Mstep: Class 5 contains 3224 members Mstep: Class 6 contains 3658 members Mstep: Class 7 contains 3400 members Mstep: Class 8 contains 2567 members Mstep: Class 9 contains 2772 members Mstep: Class 10 contains 4010 members Mstep: Class 11 contains 2801 members Mstep: Class 12 contains 3239 members Mstep: Class 13 contains 2442 members Mstep: Class 14 contains 6678 members Mstep: Class 15 contains 7510 members Mstep: Class 16 contains 1931 members Mstep: Class 17 contains 2413 members Mstep: Class 18 contains 2355 members Mstep: Class 19 contains 2211 members Mstep: Class 20 contains 2620 members Mstep: Class 21 contains 1458 members Mstep: Class 23 contains 3419 members Mstep: Class 24 contains 1783 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 1514.874390 but Gain 1833.199219 Score: -7042265.000000 Penalty: 40330.363281 Iteration 2F: 23 clusters Score -7042265 nChanged 26682 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 8630 members Mstep: Class 2 contains 5765 members Mstep: Class 3 contains 1997 members Mstep: Class 4 contains 5309 members Mstep: Class 5 contains 2061 members Mstep: Class 6 contains 4047 members Mstep: Class 7 contains 1578 members Mstep: Class 8 contains 2284 members Mstep: Class 9 contains 2751 members Mstep: Class 10 contains 3968 members Mstep: Class 11 contains 2702 members Mstep: Class 12 contains 2057 members Mstep: Class 13 contains 2621 members Mstep: Class 14 contains 6669 members Mstep: Class 15 contains 10615 members Mstep: Class 16 contains 1379 members Mstep: Class 18 contains 2121 members Mstep: Class 19 contains 2988 members Mstep: Class 20 contains 2275 members Mstep: Class 21 contains 780 members Mstep: Class 23 contains 5920 members Mstep: Class 24 contains 787 members Entering Unmasked Estep ConsiderDeletion Deleting Class 24. Lose 1091.603516 but Gain 1833.199219 Score: -7122014.000000 Penalty: 38497.164062 Iteration 3F: 22 clusters Score -7122014 nChanged 16512 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 9052 members Mstep: Class 2 contains 7685 members Mstep: Class 3 contains 2246 members Mstep: Class 4 contains 5100 members Mstep: Class 5 contains 1330 members Mstep: Class 6 contains 4311 members Mstep: Class 7 contains 907 members Mstep: Class 8 contains 1834 members Mstep: Class 9 contains 2458 members Mstep: Class 10 contains 3581 members Mstep: Class 11 contains 2528 members Mstep: Class 12 contains 1185 members Mstep: Class 13 contains 2648 members Mstep: Class 14 contains 5608 members Mstep: Class 15 contains 11665 members Mstep: Class 16 contains 1316 members Mstep: Class 18 contains 1857 members Mstep: Class 19 contains 3030 members Mstep: Class 20 contains 2418 members Mstep: Class 21 contains 619 members Mstep: Class 23 contains 7927 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 1301.396851 but Gain 1833.199219 Score: -7158308.500000 Penalty: 36663.964844 Iteration 4F: 21 clusters Score -7158308 nChanged 11768 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 8783 members Mstep: Class 2 contains 10094 members Mstep: Class 3 contains 2294 members Mstep: Class 4 contains 5839 members Mstep: Class 6 contains 4459 members Mstep: Class 7 contains 902 members Mstep: Class 8 contains 1640 members Mstep: Class 9 contains 1909 members Mstep: Class 10 contains 3321 members Mstep: Class 11 contains 2490 members Mstep: Class 12 contains 782 members Mstep: Class 13 contains 2673 members Mstep: Class 14 contains 5607 members Mstep: Class 15 contains 10328 members Mstep: Class 16 contains 1238 members Mstep: Class 18 contains 1831 members Mstep: Class 19 contains 2563 members Mstep: Class 20 contains 2748 members Mstep: Class 21 contains 646 members Mstep: Class 23 contains 9160 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 1384.410645 but Gain 1833.195312 Score: -7183994.500000 Penalty: 34830.769531 Iteration 5F: 20 clusters Score -7183994 nChanged 8594 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 8662 members Mstep: Class 2 contains 12164 members Mstep: Class 3 contains 2200 members Mstep: Class 4 contains 6993 members Mstep: Class 6 contains 4343 members Mstep: Class 7 contains 981 members Mstep: Class 8 contains 1715 members Mstep: Class 9 contains 1454 members Mstep: Class 10 contains 2992 members Mstep: Class 11 contains 2492 members Mstep: Class 13 contains 2620 members Mstep: Class 14 contains 6001 members Mstep: Class 15 contains 8528 members Mstep: Class 16 contains 1255 members Mstep: Class 18 contains 2076 members Mstep: Class 19 contains 2069 members Mstep: Class 20 contains 2744 members Mstep: Class 21 contains 761 members Mstep: Class 23 contains 9257 members Entering Unmasked Estep ConsiderDeletion Score: -7201331.000000 Penalty: 34830.769531 Iteration 6F: 20 clusters Score -7201331 nChanged 6428 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 8617 members Mstep: Class 2 contains 13529 members Mstep: Class 3 contains 2038 members Mstep: Class 4 contains 8179 members Mstep: Class 6 contains 4174 members Mstep: Class 7 contains 1097 members Mstep: Class 8 contains 1850 members Mstep: Class 9 contains 1149 members Mstep: Class 10 contains 2866 members Mstep: Class 11 contains 2418 members Mstep: Class 13 contains 2603 members Mstep: Class 14 contains 6294 members Mstep: Class 15 contains 7228 members Mstep: Class 16 contains 1243 members Mstep: Class 18 contains 2353 members Mstep: Class 19 contains 1624 members Mstep: Class 20 contains 2658 members Mstep: Class 21 contains 951 members Mstep: Class 23 contains 8436 members Entering Unmasked Estep ConsiderDeletion Score: -7211922.000000 Penalty: 34830.769531 Iteration 7F: 20 clusters Score -7211922 nChanged 4784 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 8607 members Mstep: Class 2 contains 14230 members Mstep: Class 3 contains 1907 members Mstep: Class 4 contains 9361 members Mstep: Class 6 contains 4024 members Mstep: Class 7 contains 1325 members Mstep: Class 8 contains 1874 members Mstep: Class 9 contains 1011 members Mstep: Class 10 contains 2779 members Mstep: Class 11 contains 2312 members Mstep: Class 13 contains 2659 members Mstep: Class 14 contains 6388 members Mstep: Class 15 contains 6633 members Mstep: Class 16 contains 1218 members Mstep: Class 18 contains 2536 members Mstep: Class 19 contains 1370 members Mstep: Class 20 contains 2582 members Mstep: Class 21 contains 1141 members Mstep: Class 23 contains 7350 members Entering Unmasked Estep ConsiderDeletion Score: -7219955.500000 Penalty: 34830.769531 Iteration 8F: 20 clusters Score -7219956 nChanged 3589 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 8606 members Mstep: Class 2 contains 14480 members Mstep: Class 3 contains 1817 members Mstep: Class 4 contains 10433 members Mstep: Class 6 contains 3996 members Mstep: Class 7 contains 1581 members Mstep: Class 8 contains 1871 members Mstep: Class 9 contains 937 members Mstep: Class 10 contains 2740 members Mstep: Class 11 contains 2219 members Mstep: Class 13 contains 2706 members Mstep: Class 14 contains 6347 members Mstep: Class 15 contains 6519 members Mstep: Class 16 contains 1157 members Mstep: Class 18 contains 2675 members Mstep: Class 19 contains 1182 members Mstep: Class 20 contains 2547 members Mstep: Class 21 contains 1329 members Mstep: Class 23 contains 6165 members Entering Unmasked Estep ConsiderDeletion Score: -7227037.500000 Penalty: 34830.769531 Iteration 9Q: 20 clusters Score -7227038 nChanged 2670 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8611 members Mstep: Class 2 contains 14541 members Mstep: Class 3 contains 1796 members Mstep: Class 4 contains 11286 members Mstep: Class 6 contains 4311 members Mstep: Class 7 contains 1670 members Mstep: Class 8 contains 1858 members Mstep: Class 9 contains 898 members Mstep: Class 10 contains 2709 members Mstep: Class 11 contains 2141 members Mstep: Class 13 contains 2735 members Mstep: Class 14 contains 6169 members Mstep: Class 15 contains 6659 members Mstep: Class 16 contains 1067 members Mstep: Class 18 contains 2780 members Mstep: Class 19 contains 1049 members Mstep: Class 20 contains 2500 members Mstep: Class 21 contains 1484 members Mstep: Class 23 contains 5044 members Entering Unmasked Estep ConsiderDeletion Score: -7231059.500000 Penalty: 34830.769531 Iteration 10Q: 20 clusters Score -7231060 nChanged 1952 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8619 members Mstep: Class 2 contains 14532 members Mstep: Class 3 contains 1786 members Mstep: Class 4 contains 11937 members Mstep: Class 6 contains 4699 members Mstep: Class 7 contains 1672 members Mstep: Class 8 contains 1848 members Mstep: Class 9 contains 881 members Mstep: Class 10 contains 2688 members Mstep: Class 11 contains 2090 members Mstep: Class 13 contains 2768 members Mstep: Class 14 contains 5976 members Mstep: Class 15 contains 6804 members Mstep: Class 16 contains 989 members Mstep: Class 18 contains 2862 members Mstep: Class 19 contains 960 members Mstep: Class 20 contains 2446 members Mstep: Class 21 contains 1623 members Mstep: Class 23 contains 4128 members Entering Unmasked Estep ConsiderDeletion Score: -7232470.000000 Penalty: 34830.769531 Iteration 11Q: 20 clusters Score -7232470 nChanged 1393 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8635 members Mstep: Class 2 contains 14508 members Mstep: Class 3 contains 1784 members Mstep: Class 4 contains 12361 members Mstep: Class 6 contains 4943 members Mstep: Class 7 contains 1677 members Mstep: Class 8 contains 1831 members Mstep: Class 9 contains 859 members Mstep: Class 10 contains 2671 members Mstep: Class 11 contains 2045 members Mstep: Class 13 contains 2798 members Mstep: Class 14 contains 5763 members Mstep: Class 15 contains 6966 members Mstep: Class 16 contains 915 members Mstep: Class 18 contains 2953 members Mstep: Class 19 contains 926 members Mstep: Class 20 contains 2403 members Mstep: Class 21 contains 1743 members Mstep: Class 23 contains 3527 members Entering Unmasked Estep ConsiderDeletion Score: -7233446.500000 Penalty: 34830.769531 Iteration 12Q: 20 clusters Score -7233446 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8641 members Mstep: Class 2 contains 14471 members Mstep: Class 3 contains 1780 members Mstep: Class 4 contains 12663 members Mstep: Class 6 contains 5090 members Mstep: Class 7 contains 1687 members Mstep: Class 8 contains 1812 members Mstep: Class 9 contains 850 members Mstep: Class 10 contains 2662 members Mstep: Class 11 contains 2007 members Mstep: Class 13 contains 2826 members Mstep: Class 14 contains 5563 members Mstep: Class 15 contains 7126 members Mstep: Class 16 contains 841 members Mstep: Class 18 contains 3014 members Mstep: Class 19 contains 910 members Mstep: Class 20 contains 2368 members Mstep: Class 21 contains 1872 members Mstep: Class 23 contains 3125 members Entering Unmasked Estep ConsiderDeletion Score: -7234153.500000 Penalty: 34830.769531 Iteration 13Q: 20 clusters Score -7234154 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8652 members Mstep: Class 2 contains 14442 members Mstep: Class 3 contains 1779 members Mstep: Class 4 contains 12858 members Mstep: Class 6 contains 5187 members Mstep: Class 7 contains 1698 members Mstep: Class 8 contains 1797 members Mstep: Class 9 contains 851 members Mstep: Class 10 contains 2656 members Mstep: Class 11 contains 1987 members Mstep: Class 13 contains 2847 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 7292 members Mstep: Class 16 contains 760 members Mstep: Class 18 contains 3059 members Mstep: Class 19 contains 926 members Mstep: Class 20 contains 2336 members Mstep: Class 21 contains 1980 members Mstep: Class 23 contains 2834 members Entering Unmasked Estep ConsiderDeletion Score: -7235173.000000 Penalty: 34830.769531 Iteration 14Q: 20 clusters Score -7235173 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8665 members Mstep: Class 2 contains 14414 members Mstep: Class 3 contains 1779 members Mstep: Class 4 contains 12945 members Mstep: Class 6 contains 5235 members Mstep: Class 7 contains 1706 members Mstep: Class 8 contains 1784 members Mstep: Class 9 contains 849 members Mstep: Class 10 contains 2647 members Mstep: Class 11 contains 1977 members Mstep: Class 13 contains 2860 members Mstep: Class 14 contains 5143 members Mstep: Class 15 contains 7469 members Mstep: Class 16 contains 690 members Mstep: Class 18 contains 3113 members Mstep: Class 19 contains 948 members Mstep: Class 20 contains 2314 members Mstep: Class 21 contains 2073 members Mstep: Class 23 contains 2697 members Entering Unmasked Estep ConsiderDeletion Score: -7236220.500000 Penalty: 34830.769531 Iteration 15Q: 20 clusters Score -7236220 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8671 members Mstep: Class 2 contains 14379 members Mstep: Class 3 contains 1779 members Mstep: Class 4 contains 12991 members Mstep: Class 6 contains 5266 members Mstep: Class 7 contains 1708 members Mstep: Class 8 contains 1770 members Mstep: Class 9 contains 841 members Mstep: Class 10 contains 2642 members Mstep: Class 11 contains 1969 members Mstep: Class 13 contains 2872 members Mstep: Class 14 contains 4924 members Mstep: Class 15 contains 7661 members Mstep: Class 16 contains 636 members Mstep: Class 18 contains 3160 members Mstep: Class 19 contains 917 members Mstep: Class 20 contains 2297 members Mstep: Class 21 contains 2163 members Mstep: Class 23 contains 2662 members Entering Unmasked Estep ConsiderDeletion Score: -7236773.500000 Penalty: 34830.769531 Iteration 16Q: 20 clusters Score -7236774 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8678 members Mstep: Class 2 contains 14345 members Mstep: Class 3 contains 1778 members Mstep: Class 4 contains 13017 members Mstep: Class 6 contains 5281 members Mstep: Class 7 contains 1709 members Mstep: Class 8 contains 1755 members Mstep: Class 9 contains 834 members Mstep: Class 10 contains 2640 members Mstep: Class 11 contains 1958 members Mstep: Class 13 contains 2886 members Mstep: Class 14 contains 4726 members Mstep: Class 15 contains 7854 members Mstep: Class 16 contains 591 members Mstep: Class 18 contains 3190 members Mstep: Class 19 contains 893 members Mstep: Class 20 contains 2288 members Mstep: Class 21 contains 2233 members Mstep: Class 23 contains 2652 members Entering Unmasked Estep ConsiderDeletion Score: -7237310.000000 Penalty: 34830.769531 Iteration 17Q: 20 clusters Score -7237310 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8681 members Mstep: Class 2 contains 14311 members Mstep: Class 3 contains 1779 members Mstep: Class 4 contains 13039 members Mstep: Class 6 contains 5290 members Mstep: Class 7 contains 1710 members Mstep: Class 8 contains 1744 members Mstep: Class 9 contains 827 members Mstep: Class 10 contains 2641 members Mstep: Class 11 contains 1950 members Mstep: Class 13 contains 2893 members Mstep: Class 14 contains 4556 members Mstep: Class 15 contains 8032 members Mstep: Class 16 contains 547 members Mstep: Class 18 contains 3222 members Mstep: Class 19 contains 862 members Mstep: Class 20 contains 2287 members Mstep: Class 21 contains 2281 members Mstep: Class 23 contains 2656 members Entering Unmasked Estep ConsiderDeletion Score: -7237769.500000 Penalty: 34830.769531 Iteration 18Q: 20 clusters Score -7237770 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8685 members Mstep: Class 2 contains 14280 members Mstep: Class 3 contains 1779 members Mstep: Class 4 contains 13048 members Mstep: Class 6 contains 5296 members Mstep: Class 7 contains 1713 members Mstep: Class 8 contains 1734 members Mstep: Class 9 contains 819 members Mstep: Class 10 contains 2640 members Mstep: Class 11 contains 1942 members Mstep: Class 13 contains 2900 members Mstep: Class 14 contains 4396 members Mstep: Class 15 contains 8193 members Mstep: Class 16 contains 518 members Mstep: Class 18 contains 3261 members Mstep: Class 19 contains 854 members Mstep: Class 20 contains 2286 members Mstep: Class 21 contains 2306 members Mstep: Class 23 contains 2658 members Entering Unmasked Estep ConsiderDeletion Score: -7238047.500000 Penalty: 34830.769531 Iteration 19Q: 20 clusters Score -7238048 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8686 members Mstep: Class 2 contains 14261 members Mstep: Class 3 contains 1778 members Mstep: Class 4 contains 13035 members Mstep: Class 6 contains 5298 members Mstep: Class 7 contains 1713 members Mstep: Class 8 contains 1730 members Mstep: Class 9 contains 812 members Mstep: Class 10 contains 2640 members Mstep: Class 11 contains 1931 members Mstep: Class 13 contains 2909 members Mstep: Class 14 contains 4254 members Mstep: Class 15 contains 8338 members Mstep: Class 16 contains 498 members Mstep: Class 18 contains 3312 members Mstep: Class 19 contains 844 members Mstep: Class 20 contains 2285 members Mstep: Class 21 contains 2311 members Mstep: Class 23 contains 2673 members Entering Unmasked Estep ConsiderDeletion Score: -7238439.500000 Penalty: 34830.769531 Iteration 20F: 20 clusters Score -7238440 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8686 members Mstep: Class 2 contains 14219 members Mstep: Class 3 contains 1774 members Mstep: Class 4 contains 13025 members Mstep: Class 6 contains 5304 members Mstep: Class 7 contains 1717 members Mstep: Class 8 contains 1707 members Mstep: Class 9 contains 797 members Mstep: Class 10 contains 2639 members Mstep: Class 11 contains 1920 members Mstep: Class 13 contains 2927 members Mstep: Class 14 contains 4117 members Mstep: Class 15 contains 8474 members Mstep: Class 16 contains 475 members Mstep: Class 18 contains 3365 members Mstep: Class 19 contains 844 members Mstep: Class 20 contains 2282 members Mstep: Class 21 contains 2356 members Mstep: Class 23 contains 2680 members Entering Unmasked Estep ConsiderDeletion Score: -7238740.500000 Penalty: 34830.769531 Iteration 21Q: 20 clusters Score -7238740 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8687 members Mstep: Class 2 contains 14168 members Mstep: Class 3 contains 1771 members Mstep: Class 4 contains 13017 members Mstep: Class 6 contains 5311 members Mstep: Class 7 contains 1723 members Mstep: Class 8 contains 1682 members Mstep: Class 9 contains 788 members Mstep: Class 10 contains 2639 members Mstep: Class 11 contains 1902 members Mstep: Class 13 contains 2948 members Mstep: Class 14 contains 3981 members Mstep: Class 15 contains 8590 members Mstep: Class 16 contains 461 members Mstep: Class 18 contains 3432 members Mstep: Class 19 contains 842 members Mstep: Class 20 contains 2278 members Mstep: Class 21 contains 2396 members Mstep: Class 23 contains 2692 members Entering Unmasked Estep ConsiderDeletion Score: -7238936.000000 Penalty: 34830.769531 Iteration 22Q: 20 clusters Score -7238936 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8687 members Mstep: Class 2 contains 14126 members Mstep: Class 3 contains 1770 members Mstep: Class 4 contains 13011 members Mstep: Class 6 contains 5316 members Mstep: Class 7 contains 1728 members Mstep: Class 8 contains 1661 members Mstep: Class 9 contains 779 members Mstep: Class 10 contains 2636 members Mstep: Class 11 contains 1890 members Mstep: Class 13 contains 2962 members Mstep: Class 14 contains 3861 members Mstep: Class 15 contains 8678 members Mstep: Class 16 contains 455 members Mstep: Class 18 contains 3525 members Mstep: Class 19 contains 833 members Mstep: Class 20 contains 2274 members Mstep: Class 21 contains 2415 members Mstep: Class 23 contains 2701 members Entering Unmasked Estep ConsiderDeletion Score: -7239101.500000 Penalty: 34830.769531 Iteration 23Q: 20 clusters Score -7239102 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8685 members Mstep: Class 2 contains 14095 members Mstep: Class 3 contains 1769 members Mstep: Class 4 contains 13006 members Mstep: Class 6 contains 5315 members Mstep: Class 7 contains 1736 members Mstep: Class 8 contains 1648 members Mstep: Class 9 contains 769 members Mstep: Class 10 contains 2633 members Mstep: Class 11 contains 1877 members Mstep: Class 13 contains 2968 members Mstep: Class 14 contains 3730 members Mstep: Class 15 contains 8779 members Mstep: Class 16 contains 451 members Mstep: Class 18 contains 3630 members Mstep: Class 19 contains 830 members Mstep: Class 20 contains 2267 members Mstep: Class 21 contains 2411 members Mstep: Class 23 contains 2709 members Entering Unmasked Estep ConsiderDeletion Score: -7239364.500000 Penalty: 34830.769531 Iteration 24Q: 20 clusters Score -7239364 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8684 members Mstep: Class 2 contains 14073 members Mstep: Class 3 contains 1769 members Mstep: Class 4 contains 13004 members Mstep: Class 6 contains 5317 members Mstep: Class 7 contains 1741 members Mstep: Class 8 contains 1639 members Mstep: Class 9 contains 764 members Mstep: Class 10 contains 2632 members Mstep: Class 11 contains 1868 members Mstep: Class 13 contains 2976 members Mstep: Class 14 contains 3609 members Mstep: Class 15 contains 8856 members Mstep: Class 16 contains 445 members Mstep: Class 18 contains 3743 members Mstep: Class 19 contains 825 members Mstep: Class 20 contains 2264 members Mstep: Class 21 contains 2384 members Mstep: Class 23 contains 2715 members Entering Unmasked Estep ConsiderDeletion Score: -7239648.500000 Penalty: 34830.769531 Iteration 25Q: 20 clusters Score -7239648 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8685 members Mstep: Class 2 contains 14053 members Mstep: Class 3 contains 1769 members Mstep: Class 4 contains 13008 members Mstep: Class 6 contains 5318 members Mstep: Class 7 contains 1746 members Mstep: Class 8 contains 1631 members Mstep: Class 9 contains 754 members Mstep: Class 10 contains 2631 members Mstep: Class 11 contains 1861 members Mstep: Class 13 contains 2981 members Mstep: Class 14 contains 3522 members Mstep: Class 15 contains 8914 members Mstep: Class 16 contains 440 members Mstep: Class 18 contains 3873 members Mstep: Class 19 contains 816 members Mstep: Class 20 contains 2258 members Mstep: Class 21 contains 2330 members Mstep: Class 23 contains 2718 members Entering Unmasked Estep ConsiderDeletion Score: -7239925.500000 Penalty: 34830.769531 Iteration 26Q: 20 clusters Score -7239926 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8684 members Mstep: Class 2 contains 14021 members Mstep: Class 3 contains 1769 members Mstep: Class 4 contains 13002 members Mstep: Class 6 contains 5319 members Mstep: Class 7 contains 1750 members Mstep: Class 8 contains 1627 members Mstep: Class 9 contains 751 members Mstep: Class 10 contains 2630 members Mstep: Class 11 contains 1858 members Mstep: Class 13 contains 2985 members Mstep: Class 14 contains 3471 members Mstep: Class 15 contains 8964 members Mstep: Class 16 contains 438 members Mstep: Class 18 contains 3992 members Mstep: Class 19 contains 811 members Mstep: Class 20 contains 2255 members Mstep: Class 21 contains 2262 members Mstep: Class 23 contains 2719 members Entering Unmasked Estep ConsiderDeletion Score: -7240158.000000 Penalty: 34830.769531 Iteration 27Q: 20 clusters Score -7240158 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8683 members Mstep: Class 2 contains 13974 members Mstep: Class 3 contains 1771 members Mstep: Class 4 contains 13002 members Mstep: Class 6 contains 5320 members Mstep: Class 7 contains 1751 members Mstep: Class 8 contains 1624 members Mstep: Class 9 contains 743 members Mstep: Class 10 contains 2629 members Mstep: Class 11 contains 1855 members Mstep: Class 13 contains 2993 members Mstep: Class 14 contains 3466 members Mstep: Class 15 contains 9014 members Mstep: Class 16 contains 437 members Mstep: Class 18 contains 4080 members Mstep: Class 19 contains 809 members Mstep: Class 20 contains 2251 members Mstep: Class 21 contains 2188 members Mstep: Class 23 contains 2718 members Entering Unmasked Estep ConsiderDeletion Score: -7240396.500000 Penalty: 34830.769531 Iteration 28Q: 20 clusters Score -7240396 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8675 members Mstep: Class 2 contains 13928 members Mstep: Class 3 contains 1769 members Mstep: Class 4 contains 13001 members Mstep: Class 6 contains 5320 members Mstep: Class 7 contains 1753 members Mstep: Class 8 contains 1619 members Mstep: Class 9 contains 740 members Mstep: Class 10 contains 2629 members Mstep: Class 11 contains 1846 members Mstep: Class 13 contains 3002 members Mstep: Class 14 contains 3484 members Mstep: Class 15 contains 9063 members Mstep: Class 16 contains 437 members Mstep: Class 18 contains 4142 members Mstep: Class 19 contains 809 members Mstep: Class 20 contains 2246 members Mstep: Class 21 contains 2127 members Mstep: Class 23 contains 2718 members Entering Unmasked Estep ConsiderDeletion Score: -7240542.000000 Penalty: 34830.769531 Iteration 29Q: 20 clusters Score -7240542 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8670 members Mstep: Class 2 contains 13900 members Mstep: Class 3 contains 1769 members Mstep: Class 4 contains 13005 members Mstep: Class 6 contains 5321 members Mstep: Class 7 contains 1757 members Mstep: Class 8 contains 1615 members Mstep: Class 9 contains 736 members Mstep: Class 10 contains 2627 members Mstep: Class 11 contains 1842 members Mstep: Class 13 contains 3008 members Mstep: Class 14 contains 3493 members Mstep: Class 15 contains 9095 members Mstep: Class 16 contains 437 members Mstep: Class 18 contains 4190 members Mstep: Class 19 contains 808 members Mstep: Class 20 contains 2242 members Mstep: Class 21 contains 2074 members Mstep: Class 23 contains 2719 members Entering Unmasked Estep ConsiderDeletion Score: -7240649.500000 Penalty: 34830.769531 Iteration 30Q: 20 clusters Score -7240650 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8665 members Mstep: Class 2 contains 13875 members Mstep: Class 3 contains 1768 members Mstep: Class 4 contains 13012 members Mstep: Class 6 contains 5323 members Mstep: Class 7 contains 1761 members Mstep: Class 8 contains 1614 members Mstep: Class 9 contains 734 members Mstep: Class 10 contains 2626 members Mstep: Class 11 contains 1836 members Mstep: Class 13 contains 3015 members Mstep: Class 14 contains 3491 members Mstep: Class 15 contains 9128 members Mstep: Class 16 contains 437 members Mstep: Class 18 contains 4225 members Mstep: Class 19 contains 802 members Mstep: Class 20 contains 2239 members Mstep: Class 21 contains 2037 members Mstep: Class 23 contains 2720 members Entering Unmasked Estep ConsiderDeletion Score: -7240761.000000 Penalty: 34830.769531 Iteration 31Q: 20 clusters Score -7240761 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8660 members Mstep: Class 2 contains 13853 members Mstep: Class 3 contains 1766 members Mstep: Class 4 contains 13007 members Mstep: Class 6 contains 5323 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 1613 members Mstep: Class 9 contains 732 members Mstep: Class 10 contains 2626 members Mstep: Class 11 contains 1832 members Mstep: Class 13 contains 3020 members Mstep: Class 14 contains 3499 members Mstep: Class 15 contains 9157 members Mstep: Class 16 contains 437 members Mstep: Class 18 contains 4250 members Mstep: Class 19 contains 803 members Mstep: Class 20 contains 2235 members Mstep: Class 21 contains 2012 members Mstep: Class 23 contains 2720 members Entering Unmasked Estep ConsiderDeletion Score: -7240799.500000 Penalty: 34830.769531 Iteration 32Q: 20 clusters Score -7240800 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8655 members Mstep: Class 2 contains 13840 members Mstep: Class 3 contains 1764 members Mstep: Class 4 contains 13005 members Mstep: Class 6 contains 5324 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 1611 members Mstep: Class 9 contains 724 members Mstep: Class 10 contains 2623 members Mstep: Class 11 contains 1831 members Mstep: Class 13 contains 3026 members Mstep: Class 14 contains 3502 members Mstep: Class 15 contains 9174 members Mstep: Class 16 contains 437 members Mstep: Class 18 contains 4273 members Mstep: Class 19 contains 806 members Mstep: Class 20 contains 2232 members Mstep: Class 21 contains 1996 members Mstep: Class 23 contains 2720 members Entering Unmasked Estep ConsiderDeletion Score: -7240840.500000 Penalty: 34830.769531 Iteration 33Q: 20 clusters Score -7240840 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8653 members Mstep: Class 2 contains 13829 members Mstep: Class 3 contains 1757 members Mstep: Class 4 contains 13004 members Mstep: Class 6 contains 5324 members Mstep: Class 7 contains 1766 members Mstep: Class 8 contains 1611 members Mstep: Class 9 contains 718 members Mstep: Class 10 contains 2620 members Mstep: Class 11 contains 1830 members Mstep: Class 13 contains 3037 members Mstep: Class 14 contains 3500 members Mstep: Class 15 contains 9191 members Mstep: Class 16 contains 437 members Mstep: Class 18 contains 4292 members Mstep: Class 19 contains 809 members Mstep: Class 20 contains 2229 members Mstep: Class 21 contains 1982 members Mstep: Class 23 contains 2719 members Entering Unmasked Estep ConsiderDeletion Score: -7240895.500000 Penalty: 34830.769531 Iteration 34Q: 20 clusters Score -7240896 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8651 members Mstep: Class 2 contains 13814 members Mstep: Class 3 contains 1752 members Mstep: Class 4 contains 13002 members Mstep: Class 6 contains 5323 members Mstep: Class 7 contains 1766 members Mstep: Class 8 contains 1610 members Mstep: Class 9 contains 713 members Mstep: Class 10 contains 2619 members Mstep: Class 11 contains 1829 members Mstep: Class 13 contains 3049 members Mstep: Class 14 contains 3501 members Mstep: Class 15 contains 9208 members Mstep: Class 16 contains 437 members Mstep: Class 18 contains 4304 members Mstep: Class 19 contains 810 members Mstep: Class 20 contains 2227 members Mstep: Class 21 contains 1976 members Mstep: Class 23 contains 2717 members Entering Unmasked Estep ConsiderDeletion Score: -7240939.000000 Penalty: 34830.769531 Iteration 35Q: 20 clusters Score -7240939 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8649 members Mstep: Class 2 contains 13800 members Mstep: Class 3 contains 1746 members Mstep: Class 4 contains 13002 members Mstep: Class 6 contains 5323 members Mstep: Class 7 contains 1767 members Mstep: Class 8 contains 1609 members Mstep: Class 9 contains 707 members Mstep: Class 10 contains 2619 members Mstep: Class 11 contains 1825 members Mstep: Class 13 contains 3060 members Mstep: Class 14 contains 3495 members Mstep: Class 15 contains 9222 members Mstep: Class 16 contains 437 members Mstep: Class 18 contains 4323 members Mstep: Class 19 contains 811 members Mstep: Class 20 contains 2227 members Mstep: Class 21 contains 1973 members Mstep: Class 23 contains 2713 members Entering Unmasked Estep ConsiderDeletion Score: -7240946.500000 Penalty: 34830.769531 Iteration 36Q: 20 clusters Score -7240946 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8648 members Mstep: Class 2 contains 13794 members Mstep: Class 3 contains 1742 members Mstep: Class 4 contains 13001 members Mstep: Class 6 contains 5323 members Mstep: Class 7 contains 1766 members Mstep: Class 8 contains 1609 members Mstep: Class 9 contains 706 members Mstep: Class 10 contains 2618 members Mstep: Class 11 contains 1819 members Mstep: Class 13 contains 3070 members Mstep: Class 14 contains 3486 members Mstep: Class 15 contains 9232 members Mstep: Class 16 contains 437 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 809 members Mstep: Class 20 contains 2226 members Mstep: Class 21 contains 1970 members Mstep: Class 23 contains 2710 members Entering Unmasked Estep ConsiderDeletion Score: -7240966.500000 Penalty: 34830.769531 Iteration 37Q: 20 clusters Score -7240966 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8648 members Mstep: Class 2 contains 13783 members Mstep: Class 3 contains 1741 members Mstep: Class 4 contains 12997 members Mstep: Class 6 contains 5323 members Mstep: Class 7 contains 1766 members Mstep: Class 8 contains 1609 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 2617 members Mstep: Class 11 contains 1813 members Mstep: Class 13 contains 3079 members Mstep: Class 14 contains 3481 members Mstep: Class 15 contains 9240 members Mstep: Class 16 contains 437 members Mstep: Class 18 contains 4352 members Mstep: Class 19 contains 810 members Mstep: Class 20 contains 2226 members Mstep: Class 21 contains 1970 members Mstep: Class 23 contains 2713 members Entering Unmasked Estep ConsiderDeletion Score: -7240985.500000 Penalty: 34830.769531 Iteration 38Q: 20 clusters Score -7240986 nChanged 54 Entering ConstructFrom: Score: -7240985.500000 Penalty: 34830.769531 Entering ConstructFrom: Trying to split cluster 1 (8648 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8648 members Entering Unmasked Estep Score: -826601.062500 Penalty: 1473.076050 Iteration 0F: 2 clusters Score -826601.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -820383.062500 Penalty: 2946.152100 Iteration 0F: 3 clusters Score -820383.1 nChanged 3696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -822544.750000 Penalty: 2946.152100 Iteration 1F: 3 clusters Score -822544.8 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -822898.687500 Penalty: 2946.152100 Iteration 2F: 3 clusters Score -822898.7 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -823262.375000 Penalty: 2946.152100 Iteration 3F: 3 clusters Score -823262.4 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -823617.812500 Penalty: 2946.152100 Iteration 4F: 3 clusters Score -823617.8 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -823890.437500 Penalty: 2946.152100 Iteration 5F: 3 clusters Score -823890.4 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -824095.187500 Penalty: 2946.152100 Iteration 6Q: 3 clusters Score -824095.2 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -824246.562500 Penalty: 2946.152100 Iteration 7Q: 3 clusters Score -824246.6 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5594 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -824358.250000 Penalty: 2946.152100 Iteration 8Q: 3 clusters Score -824358.2 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5738 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -824438.750000 Penalty: 2946.152100 Iteration 9Q: 3 clusters Score -824438.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5860 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -824490.875000 Penalty: 2946.152100 Iteration 10Q: 3 clusters Score -824490.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5961 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -824530.875000 Penalty: 2946.152100 Iteration 11Q: 3 clusters Score -824530.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6052 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -824556.875000 Penalty: 2946.152100 Iteration 12Q: 3 clusters Score -824556.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6154 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -824589.937500 Penalty: 2946.152100 Iteration 13Q: 3 clusters Score -824589.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6255 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -824617.562500 Penalty: 2946.152100 Iteration 14Q: 3 clusters Score -824617.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6348 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -824646.125000 Penalty: 2946.152100 Iteration 15Q: 3 clusters Score -824646.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6452 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -824679.687500 Penalty: 2946.152100 Iteration 16Q: 3 clusters Score -824679.7 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6562 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -824715.250000 Penalty: 2946.152100 Iteration 17Q: 3 clusters Score -824715.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6667 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -824747.250000 Penalty: 2946.152100 Iteration 18Q: 3 clusters Score -824747.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -824780.687500 Penalty: 2946.152100 Iteration 19Q: 3 clusters Score -824780.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6871 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -824815.500000 Penalty: 2946.152100 Iteration 20F: 3 clusters Score -824815.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6981 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -824860.562500 Penalty: 2946.152100 Iteration 21Q: 3 clusters Score -824860.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7109 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -824912.562500 Penalty: 2946.152100 Iteration 22Q: 3 clusters Score -824912.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7213 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -824954.125000 Penalty: 2946.152100 Iteration 23Q: 3 clusters Score -824954.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7303 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -824991.000000 Penalty: 2946.152100 Iteration 24Q: 3 clusters Score -824991 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7376 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -825022.375000 Penalty: 2946.152100 Iteration 25Q: 3 clusters Score -825022.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7460 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -825058.312500 Penalty: 2946.152100 Iteration 26Q: 3 clusters Score -825058.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7529 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -825083.312500 Penalty: 2946.152100 Iteration 27Q: 3 clusters Score -825083.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7593 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -825107.937500 Penalty: 2946.152100 Iteration 28Q: 3 clusters Score -825107.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7661 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -825142.750000 Penalty: 2946.152100 Iteration 29Q: 3 clusters Score -825142.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7728 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -825170.937500 Penalty: 2946.152100 Iteration 30Q: 3 clusters Score -825170.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7778 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -825201.937500 Penalty: 2946.152100 Iteration 31Q: 3 clusters Score -825201.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7828 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -825226.125000 Penalty: 2946.152100 Iteration 32Q: 3 clusters Score -825226.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7862 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -825239.000000 Penalty: 2946.152100 Iteration 33Q: 3 clusters Score -825239 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7893 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -825250.875000 Penalty: 2946.152100 Iteration 34Q: 3 clusters Score -825250.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7921 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -825264.562500 Penalty: 2946.152100 Iteration 35Q: 3 clusters Score -825264.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7951 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -825274.062500 Penalty: 2946.152100 Iteration 36Q: 3 clusters Score -825274.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7971 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -825281.437500 Penalty: 2946.152100 Iteration 37Q: 3 clusters Score -825281.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7982 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -825285.875000 Penalty: 2946.152100 Iteration 38Q: 3 clusters Score -825285.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7999 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -825293.562500 Penalty: 2946.152100 Iteration 39Q: 3 clusters Score -825293.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8011 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -825300.000000 Penalty: 2946.152100 Iteration 40F: 3 clusters Score -825300 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8022 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -825306.312500 Penalty: 2946.152100 Iteration 41Q: 3 clusters Score -825306.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8029 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -825310.812500 Penalty: 2946.152100 Iteration 42Q: 3 clusters Score -825310.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -825310.625000 Penalty: 2946.152100 Iteration 43Q: 3 clusters Score -825310.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8045 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -825314.187500 Penalty: 2946.152100 Iteration 44Q: 3 clusters Score -825314.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8053 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -825316.562500 Penalty: 2946.152100 Iteration 45Q: 3 clusters Score -825316.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8062 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -825321.625000 Penalty: 2946.152100 Iteration 46Q: 3 clusters Score -825321.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8069 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -825325.125000 Penalty: 2946.152100 Iteration 47Q: 3 clusters Score -825325.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8079 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -825328.687500 Penalty: 2946.152100 Iteration 48Q: 3 clusters Score -825328.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8085 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -825330.750000 Penalty: 2946.152100 Iteration 49Q: 3 clusters Score -825330.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8092 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -825333.187500 Penalty: 2946.152100 Iteration 50Q: 3 clusters Score -825333.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8097 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -825337.812500 Penalty: 2946.152100 Iteration 51Q: 3 clusters Score -825337.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8106 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -825343.687500 Penalty: 2946.152100 Iteration 52Q: 3 clusters Score -825343.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8118 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -825348.437500 Penalty: 2946.152100 Iteration 53Q: 3 clusters Score -825348.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8125 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -825350.750000 Penalty: 2946.152100 Iteration 54Q: 3 clusters Score -825350.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8129 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -825353.375000 Penalty: 2946.152100 Iteration 55Q: 3 clusters Score -825353.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8135 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -825356.062500 Penalty: 2946.152100 Iteration 56Q: 3 clusters Score -825356.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8139 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -825357.375000 Penalty: 2946.152100 Iteration 57Q: 3 clusters Score -825357.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8141 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -825360.562500 Penalty: 2946.152100 Iteration 58Q: 3 clusters Score -825360.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8145 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -825361.437500 Penalty: 2946.152100 Iteration 59Q: 3 clusters Score -825361.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8153 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -825365.312500 Penalty: 2946.152100 Iteration 60F: 3 clusters Score -825365.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8156 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -825366.562500 Penalty: 2946.152100 Iteration 61Q: 3 clusters Score -825366.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8159 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -825367.875000 Penalty: 2946.152100 Iteration 62Q: 3 clusters Score -825367.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8162 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -825369.750000 Penalty: 2946.152100 Iteration 63Q: 3 clusters Score -825369.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8163 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -825370.750000 Penalty: 2946.152100 Iteration 64Q: 3 clusters Score -825370.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8163 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -825370.750000 Penalty: 2946.152100 Iteration 65F: 3 clusters Score -825370.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (13780 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13780 members Entering Unmasked Estep Score: -1322058.875000 Penalty: 1548.783203 Iteration 0F: 2 clusters Score -1322059 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6793 members Mstep: Class 2 contains 6987 members Entering Unmasked Estep Score: -1312542.250000 Penalty: 3097.566406 Iteration 0F: 3 clusters Score -1312542 nChanged 6055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6330 members Mstep: Class 2 contains 7450 members Entering Unmasked Estep Score: -1315831.500000 Penalty: 3097.566406 Iteration 1F: 3 clusters Score -1315832 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6119 members Mstep: Class 2 contains 7661 members Entering Unmasked Estep Score: -1316244.250000 Penalty: 3097.566406 Iteration 2F: 3 clusters Score -1316244 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5838 members Mstep: Class 2 contains 7942 members Entering Unmasked Estep Score: -1316650.750000 Penalty: 3097.566406 Iteration 3F: 3 clusters Score -1316651 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5507 members Mstep: Class 2 contains 8273 members Entering Unmasked Estep Score: -1317039.125000 Penalty: 3097.566406 Iteration 4F: 3 clusters Score -1317039 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 8607 members Entering Unmasked Estep Score: -1317399.500000 Penalty: 3097.566406 Iteration 5Q: 3 clusters Score -1317400 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 8973 members Entering Unmasked Estep Score: -1317800.000000 Penalty: 3097.566406 Iteration 6Q: 3 clusters Score -1317800 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 9397 members Entering Unmasked Estep Score: -1318216.250000 Penalty: 3097.566406 Iteration 7Q: 3 clusters Score -1318216 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 9819 members Entering Unmasked Estep Score: -1318623.000000 Penalty: 3097.566406 Iteration 8Q: 3 clusters Score -1318623 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 10232 members Entering Unmasked Estep Score: -1318956.875000 Penalty: 3097.566406 Iteration 9Q: 3 clusters Score -1318957 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 10629 members Entering Unmasked Estep Score: -1319277.875000 Penalty: 3097.566406 Iteration 10Q: 3 clusters Score -1319278 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 11022 members Entering Unmasked Estep Score: -1319560.375000 Penalty: 3097.566406 Iteration 11Q: 3 clusters Score -1319560 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 11372 members Entering Unmasked Estep Score: -1319808.750000 Penalty: 3097.566406 Iteration 12Q: 3 clusters Score -1319809 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 11684 members Entering Unmasked Estep Score: -1320014.750000 Penalty: 3097.566406 Iteration 13Q: 3 clusters Score -1320015 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 11935 members Entering Unmasked Estep Score: -1320179.875000 Penalty: 3097.566406 Iteration 14Q: 3 clusters Score -1320180 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 12169 members Entering Unmasked Estep Score: -1320343.250000 Penalty: 3097.566406 Iteration 15Q: 3 clusters Score -1320343 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 12396 members Entering Unmasked Estep Score: -1320518.875000 Penalty: 3097.566406 Iteration 16Q: 3 clusters Score -1320519 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 12583 members Entering Unmasked Estep Score: -1320671.750000 Penalty: 3097.566406 Iteration 17Q: 3 clusters Score -1320672 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 12731 members Entering Unmasked Estep Score: -1320817.000000 Penalty: 3097.566406 Iteration 18Q: 3 clusters Score -1320817 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 12845 members Entering Unmasked Estep Score: -1320948.375000 Penalty: 3097.566406 Iteration 19Q: 3 clusters Score -1320948 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 12903 members Entering Unmasked Estep Score: -1321093.375000 Penalty: 3097.566406 Iteration 20F: 3 clusters Score -1321093 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 12952 members Entering Unmasked Estep Score: -1321232.750000 Penalty: 3097.566406 Iteration 21Q: 3 clusters Score -1321233 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 12974 members Entering Unmasked Estep Score: -1321390.125000 Penalty: 3097.566406 Iteration 22Q: 3 clusters Score -1321390 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 12973 members Entering Unmasked Estep Score: -1321567.875000 Penalty: 3097.566406 Iteration 23Q: 3 clusters Score -1321568 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 12947 members Entering Unmasked Estep Score: -1321708.500000 Penalty: 3097.566406 Iteration 24Q: 3 clusters Score -1321708 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 12913 members Entering Unmasked Estep Score: -1321779.000000 Penalty: 3097.566406 Iteration 25Q: 3 clusters Score -1321779 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 12878 members Entering Unmasked Estep Score: -1321815.750000 Penalty: 3097.566406 Iteration 26Q: 3 clusters Score -1321816 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 12850 members Entering Unmasked Estep Score: -1321840.000000 Penalty: 3097.566406 Iteration 27Q: 3 clusters Score -1321840 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 12826 members Entering Unmasked Estep Score: -1321858.375000 Penalty: 3097.566406 Iteration 28Q: 3 clusters Score -1321858 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 12806 members Entering Unmasked Estep Score: -1321870.875000 Penalty: 3097.566406 Iteration 29Q: 3 clusters Score -1321871 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 12790 members Entering Unmasked Estep Score: -1321873.750000 Penalty: 3097.566406 Iteration 30Q: 3 clusters Score -1321874 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 12781 members Entering Unmasked Estep Score: -1321880.625000 Penalty: 3097.566406 Iteration 31Q: 3 clusters Score -1321881 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 12770 members Entering Unmasked Estep Score: -1321885.750000 Penalty: 3097.566406 Iteration 32Q: 3 clusters Score -1321886 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 12766 members Entering Unmasked Estep Score: -1321887.000000 Penalty: 3097.566406 Iteration 33Q: 3 clusters Score -1321887 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 12757 members Entering Unmasked Estep Score: -1321895.375000 Penalty: 3097.566406 Iteration 34Q: 3 clusters Score -1321895 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 12750 members Entering Unmasked Estep Score: -1321896.750000 Penalty: 3097.566406 Iteration 35Q: 3 clusters Score -1321897 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 12750 members Entering Unmasked Estep Score: -1321898.000000 Penalty: 3097.566406 Iteration 36Q: 3 clusters Score -1321898 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 12749 members Entering Unmasked Estep Score: -1321898.500000 Penalty: 3097.566406 Iteration 37Q: 3 clusters Score -1321898 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 12746 members Entering Unmasked Estep Score: -1321899.000000 Penalty: 3097.566406 Iteration 38Q: 3 clusters Score -1321899 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 12742 members Entering Unmasked Estep Score: -1321899.750000 Penalty: 3097.566406 Iteration 39Q: 3 clusters Score -1321900 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 12743 members Entering Unmasked Estep Score: -1321945.750000 Penalty: 3097.566406 Iteration 40F: 3 clusters Score -1321946 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 12715 members Entering Unmasked Estep Score: -1321969.125000 Penalty: 3097.566406 Iteration 41Q: 3 clusters Score -1321969 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 12702 members Entering Unmasked Estep Score: -1321975.250000 Penalty: 3097.566406 Iteration 42Q: 3 clusters Score -1321975 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 12693 members Entering Unmasked Estep Score: -1321979.750000 Penalty: 3097.566406 Iteration 43Q: 3 clusters Score -1321980 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 12679 members Entering Unmasked Estep Score: -1321989.250000 Penalty: 3097.566406 Iteration 44Q: 3 clusters Score -1321989 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 12665 members Entering Unmasked Estep Score: -1322000.125000 Penalty: 3097.566406 Iteration 45Q: 3 clusters Score -1322000 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 12652 members Entering Unmasked Estep Score: -1322006.875000 Penalty: 3097.566406 Iteration 46Q: 3 clusters Score -1322007 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 12636 members Entering Unmasked Estep Score: -1322016.000000 Penalty: 3097.566406 Iteration 47Q: 3 clusters Score -1322016 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 12627 members Entering Unmasked Estep Score: -1322015.250000 Penalty: 3097.566406 Iteration 48Q: 3 clusters Score -1322015 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 12624 members Entering Unmasked Estep Score: -1322014.500000 Penalty: 3097.566406 Iteration 49Q: 3 clusters Score -1322014 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 12621 members Entering Unmasked Estep Score: -1322017.375000 Penalty: 3097.566406 Iteration 50Q: 3 clusters Score -1322017 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 12621 members Entering Unmasked Estep Score: -1322015.750000 Penalty: 3097.566406 Iteration 51Q: 3 clusters Score -1322016 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 12620 members Entering Unmasked Estep Score: -1322016.125000 Penalty: 3097.566406 Iteration 52Q: 3 clusters Score -1322016 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 12619 members Entering Unmasked Estep Score: -1322018.125000 Penalty: 3097.566406 Iteration 53Q: 3 clusters Score -1322018 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 12619 members Entering Unmasked Estep Score: -1322018.125000 Penalty: 3097.566406 Iteration 54F: 3 clusters Score -1322018 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1737 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Entering Unmasked Estep Score: -164628.703125 Penalty: 1212.236084 Iteration 0F: 2 clusters Score -164628.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -162712.609375 Penalty: 2424.472168 Iteration 0F: 3 clusters Score -162712.6 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -163111.093750 Penalty: 2424.472168 Iteration 1F: 3 clusters Score -163111.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -163198.250000 Penalty: 2424.472168 Iteration 2F: 3 clusters Score -163198.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -163239.093750 Penalty: 2424.472168 Iteration 3Q: 3 clusters Score -163239.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -163262.718750 Penalty: 2424.472168 Iteration 4Q: 3 clusters Score -163262.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -163285.421875 Penalty: 2424.472168 Iteration 5Q: 3 clusters Score -163285.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -163300.687500 Penalty: 2424.472168 Iteration 6Q: 3 clusters Score -163300.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -163309.234375 Penalty: 2424.472168 Iteration 7Q: 3 clusters Score -163309.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -163312.640625 Penalty: 2424.472168 Iteration 8Q: 3 clusters Score -163312.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -163318.312500 Penalty: 2424.472168 Iteration 9Q: 3 clusters Score -163318.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -163320.890625 Penalty: 2424.472168 Iteration 10Q: 3 clusters Score -163320.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -163326.359375 Penalty: 2424.472168 Iteration 11Q: 3 clusters Score -163326.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -163330.750000 Penalty: 2424.472168 Iteration 12Q: 3 clusters Score -163330.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -163335.328125 Penalty: 2424.472168 Iteration 13Q: 3 clusters Score -163335.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -163337.828125 Penalty: 2424.472168 Iteration 14Q: 3 clusters Score -163337.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -163341.609375 Penalty: 2424.472168 Iteration 15Q: 3 clusters Score -163341.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -163343.953125 Penalty: 2424.472168 Iteration 16Q: 3 clusters Score -163344 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -163346.062500 Penalty: 2424.472168 Iteration 17Q: 3 clusters Score -163346.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -163348.890625 Penalty: 2424.472168 Iteration 18Q: 3 clusters Score -163348.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -163353.296875 Penalty: 2424.472168 Iteration 19Q: 3 clusters Score -163353.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -163357.703125 Penalty: 2424.472168 Iteration 20F: 3 clusters Score -163357.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -163359.437500 Penalty: 2424.472168 Iteration 21Q: 3 clusters Score -163359.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -163361.562500 Penalty: 2424.472168 Iteration 22Q: 3 clusters Score -163361.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -163362.546875 Penalty: 2424.472168 Iteration 23Q: 3 clusters Score -163362.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -163363.234375 Penalty: 2424.472168 Iteration 24Q: 3 clusters Score -163363.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -163363.234375 Penalty: 2424.472168 Iteration 25F: 3 clusters Score -163363.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (12994 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12994 members Entering Unmasked Estep Score: -1212453.375000 Penalty: 1539.239502 Iteration 0F: 2 clusters Score -1212453 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6471 members Mstep: Class 2 contains 6523 members Entering Unmasked Estep Score: -1203352.500000 Penalty: 3078.479004 Iteration 0F: 3 clusters Score -1203352 nChanged 5728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6453 members Mstep: Class 2 contains 6541 members Entering Unmasked Estep Score: -1206557.750000 Penalty: 3078.479004 Iteration 1F: 3 clusters Score -1206558 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6472 members Mstep: Class 2 contains 6522 members Entering Unmasked Estep Score: -1206936.125000 Penalty: 3078.479004 Iteration 2F: 3 clusters Score -1206936 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 6510 members Entering Unmasked Estep Score: -1207310.500000 Penalty: 3078.479004 Iteration 3F: 3 clusters Score -1207310 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6518 members Mstep: Class 2 contains 6476 members Entering Unmasked Estep Score: -1207670.500000 Penalty: 3078.479004 Iteration 4F: 3 clusters Score -1207670 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6540 members Mstep: Class 2 contains 6454 members Entering Unmasked Estep Score: -1207980.500000 Penalty: 3078.479004 Iteration 5Q: 3 clusters Score -1207980 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6557 members Mstep: Class 2 contains 6437 members Entering Unmasked Estep Score: -1208288.875000 Penalty: 3078.479004 Iteration 6Q: 3 clusters Score -1208289 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6531 members Mstep: Class 2 contains 6463 members Entering Unmasked Estep Score: -1208610.125000 Penalty: 3078.479004 Iteration 7Q: 3 clusters Score -1208610 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6482 members Mstep: Class 2 contains 6512 members Entering Unmasked Estep Score: -1208915.500000 Penalty: 3078.479004 Iteration 8Q: 3 clusters Score -1208916 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6408 members Mstep: Class 2 contains 6586 members Entering Unmasked Estep Score: -1209171.875000 Penalty: 3078.479004 Iteration 9Q: 3 clusters Score -1209172 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6304 members Mstep: Class 2 contains 6690 members Entering Unmasked Estep Score: -1209387.875000 Penalty: 3078.479004 Iteration 10Q: 3 clusters Score -1209388 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 6787 members Entering Unmasked Estep Score: -1209557.375000 Penalty: 3078.479004 Iteration 11Q: 3 clusters Score -1209557 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6160 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -1209666.250000 Penalty: 3078.479004 Iteration 12Q: 3 clusters Score -1209666 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6112 members Mstep: Class 2 contains 6882 members Entering Unmasked Estep Score: -1209729.250000 Penalty: 3078.479004 Iteration 13Q: 3 clusters Score -1209729 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 6932 members Entering Unmasked Estep Score: -1209771.625000 Penalty: 3078.479004 Iteration 14Q: 3 clusters Score -1209772 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 6980 members Entering Unmasked Estep Score: -1209806.375000 Penalty: 3078.479004 Iteration 15Q: 3 clusters Score -1209806 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5981 members Mstep: Class 2 contains 7013 members Entering Unmasked Estep Score: -1209830.875000 Penalty: 3078.479004 Iteration 16Q: 3 clusters Score -1209831 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5940 members Mstep: Class 2 contains 7054 members Entering Unmasked Estep Score: -1209852.875000 Penalty: 3078.479004 Iteration 17Q: 3 clusters Score -1209853 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 7086 members Entering Unmasked Estep Score: -1209862.500000 Penalty: 3078.479004 Iteration 18Q: 3 clusters Score -1209862 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5866 members Mstep: Class 2 contains 7128 members Entering Unmasked Estep Score: -1209882.125000 Penalty: 3078.479004 Iteration 19Q: 3 clusters Score -1209882 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5818 members Mstep: Class 2 contains 7176 members Entering Unmasked Estep Score: -1209895.000000 Penalty: 3078.479004 Iteration 20F: 3 clusters Score -1209895 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5783 members Mstep: Class 2 contains 7211 members Entering Unmasked Estep Score: -1209907.375000 Penalty: 3078.479004 Iteration 21Q: 3 clusters Score -1209907 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5739 members Mstep: Class 2 contains 7255 members Entering Unmasked Estep Score: -1209923.750000 Penalty: 3078.479004 Iteration 22Q: 3 clusters Score -1209924 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5701 members Mstep: Class 2 contains 7293 members Entering Unmasked Estep Score: -1209943.750000 Penalty: 3078.479004 Iteration 23Q: 3 clusters Score -1209944 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5667 members Mstep: Class 2 contains 7327 members Entering Unmasked Estep Score: -1209951.875000 Penalty: 3078.479004 Iteration 24Q: 3 clusters Score -1209952 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5638 members Mstep: Class 2 contains 7356 members Entering Unmasked Estep Score: -1209962.625000 Penalty: 3078.479004 Iteration 25Q: 3 clusters Score -1209963 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 7392 members Entering Unmasked Estep Score: -1209978.000000 Penalty: 3078.479004 Iteration 26Q: 3 clusters Score -1209978 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5570 members Mstep: Class 2 contains 7424 members Entering Unmasked Estep Score: -1209980.250000 Penalty: 3078.479004 Iteration 27Q: 3 clusters Score -1209980 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5556 members Mstep: Class 2 contains 7438 members Entering Unmasked Estep Score: -1209988.625000 Penalty: 3078.479004 Iteration 28Q: 3 clusters Score -1209989 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5544 members Mstep: Class 2 contains 7450 members Entering Unmasked Estep Score: -1209993.500000 Penalty: 3078.479004 Iteration 29Q: 3 clusters Score -1209994 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5535 members Mstep: Class 2 contains 7459 members Entering Unmasked Estep Score: -1209992.250000 Penalty: 3078.479004 Iteration 30Q: 3 clusters Score -1209992 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5519 members Mstep: Class 2 contains 7475 members Entering Unmasked Estep Score: -1209999.000000 Penalty: 3078.479004 Iteration 31Q: 3 clusters Score -1209999 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5509 members Mstep: Class 2 contains 7485 members Entering Unmasked Estep Score: -1209998.625000 Penalty: 3078.479004 Iteration 32Q: 3 clusters Score -1209999 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5487 members Mstep: Class 2 contains 7507 members Entering Unmasked Estep Score: -1210002.250000 Penalty: 3078.479004 Iteration 33Q: 3 clusters Score -1210002 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5471 members Mstep: Class 2 contains 7523 members Entering Unmasked Estep Score: -1210006.500000 Penalty: 3078.479004 Iteration 34Q: 3 clusters Score -1210006 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5453 members Mstep: Class 2 contains 7541 members Entering Unmasked Estep Score: -1210009.625000 Penalty: 3078.479004 Iteration 35Q: 3 clusters Score -1210010 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5431 members Mstep: Class 2 contains 7563 members Entering Unmasked Estep Score: -1210016.000000 Penalty: 3078.479004 Iteration 36Q: 3 clusters Score -1210016 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 7590 members Entering Unmasked Estep Score: -1210020.375000 Penalty: 3078.479004 Iteration 37Q: 3 clusters Score -1210020 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5381 members Mstep: Class 2 contains 7613 members Entering Unmasked Estep Score: -1210023.750000 Penalty: 3078.479004 Iteration 38Q: 3 clusters Score -1210024 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5368 members Mstep: Class 2 contains 7626 members Entering Unmasked Estep Score: -1210027.125000 Penalty: 3078.479004 Iteration 39Q: 3 clusters Score -1210027 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 7638 members Entering Unmasked Estep Score: -1210030.375000 Penalty: 3078.479004 Iteration 40F: 3 clusters Score -1210030 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5342 members Mstep: Class 2 contains 7652 members Entering Unmasked Estep Score: -1210031.250000 Penalty: 3078.479004 Iteration 41Q: 3 clusters Score -1210031 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 7671 members Entering Unmasked Estep Score: -1210034.625000 Penalty: 3078.479004 Iteration 42Q: 3 clusters Score -1210035 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5299 members Mstep: Class 2 contains 7695 members Entering Unmasked Estep Score: -1210035.875000 Penalty: 3078.479004 Iteration 43Q: 3 clusters Score -1210036 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5284 members Mstep: Class 2 contains 7710 members Entering Unmasked Estep Score: -1210044.375000 Penalty: 3078.479004 Iteration 44Q: 3 clusters Score -1210044 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5267 members Mstep: Class 2 contains 7727 members Entering Unmasked Estep Score: -1210047.750000 Penalty: 3078.479004 Iteration 45Q: 3 clusters Score -1210048 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5245 members Mstep: Class 2 contains 7749 members Entering Unmasked Estep Score: -1210051.250000 Penalty: 3078.479004 Iteration 46Q: 3 clusters Score -1210051 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 7769 members Entering Unmasked Estep Score: -1210061.000000 Penalty: 3078.479004 Iteration 47Q: 3 clusters Score -1210061 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 7799 members Entering Unmasked Estep Score: -1210061.875000 Penalty: 3078.479004 Iteration 48Q: 3 clusters Score -1210062 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5168 members Mstep: Class 2 contains 7826 members Entering Unmasked Estep Score: -1210069.000000 Penalty: 3078.479004 Iteration 49Q: 3 clusters Score -1210069 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5150 members Mstep: Class 2 contains 7844 members Entering Unmasked Estep Score: -1210070.125000 Penalty: 3078.479004 Iteration 50Q: 3 clusters Score -1210070 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 7859 members Entering Unmasked Estep Score: -1210075.000000 Penalty: 3078.479004 Iteration 51Q: 3 clusters Score -1210075 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 7886 members Entering Unmasked Estep Score: -1210084.000000 Penalty: 3078.479004 Iteration 52Q: 3 clusters Score -1210084 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5092 members Mstep: Class 2 contains 7902 members Entering Unmasked Estep Score: -1210084.125000 Penalty: 3078.479004 Iteration 53Q: 3 clusters Score -1210084 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 7923 members Entering Unmasked Estep Score: -1210083.250000 Penalty: 3078.479004 Iteration 54Q: 3 clusters Score -1210083 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 7932 members Entering Unmasked Estep Score: -1210086.500000 Penalty: 3078.479004 Iteration 55Q: 3 clusters Score -1210086 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5055 members Mstep: Class 2 contains 7939 members Entering Unmasked Estep Score: -1210092.125000 Penalty: 3078.479004 Iteration 56Q: 3 clusters Score -1210092 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5051 members Mstep: Class 2 contains 7943 members Entering Unmasked Estep Score: -1210091.750000 Penalty: 3078.479004 Iteration 57Q: 3 clusters Score -1210092 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5053 members Mstep: Class 2 contains 7941 members Entering Unmasked Estep Score: -1210097.125000 Penalty: 3078.479004 Iteration 58Q: 3 clusters Score -1210097 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5055 members Mstep: Class 2 contains 7939 members Entering Unmasked Estep Score: -1210099.125000 Penalty: 3078.479004 Iteration 59Q: 3 clusters Score -1210099 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5047 members Mstep: Class 2 contains 7947 members Entering Unmasked Estep Score: -1210099.125000 Penalty: 3078.479004 Iteration 60F: 3 clusters Score -1210099 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5038 members Mstep: Class 2 contains 7956 members Entering Unmasked Estep Score: -1210102.250000 Penalty: 3078.479004 Iteration 61Q: 3 clusters Score -1210102 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5028 members Mstep: Class 2 contains 7966 members Entering Unmasked Estep Score: -1210101.125000 Penalty: 3078.479004 Iteration 62Q: 3 clusters Score -1210101 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Mstep: Class 2 contains 7972 members Entering Unmasked Estep Score: -1210100.625000 Penalty: 3078.479004 Iteration 63Q: 3 clusters Score -1210101 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 7976 members Entering Unmasked Estep Score: -1210101.125000 Penalty: 3078.479004 Iteration 64Q: 3 clusters Score -1210101 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 7982 members Entering Unmasked Estep Score: -1210104.625000 Penalty: 3078.479004 Iteration 65Q: 3 clusters Score -1210105 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 7988 members Entering Unmasked Estep Score: -1210102.750000 Penalty: 3078.479004 Iteration 66Q: 3 clusters Score -1210103 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 7995 members Entering Unmasked Estep Score: -1210104.750000 Penalty: 3078.479004 Iteration 67Q: 3 clusters Score -1210105 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4992 members Mstep: Class 2 contains 8002 members Entering Unmasked Estep Score: -1210106.250000 Penalty: 3078.479004 Iteration 68Q: 3 clusters Score -1210106 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Mstep: Class 2 contains 8011 members Entering Unmasked Estep Score: -1210105.250000 Penalty: 3078.479004 Iteration 69Q: 3 clusters Score -1210105 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 8020 members Entering Unmasked Estep Score: -1210106.500000 Penalty: 3078.479004 Iteration 70Q: 3 clusters Score -1210106 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 8026 members Entering Unmasked Estep Score: -1210106.125000 Penalty: 3078.479004 Iteration 71Q: 3 clusters Score -1210106 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Mstep: Class 2 contains 8038 members Entering Unmasked Estep Score: -1210110.625000 Penalty: 3078.479004 Iteration 72Q: 3 clusters Score -1210111 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 8047 members Entering Unmasked Estep Score: -1210111.375000 Penalty: 3078.479004 Iteration 73Q: 3 clusters Score -1210111 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 8055 members Entering Unmasked Estep Score: -1210111.625000 Penalty: 3078.479004 Iteration 74Q: 3 clusters Score -1210112 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 8062 members Entering Unmasked Estep Score: -1210112.875000 Penalty: 3078.479004 Iteration 75Q: 3 clusters Score -1210113 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4923 members Mstep: Class 2 contains 8071 members Entering Unmasked Estep Score: -1210114.750000 Penalty: 3078.479004 Iteration 76Q: 3 clusters Score -1210115 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4914 members Mstep: Class 2 contains 8080 members Entering Unmasked Estep Score: -1210112.625000 Penalty: 3078.479004 Iteration 77Q: 3 clusters Score -1210113 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 8086 members Entering Unmasked Estep Score: -1210112.000000 Penalty: 3078.479004 Iteration 78Q: 3 clusters Score -1210112 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 8096 members Entering Unmasked Estep Score: -1210114.250000 Penalty: 3078.479004 Iteration 79Q: 3 clusters Score -1210114 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 8111 members Entering Unmasked Estep Score: -1210119.375000 Penalty: 3078.479004 Iteration 80F: 3 clusters Score -1210119 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4869 members Mstep: Class 2 contains 8125 members Entering Unmasked Estep Score: -1210125.125000 Penalty: 3078.479004 Iteration 81Q: 3 clusters Score -1210125 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4854 members Mstep: Class 2 contains 8140 members Entering Unmasked Estep Score: -1210129.375000 Penalty: 3078.479004 Iteration 82Q: 3 clusters Score -1210129 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4834 members Mstep: Class 2 contains 8160 members Entering Unmasked Estep Score: -1210136.000000 Penalty: 3078.479004 Iteration 83Q: 3 clusters Score -1210136 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4820 members Mstep: Class 2 contains 8174 members Entering Unmasked Estep Score: -1210134.750000 Penalty: 3078.479004 Iteration 84Q: 3 clusters Score -1210135 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 8191 members Entering Unmasked Estep Score: -1210134.750000 Penalty: 3078.479004 Iteration 85Q: 3 clusters Score -1210135 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4785 members Mstep: Class 2 contains 8209 members Entering Unmasked Estep Score: -1210139.375000 Penalty: 3078.479004 Iteration 86Q: 3 clusters Score -1210139 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Mstep: Class 2 contains 8226 members Entering Unmasked Estep Score: -1210140.375000 Penalty: 3078.479004 Iteration 87Q: 3 clusters Score -1210140 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Mstep: Class 2 contains 8244 members Entering Unmasked Estep Score: -1210142.750000 Penalty: 3078.479004 Iteration 88Q: 3 clusters Score -1210143 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Mstep: Class 2 contains 8257 members Entering Unmasked Estep Score: -1210142.875000 Penalty: 3078.479004 Iteration 89Q: 3 clusters Score -1210143 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 8263 members Entering Unmasked Estep Score: -1210143.750000 Penalty: 3078.479004 Iteration 90Q: 3 clusters Score -1210144 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 8269 members Entering Unmasked Estep Score: -1210143.750000 Penalty: 3078.479004 Iteration 91Q: 3 clusters Score -1210144 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 8277 members Entering Unmasked Estep Score: -1210147.750000 Penalty: 3078.479004 Iteration 92Q: 3 clusters Score -1210148 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 8278 members Entering Unmasked Estep Score: -1210147.250000 Penalty: 3078.479004 Iteration 93Q: 3 clusters Score -1210147 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4712 members Mstep: Class 2 contains 8282 members Entering Unmasked 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Unmasked Estep Score: -1210151.375000 Penalty: 3078.479004 Iteration 98Q: 3 clusters Score -1210151 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 8307 members Entering Unmasked Estep Score: -1210149.000000 Penalty: 3078.479004 Iteration 99Q: 3 clusters Score -1210149 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4679 members Mstep: Class 2 contains 8315 members Entering Unmasked Estep Score: -1210151.250000 Penalty: 3078.479004 Iteration 100F: 3 clusters Score -1210151 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 8322 members Entering Unmasked Estep Score: -1210156.625000 Penalty: 3078.479004 Iteration 101Q: 3 clusters Score -1210157 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 8330 members Entering Unmasked Estep Score: -1210156.500000 Penalty: 3078.479004 Iteration 102Q: 3 clusters Score -1210156 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 8342 members Entering Unmasked Estep Score: -1210158.250000 Penalty: 3078.479004 Iteration 103Q: 3 clusters Score -1210158 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 8355 members Entering Unmasked Estep Score: -1210159.250000 Penalty: 3078.479004 Iteration 104Q: 3 clusters Score -1210159 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 8366 members Entering Unmasked Estep Score: -1210157.625000 Penalty: 3078.479004 Iteration 105Q: 3 clusters Score -1210158 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 8381 members Entering Unmasked Estep Score: -1210163.875000 Penalty: 3078.479004 Iteration 106Q: 3 clusters Score -1210164 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4601 members Mstep: Class 2 contains 8393 members Entering Unmasked Estep Score: -1210166.625000 Penalty: 3078.479004 Iteration 107Q: 3 clusters Score -1210167 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 8400 members Entering Unmasked Estep Score: -1210164.250000 Penalty: 3078.479004 Iteration 108Q: 3 clusters Score -1210164 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 8407 members Entering Unmasked Estep Score: -1210166.000000 Penalty: 3078.479004 Iteration 109Q: 3 clusters Score -1210166 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 8414 members Entering Unmasked Estep Score: -1210163.625000 Penalty: 3078.479004 Iteration 110Q: 3 clusters Score -1210164 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 8425 members Entering Unmasked Estep Score: -1210167.000000 Penalty: 3078.479004 Iteration 111Q: 3 clusters Score -1210167 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 8445 members Entering Unmasked Estep Score: -1210172.500000 Penalty: 3078.479004 Iteration 112Q: 3 clusters Score -1210172 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 8462 members Entering Unmasked Estep Score: -1210177.750000 Penalty: 3078.479004 Iteration 113Q: 3 clusters Score -1210178 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 8475 members Entering Unmasked Estep Score: -1210180.000000 Penalty: 3078.479004 Iteration 114Q: 3 clusters Score -1210180 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 8490 members Entering Unmasked Estep Score: -1210178.500000 Penalty: 3078.479004 Iteration 115Q: 3 clusters Score -1210178 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 8508 members Entering Unmasked Estep Score: -1210180.625000 Penalty: 3078.479004 Iteration 116Q: 3 clusters Score -1210181 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 8530 members Entering Unmasked Estep Score: -1210180.375000 Penalty: 3078.479004 Iteration 117Q: 3 clusters Score -1210180 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 8550 members Entering Unmasked Estep Score: -1210184.625000 Penalty: 3078.479004 Iteration 118Q: 3 clusters Score -1210185 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 8582 members Entering Unmasked Estep Score: -1210189.250000 Penalty: 3078.479004 Iteration 119Q: 3 clusters Score -1210189 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 8606 members Entering Unmasked Estep Score: -1210190.375000 Penalty: 3078.479004 Iteration 120F: 3 clusters Score -1210190 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 8633 members Entering Unmasked Estep Score: -1210193.000000 Penalty: 3078.479004 Iteration 121Q: 3 clusters Score -1210193 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 8652 members Entering Unmasked Estep Score: -1210199.250000 Penalty: 3078.479004 Iteration 122Q: 3 clusters Score -1210199 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 8670 members Entering Unmasked Estep Score: -1210195.375000 Penalty: 3078.479004 Iteration 123Q: 3 clusters Score -1210195 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 8697 members Entering Unmasked Estep Score: -1210204.125000 Penalty: 3078.479004 Iteration 124Q: 3 clusters Score -1210204 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 8733 members Entering Unmasked Estep Score: -1210210.750000 Penalty: 3078.479004 Iteration 125Q: 3 clusters Score -1210211 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 8775 members Entering Unmasked Estep Score: -1210216.875000 Penalty: 3078.479004 Iteration 126Q: 3 clusters Score -1210217 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 8807 members Entering Unmasked Estep Score: -1210221.500000 Penalty: 3078.479004 Iteration 127Q: 3 clusters Score -1210222 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 8839 members Entering Unmasked Estep Score: -1210229.000000 Penalty: 3078.479004 Iteration 128Q: 3 clusters Score -1210229 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 8875 members Entering Unmasked Estep Score: -1210233.250000 Penalty: 3078.479004 Iteration 129Q: 3 clusters Score -1210233 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 8903 members Entering Unmasked Estep Score: -1210237.625000 Penalty: 3078.479004 Iteration 130Q: 3 clusters Score -1210238 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 8923 members Entering Unmasked Estep Score: -1210238.375000 Penalty: 3078.479004 Iteration 131Q: 3 clusters Score -1210238 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 8941 members Entering Unmasked Estep Score: -1210240.625000 Penalty: 3078.479004 Iteration 132Q: 3 clusters Score -1210241 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 8966 members Entering Unmasked Estep Score: -1210243.500000 Penalty: 3078.479004 Iteration 133Q: 3 clusters Score -1210244 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 8999 members Entering Unmasked Estep Score: -1210250.500000 Penalty: 3078.479004 Iteration 134Q: 3 clusters Score -1210250 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 9024 members Entering Unmasked Estep Score: -1210250.625000 Penalty: 3078.479004 Iteration 135Q: 3 clusters Score -1210251 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 9042 members Entering Unmasked Estep Score: -1210251.625000 Penalty: 3078.479004 Iteration 136Q: 3 clusters Score -1210252 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 9062 members Entering Unmasked Estep Score: -1210254.250000 Penalty: 3078.479004 Iteration 137Q: 3 clusters Score -1210254 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 9087 members Entering Unmasked Estep Score: -1210260.625000 Penalty: 3078.479004 Iteration 138Q: 3 clusters Score -1210261 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 9111 members Entering Unmasked Estep Score: -1210268.875000 Penalty: 3078.479004 Iteration 139Q: 3 clusters Score -1210269 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 9137 members Entering Unmasked Estep Score: -1210268.125000 Penalty: 3078.479004 Iteration 140F: 3 clusters Score -1210268 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 9170 members Entering Unmasked Estep Score: -1210276.000000 Penalty: 3078.479004 Iteration 141Q: 3 clusters Score -1210276 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 9196 members Entering Unmasked Estep Score: -1210281.125000 Penalty: 3078.479004 Iteration 142Q: 3 clusters Score -1210281 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 9215 members Entering Unmasked Estep Score: -1210282.750000 Penalty: 3078.479004 Iteration 143Q: 3 clusters Score -1210283 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 9239 members Entering Unmasked Estep Score: -1210283.125000 Penalty: 3078.479004 Iteration 144Q: 3 clusters Score -1210283 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 9264 members Entering Unmasked Estep Score: -1210288.000000 Penalty: 3078.479004 Iteration 145Q: 3 clusters Score -1210288 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 9287 members Entering Unmasked Estep Score: -1210291.250000 Penalty: 3078.479004 Iteration 146Q: 3 clusters Score -1210291 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 9309 members Entering Unmasked Estep Score: -1210294.750000 Penalty: 3078.479004 Iteration 147Q: 3 clusters Score -1210295 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 9330 members Entering Unmasked Estep Score: -1210302.000000 Penalty: 3078.479004 Iteration 148Q: 3 clusters Score -1210302 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 9363 members Entering Unmasked Estep Score: -1210305.875000 Penalty: 3078.479004 Iteration 149Q: 3 clusters Score -1210306 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 9393 members Entering Unmasked Estep Score: -1210313.125000 Penalty: 3078.479004 Iteration 150Q: 3 clusters Score -1210313 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 9425 members Entering Unmasked Estep Score: -1210313.625000 Penalty: 3078.479004 Iteration 151Q: 3 clusters Score -1210314 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 9453 members Entering Unmasked Estep Score: -1210319.250000 Penalty: 3078.479004 Iteration 152Q: 3 clusters Score -1210319 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 9478 members Entering Unmasked Estep Score: -1210323.375000 Penalty: 3078.479004 Iteration 153Q: 3 clusters Score -1210323 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 9500 members Entering Unmasked Estep Score: -1210328.500000 Penalty: 3078.479004 Iteration 154Q: 3 clusters Score -1210328 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 9524 members Entering Unmasked Estep Score: -1210333.875000 Penalty: 3078.479004 Iteration 155Q: 3 clusters Score -1210334 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 9545 members Entering Unmasked Estep Score: -1210335.125000 Penalty: 3078.479004 Iteration 156Q: 3 clusters Score -1210335 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 9563 members Entering Unmasked Estep Score: -1210337.250000 Penalty: 3078.479004 Iteration 157Q: 3 clusters Score -1210337 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 9577 members Entering Unmasked Estep Score: -1210339.000000 Penalty: 3078.479004 Iteration 158Q: 3 clusters Score -1210339 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 9594 members Entering Unmasked Estep Score: -1210343.375000 Penalty: 3078.479004 Iteration 159Q: 3 clusters Score -1210343 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 9613 members Entering Unmasked Estep Score: -1210345.375000 Penalty: 3078.479004 Iteration 160F: 3 clusters Score -1210345 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 9636 members Entering Unmasked Estep Score: -1210345.875000 Penalty: 3078.479004 Iteration 161Q: 3 clusters Score -1210346 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 9662 members Entering Unmasked Estep Score: -1210348.875000 Penalty: 3078.479004 Iteration 162Q: 3 clusters Score -1210349 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 9687 members Entering Unmasked Estep Score: -1210353.250000 Penalty: 3078.479004 Iteration 163Q: 3 clusters Score -1210353 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 9713 members Entering Unmasked Estep Score: -1210356.125000 Penalty: 3078.479004 Iteration 164Q: 3 clusters Score -1210356 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 9732 members Entering Unmasked Estep Score: -1210358.375000 Penalty: 3078.479004 Iteration 165Q: 3 clusters Score -1210358 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 9746 members Entering Unmasked Estep Score: -1210359.250000 Penalty: 3078.479004 Iteration 166Q: 3 clusters Score -1210359 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 9752 members Entering Unmasked Estep Score: -1210362.250000 Penalty: 3078.479004 Iteration 167Q: 3 clusters Score -1210362 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 9765 members Entering Unmasked Estep Score: -1210360.375000 Penalty: 3078.479004 Iteration 168Q: 3 clusters Score -1210360 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 9778 members Entering Unmasked Estep Score: -1210361.250000 Penalty: 3078.479004 Iteration 169Q: 3 clusters Score -1210361 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 9800 members Entering Unmasked Estep Score: -1210365.875000 Penalty: 3078.479004 Iteration 170Q: 3 clusters Score -1210366 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 9817 members Entering Unmasked Estep Score: -1210368.750000 Penalty: 3078.479004 Iteration 171Q: 3 clusters Score -1210369 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 9833 members Entering Unmasked Estep Score: -1210369.000000 Penalty: 3078.479004 Iteration 172Q: 3 clusters Score -1210369 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 9844 members Entering Unmasked Estep Score: -1210371.500000 Penalty: 3078.479004 Iteration 173Q: 3 clusters Score -1210372 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 9861 members Entering Unmasked Estep Score: -1210375.875000 Penalty: 3078.479004 Iteration 174Q: 3 clusters Score -1210376 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 9877 members Entering Unmasked Estep Score: -1210378.875000 Penalty: 3078.479004 Iteration 175Q: 3 clusters Score -1210379 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 9898 members Entering Unmasked Estep Score: -1210382.625000 Penalty: 3078.479004 Iteration 176Q: 3 clusters Score -1210383 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 9921 members Entering Unmasked Estep Score: -1210387.000000 Penalty: 3078.479004 Iteration 177Q: 3 clusters Score -1210387 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 9948 members Entering Unmasked Estep Score: -1210389.375000 Penalty: 3078.479004 Iteration 178Q: 3 clusters Score -1210389 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 9974 members Entering Unmasked Estep Score: -1210391.125000 Penalty: 3078.479004 Iteration 179Q: 3 clusters Score -1210391 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 9995 members Entering Unmasked Estep Score: -1210395.875000 Penalty: 3078.479004 Iteration 180F: 3 clusters Score -1210396 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 10017 members Entering Unmasked Estep Score: -1210399.250000 Penalty: 3078.479004 Iteration 181Q: 3 clusters Score -1210399 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 10035 members Entering Unmasked Estep Score: -1210399.250000 Penalty: 3078.479004 Iteration 182Q: 3 clusters Score -1210399 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 10060 members Entering Unmasked Estep Score: -1210405.125000 Penalty: 3078.479004 Iteration 183Q: 3 clusters Score -1210405 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 10089 members Entering Unmasked Estep Score: -1210411.625000 Penalty: 3078.479004 Iteration 184Q: 3 clusters Score -1210412 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 10124 members Entering Unmasked Estep Score: -1210418.625000 Penalty: 3078.479004 Iteration 185Q: 3 clusters Score -1210419 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 10167 members Entering Unmasked Estep Score: -1210420.625000 Penalty: 3078.479004 Iteration 186Q: 3 clusters Score -1210421 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 10205 members Entering Unmasked Estep Score: -1210428.125000 Penalty: 3078.479004 Iteration 187Q: 3 clusters Score -1210428 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 10234 members Entering Unmasked Estep Score: -1210439.125000 Penalty: 3078.479004 Iteration 188Q: 3 clusters Score -1210439 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 10274 members Entering Unmasked Estep Score: -1210444.375000 Penalty: 3078.479004 Iteration 189Q: 3 clusters Score -1210444 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 10305 members Entering Unmasked Estep Score: -1210448.750000 Penalty: 3078.479004 Iteration 190Q: 3 clusters Score -1210449 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 10338 members Entering Unmasked Estep Score: -1210458.500000 Penalty: 3078.479004 Iteration 191Q: 3 clusters Score -1210458 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 10376 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1210491.875000 Penalty: 3078.479004 Iteration 196Q: 3 clusters Score -1210492 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 10543 members Entering Unmasked Estep Score: -1210506.250000 Penalty: 3078.479004 Iteration 197Q: 3 clusters Score -1210506 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 10591 members Entering Unmasked Estep Score: -1210518.250000 Penalty: 3078.479004 Iteration 198Q: 3 clusters Score -1210518 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 10635 members Entering Unmasked Estep Score: -1210528.125000 Penalty: 3078.479004 Iteration 199Q: 3 clusters Score -1210528 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 10675 members Entering Unmasked Estep Score: -1210535.875000 Penalty: 3078.479004 Iteration 200F: 3 clusters Score -1210536 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 10721 members Entering Unmasked Estep Score: -1210553.000000 Penalty: 3078.479004 Iteration 201Q: 3 clusters Score -1210553 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 10759 members Entering Unmasked Estep Score: -1210558.125000 Penalty: 3078.479004 Iteration 202Q: 3 clusters Score -1210558 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 10802 members Entering Unmasked Estep Score: -1210568.750000 Penalty: 3078.479004 Iteration 203Q: 3 clusters Score -1210569 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 10856 members Entering Unmasked Estep Score: -1210582.625000 Penalty: 3078.479004 Iteration 204Q: 3 clusters Score -1210583 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 10903 members Entering Unmasked Estep Score: -1210599.375000 Penalty: 3078.479004 Iteration 205Q: 3 clusters Score -1210599 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 10956 members Entering Unmasked Estep Score: -1210614.125000 Penalty: 3078.479004 Iteration 206Q: 3 clusters Score -1210614 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 11010 members Entering Unmasked Estep Score: -1210632.500000 Penalty: 3078.479004 Iteration 207Q: 3 clusters Score -1210632 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 11069 members Entering Unmasked Estep Score: -1210653.000000 Penalty: 3078.479004 Iteration 208Q: 3 clusters Score -1210653 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 11131 members Entering Unmasked Estep Score: -1210668.375000 Penalty: 3078.479004 Iteration 209Q: 3 clusters Score -1210668 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 11189 members Entering Unmasked Estep Score: -1210684.750000 Penalty: 3078.479004 Iteration 210Q: 3 clusters Score -1210685 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 11238 members Entering Unmasked Estep Score: -1210697.250000 Penalty: 3078.479004 Iteration 211Q: 3 clusters Score -1210697 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 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Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 11471 members Entering Unmasked Estep Score: -1210766.500000 Penalty: 3078.479004 Iteration 216Q: 3 clusters Score -1210766 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 11522 members Entering Unmasked Estep Score: -1210789.125000 Penalty: 3078.479004 Iteration 217Q: 3 clusters Score -1210789 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 11580 members Entering Unmasked Estep Score: -1210808.625000 Penalty: 3078.479004 Iteration 218Q: 3 clusters Score -1210809 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 11630 members Entering Unmasked Estep Score: -1210824.500000 Penalty: 3078.479004 Iteration 219Q: 3 clusters Score -1210824 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 11680 members Entering Unmasked Estep Score: -1210845.250000 Penalty: 3078.479004 Iteration 220F: 3 clusters Score -1210845 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 11714 members Entering Unmasked Estep Score: -1210863.375000 Penalty: 3078.479004 Iteration 221Q: 3 clusters Score -1210863 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 11754 members Entering Unmasked Estep Score: -1210878.125000 Penalty: 3078.479004 Iteration 222Q: 3 clusters Score -1210878 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 11796 members Entering Unmasked Estep Score: -1210901.750000 Penalty: 3078.479004 Iteration 223Q: 3 clusters Score -1210902 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 11830 members Entering Unmasked Estep Score: -1210917.875000 Penalty: 3078.479004 Iteration 224Q: 3 clusters Score -1210918 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 11868 members Entering Unmasked Estep Score: -1210936.875000 Penalty: 3078.479004 Iteration 225Q: 3 clusters Score -1210937 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 11900 members Entering Unmasked Estep Score: -1210958.500000 Penalty: 3078.479004 Iteration 226Q: 3 clusters Score -1210958 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 11934 members Entering Unmasked Estep Score: -1210983.000000 Penalty: 3078.479004 Iteration 227Q: 3 clusters Score -1210983 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 11977 members Entering Unmasked Estep Score: -1211006.625000 Penalty: 3078.479004 Iteration 228Q: 3 clusters Score -1211007 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 12020 members Entering Unmasked Estep Score: -1211026.375000 Penalty: 3078.479004 Iteration 229Q: 3 clusters Score -1211026 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 12046 members Entering Unmasked Estep Score: -1211034.375000 Penalty: 3078.479004 Iteration 230Q: 3 clusters Score -1211034 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 12070 members Entering Unmasked Estep Score: -1211048.125000 Penalty: 3078.479004 Iteration 231Q: 3 clusters Score -1211048 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 12094 members Entering Unmasked Estep Score: -1211057.500000 Penalty: 3078.479004 Iteration 232Q: 3 clusters Score -1211058 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 12107 members Entering Unmasked Estep Score: -1211064.125000 Penalty: 3078.479004 Iteration 233Q: 3 clusters Score -1211064 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 12118 members Entering Unmasked Estep Score: -1211068.000000 Penalty: 3078.479004 Iteration 234Q: 3 clusters Score -1211068 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 12132 members Entering Unmasked Estep Score: -1211073.625000 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-1211086.750000 Penalty: 3078.479004 Iteration 239Q: 3 clusters Score -1211087 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 12172 members Entering Unmasked Estep Score: -1211089.000000 Penalty: 3078.479004 Iteration 240F: 3 clusters Score -1211089 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 12175 members Entering Unmasked Estep Score: -1211090.000000 Penalty: 3078.479004 Iteration 241Q: 3 clusters Score -1211090 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 12177 members Entering Unmasked Estep Score: -1211088.000000 Penalty: 3078.479004 Iteration 242Q: 3 clusters Score -1211088 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 12179 members Entering Unmasked Estep Score: -1211088.125000 Penalty: 3078.479004 Iteration 243Q: 3 clusters Score -1211088 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 12184 members Entering Unmasked Estep Score: -1211090.625000 Penalty: 3078.479004 Iteration 244Q: 3 clusters Score -1211091 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 12193 members Entering Unmasked Estep Score: -1211092.250000 Penalty: 3078.479004 Iteration 245Q: 3 clusters Score -1211092 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 12201 members Entering Unmasked Estep Score: -1211097.000000 Penalty: 3078.479004 Iteration 246Q: 3 clusters Score -1211097 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 12206 members Entering Unmasked Estep Score: -1211099.625000 Penalty: 3078.479004 Iteration 247Q: 3 clusters Score -1211100 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 12210 members Entering Unmasked Estep Score: -1211099.375000 Penalty: 3078.479004 Iteration 248Q: 3 clusters Score -1211099 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 12215 members Entering Unmasked Estep Score: -1211102.375000 Penalty: 3078.479004 Iteration 249Q: 3 clusters Score -1211102 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 12222 members Entering Unmasked Estep Score: -1211107.250000 Penalty: 3078.479004 Iteration 250Q: 3 clusters Score -1211107 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 12228 members Entering Unmasked Estep Score: -1211106.750000 Penalty: 3078.479004 Iteration 251Q: 3 clusters Score -1211107 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 12237 members Entering Unmasked Estep Score: -1211111.500000 Penalty: 3078.479004 Iteration 252Q: 3 clusters Score -1211112 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 12243 members Entering Unmasked Estep Score: -1211113.500000 Penalty: 3078.479004 Iteration 253Q: 3 clusters Score -1211114 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 12250 members Entering Unmasked Estep Score: -1211114.875000 Penalty: 3078.479004 Iteration 254Q: 3 clusters Score -1211115 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 12255 members Entering Unmasked Estep Score: -1211116.375000 Penalty: 3078.479004 Iteration 255Q: 3 clusters Score -1211116 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 12256 members Entering Unmasked Estep Score: -1211119.125000 Penalty: 3078.479004 Iteration 256Q: 3 clusters Score -1211119 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 12256 members Entering Unmasked Estep Score: -1211119.125000 Penalty: 3078.479004 Iteration 257F: 3 clusters Score -1211119 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (5323 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5323 members Entering Unmasked Estep Score: -495840.125000 Penalty: 1394.216187 Iteration 0F: 2 clusters Score -495840.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -491681.656250 Penalty: 2788.432373 Iteration 0F: 3 clusters Score -491681.7 nChanged 2164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -492926.343750 Penalty: 2788.432373 Iteration 1F: 3 clusters Score -492926.3 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -493171.218750 Penalty: 2788.432373 Iteration 2F: 3 clusters Score -493171.2 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -493341.437500 Penalty: 2788.432373 Iteration 3F: 3 clusters Score -493341.4 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -493519.437500 Penalty: 2788.432373 Iteration 4Q: 3 clusters Score -493519.4 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -493697.781250 Penalty: 2788.432373 Iteration 5Q: 3 clusters Score -493697.8 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -493849.125000 Penalty: 2788.432373 Iteration 6Q: 3 clusters Score -493849.1 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -493996.687500 Penalty: 2788.432373 Iteration 7Q: 3 clusters Score -493996.7 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -494112.125000 Penalty: 2788.432373 Iteration 8Q: 3 clusters Score -494112.1 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -494201.937500 Penalty: 2788.432373 Iteration 9Q: 3 clusters Score -494201.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -494271.281250 Penalty: 2788.432373 Iteration 10Q: 3 clusters Score -494271.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -494319.687500 Penalty: 2788.432373 Iteration 11Q: 3 clusters Score -494319.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -494365.531250 Penalty: 2788.432373 Iteration 12Q: 3 clusters Score -494365.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -494438.437500 Penalty: 2788.432373 Iteration 13Q: 3 clusters Score -494438.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -494509.375000 Penalty: 2788.432373 Iteration 14Q: 3 clusters Score -494509.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -494566.781250 Penalty: 2788.432373 Iteration 15Q: 3 clusters Score -494566.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -494607.312500 Penalty: 2788.432373 Iteration 16Q: 3 clusters Score -494607.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -494627.968750 Penalty: 2788.432373 Iteration 17Q: 3 clusters Score -494628 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -494640.718750 Penalty: 2788.432373 Iteration 18Q: 3 clusters Score -494640.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -494651.312500 Penalty: 2788.432373 Iteration 19Q: 3 clusters Score -494651.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -494659.593750 Penalty: 2788.432373 Iteration 20F: 3 clusters Score -494659.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -494663.906250 Penalty: 2788.432373 Iteration 21Q: 3 clusters Score -494663.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -494669.750000 Penalty: 2788.432373 Iteration 22Q: 3 clusters Score -494669.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -494674.906250 Penalty: 2788.432373 Iteration 23Q: 3 clusters Score -494674.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -494679.343750 Penalty: 2788.432373 Iteration 24Q: 3 clusters Score -494679.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -494681.750000 Penalty: 2788.432373 Iteration 25Q: 3 clusters Score -494681.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -494683.781250 Penalty: 2788.432373 Iteration 26Q: 3 clusters Score -494683.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -494685.093750 Penalty: 2788.432373 Iteration 27Q: 3 clusters Score -494685.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -494685.843750 Penalty: 2788.432373 Iteration 28Q: 3 clusters Score -494685.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -494686.343750 Penalty: 2788.432373 Iteration 29Q: 3 clusters Score -494686.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -494687.406250 Penalty: 2788.432373 Iteration 30Q: 3 clusters Score -494687.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -494687.531250 Penalty: 2788.432373 Iteration 31Q: 3 clusters Score -494687.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -494688.718750 Penalty: 2788.432373 Iteration 32Q: 3 clusters Score -494688.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -494688.375000 Penalty: 2788.432373 Iteration 33Q: 3 clusters Score -494688.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -494689.250000 Penalty: 2788.432373 Iteration 34Q: 3 clusters Score -494689.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -494691.406250 Penalty: 2788.432373 Iteration 35Q: 3 clusters Score -494691.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -494692.156250 Penalty: 2788.432373 Iteration 36Q: 3 clusters Score -494692.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -494693.437500 Penalty: 2788.432373 Iteration 37Q: 3 clusters Score -494693.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -494693.968750 Penalty: 2788.432373 Iteration 38Q: 3 clusters Score -494694 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -494695.750000 Penalty: 2788.432373 Iteration 39Q: 3 clusters Score -494695.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -494696.843750 Penalty: 2788.432373 Iteration 40F: 3 clusters Score -494696.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -494699.281250 Penalty: 2788.432373 Iteration 41Q: 3 clusters Score -494699.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -494699.875000 Penalty: 2788.432373 Iteration 42Q: 3 clusters Score -494699.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -494700.343750 Penalty: 2788.432373 Iteration 43Q: 3 clusters Score -494700.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -494700.687500 Penalty: 2788.432373 Iteration 44Q: 3 clusters Score -494700.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -494700.687500 Penalty: 2788.432373 Iteration 45F: 3 clusters Score -494700.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1766 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Entering Unmasked Estep Score: -166847.625000 Penalty: 1214.926758 Iteration 0F: 2 clusters Score -166847.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -164878.296875 Penalty: 2429.853516 Iteration 0F: 3 clusters Score -164878.3 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -165276.796875 Penalty: 2429.853516 Iteration 1F: 3 clusters Score -165276.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -165399.578125 Penalty: 2429.853516 Iteration 2F: 3 clusters Score -165399.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -165487.140625 Penalty: 2429.853516 Iteration 3F: 3 clusters Score -165487.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -165579.468750 Penalty: 2429.853516 Iteration 4F: 3 clusters Score -165579.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -165680.093750 Penalty: 2429.853516 Iteration 5Q: 3 clusters Score -165680.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -165784.296875 Penalty: 2429.853516 Iteration 6F: 3 clusters Score -165784.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -165897.843750 Penalty: 2429.853516 Iteration 7F: 3 clusters Score -165897.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -165982.031250 Penalty: 2429.853516 Iteration 8Q: 3 clusters Score -165982 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -166046.359375 Penalty: 2429.853516 Iteration 9Q: 3 clusters Score -166046.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -166093.046875 Penalty: 2429.853516 Iteration 10Q: 3 clusters Score -166093 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -166125.546875 Penalty: 2429.853516 Iteration 11Q: 3 clusters Score -166125.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -166146.484375 Penalty: 2429.853516 Iteration 12Q: 3 clusters Score -166146.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -166159.078125 Penalty: 2429.853516 Iteration 13Q: 3 clusters Score -166159.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -166166.796875 Penalty: 2429.853516 Iteration 14Q: 3 clusters Score -166166.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -166169.468750 Penalty: 2429.853516 Iteration 15Q: 3 clusters Score -166169.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -166173.000000 Penalty: 2429.853516 Iteration 16Q: 3 clusters Score -166173 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -166173.000000 Penalty: 2429.853516 Iteration 17F: 3 clusters Score -166173 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1609 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Entering Unmasked Estep Score: -148382.765625 Penalty: 1199.797363 Iteration 0F: 2 clusters Score -148382.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -146517.515625 Penalty: 2399.594727 Iteration 0F: 3 clusters Score -146517.5 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -146925.140625 Penalty: 2399.594727 Iteration 1F: 3 clusters Score -146925.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -147042.609375 Penalty: 2399.594727 Iteration 2F: 3 clusters Score -147042.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -147146.156250 Penalty: 2399.594727 Iteration 3F: 3 clusters Score -147146.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -147253.828125 Penalty: 2399.594727 Iteration 4F: 3 clusters Score -147253.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -147369.578125 Penalty: 2399.594727 Iteration 5F: 3 clusters Score -147369.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -147475.687500 Penalty: 2399.594727 Iteration 6F: 3 clusters Score -147475.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -147565.218750 Penalty: 2399.594727 Iteration 7Q: 3 clusters Score -147565.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -147621.843750 Penalty: 2399.594727 Iteration 8Q: 3 clusters Score -147621.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -147675.140625 Penalty: 2399.594727 Iteration 9Q: 3 clusters Score -147675.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -147719.234375 Penalty: 2399.594727 Iteration 10Q: 3 clusters Score -147719.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -147748.671875 Penalty: 2399.594727 Iteration 11Q: 3 clusters Score -147748.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -147767.125000 Penalty: 2399.594727 Iteration 12Q: 3 clusters Score -147767.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -147788.484375 Penalty: 2399.594727 Iteration 13Q: 3 clusters Score -147788.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -147809.265625 Penalty: 2399.594727 Iteration 14Q: 3 clusters Score -147809.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -147819.093750 Penalty: 2399.594727 Iteration 15Q: 3 clusters Score -147819.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -147822.171875 Penalty: 2399.594727 Iteration 16Q: 3 clusters Score -147822.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -147823.812500 Penalty: 2399.594727 Iteration 17Q: 3 clusters Score -147823.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -147826.421875 Penalty: 2399.594727 Iteration 18Q: 3 clusters Score -147826.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -147826.531250 Penalty: 2399.594727 Iteration 19Q: 3 clusters Score -147826.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -147826.484375 Penalty: 2399.594727 Iteration 20F: 3 clusters Score -147826.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (700 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Entering Unmasked Estep Score: -57884.132812 Penalty: 1064.550537 Iteration 0F: 2 clusters Score -57884.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -56701.359375 Penalty: 2129.101074 Iteration 0F: 3 clusters Score -56701.36 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -56953.238281 Penalty: 2129.101074 Iteration 1F: 3 clusters Score -56953.24 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -57173.054688 Penalty: 2129.101074 Iteration 2F: 3 clusters Score -57173.05 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -57511.398438 Penalty: 2129.101074 Iteration 3F: 3 clusters Score -57511.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -57968.062500 Penalty: 2129.101074 Iteration 4F: 3 clusters Score -57968.06 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -58453.796875 Penalty: 2129.101074 Iteration 5F: 3 clusters Score -58453.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -58693.414062 Penalty: 2129.101074 Iteration 6Q: 3 clusters Score -58693.41 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -58770.058594 Penalty: 2129.101074 Iteration 7Q: 3 clusters Score -58770.06 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -58819.273438 Penalty: 2129.101074 Iteration 8Q: 3 clusters Score -58819.27 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -58860.949219 Penalty: 2129.101074 Iteration 9Q: 3 clusters Score -58860.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -58870.582031 Penalty: 2129.101074 Iteration 10Q: 3 clusters Score -58870.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -58875.105469 Penalty: 2129.101074 Iteration 11Q: 3 clusters Score -58875.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -58878.605469 Penalty: 2129.101074 Iteration 12Q: 3 clusters Score -58878.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -58881.500000 Penalty: 2129.101074 Iteration 13Q: 3 clusters Score -58881.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -58888.250000 Penalty: 2129.101074 Iteration 14Q: 3 clusters Score -58888.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -58890.148438 Penalty: 2129.101074 Iteration 15Q: 3 clusters Score -58890.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -58894.578125 Penalty: 2129.101074 Iteration 16Q: 3 clusters Score -58894.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -58896.027344 Penalty: 2129.101074 Iteration 17Q: 3 clusters Score -58896.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -58896.027344 Penalty: 2129.101074 Iteration 18F: 3 clusters Score -58896.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8648 members Mstep: Class 2 contains 13780 members Mstep: Class 3 contains 1737 members Mstep: Class 4 contains 12994 members Mstep: Class 5 contains 373 members Mstep: Class 6 contains 5323 members Mstep: Class 7 contains 1766 members Mstep: Class 8 contains 1609 members Mstep: Class 9 contains 327 members Mstep: Class 10 contains 2616 members Mstep: Class 11 contains 1807 members Mstep: Class 13 contains 3088 members Mstep: Class 14 contains 3477 members Mstep: Class 15 contains 9246 members Mstep: Class 16 contains 437 members Mstep: Class 18 contains 4364 members Mstep: Class 19 contains 811 members Mstep: Class 20 contains 2225 members Mstep: Class 21 contains 1965 members Mstep: Class 23 contains 2715 members Entering Unmasked Estep Score: -7241248.500000 Penalty: 36663.964844 Splitting cluster 9 changes total score from -7240985.500000 to -7241248.500000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 10 (2616 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Entering Unmasked Estep Score: -249137.843750 Penalty: 1278.777832 Iteration 0F: 2 clusters Score -249137.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -246638.375000 Penalty: 2557.555664 Iteration 0F: 3 clusters Score -246638.4 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -247205.703125 Penalty: 2557.555664 Iteration 1F: 3 clusters Score -247205.7 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -247319.984375 Penalty: 2557.555664 Iteration 2F: 3 clusters Score -247320 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -247399.921875 Penalty: 2557.555664 Iteration 3Q: 3 clusters Score -247399.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -247464.984375 Penalty: 2557.555664 Iteration 4Q: 3 clusters Score -247465 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -247528.343750 Penalty: 2557.555664 Iteration 5Q: 3 clusters Score -247528.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -247588.781250 Penalty: 2557.555664 Iteration 6Q: 3 clusters Score -247588.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -247652.687500 Penalty: 2557.555664 Iteration 7Q: 3 clusters Score -247652.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -247719.562500 Penalty: 2557.555664 Iteration 8Q: 3 clusters Score -247719.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -247789.453125 Penalty: 2557.555664 Iteration 9Q: 3 clusters Score -247789.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -247851.484375 Penalty: 2557.555664 Iteration 10Q: 3 clusters Score -247851.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -247897.656250 Penalty: 2557.555664 Iteration 11Q: 3 clusters Score -247897.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -247929.843750 Penalty: 2557.555664 Iteration 12Q: 3 clusters Score -247929.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -247951.390625 Penalty: 2557.555664 Iteration 13Q: 3 clusters Score -247951.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -247969.015625 Penalty: 2557.555664 Iteration 14Q: 3 clusters Score -247969 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -247984.093750 Penalty: 2557.555664 Iteration 15Q: 3 clusters Score -247984.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -247997.765625 Penalty: 2557.555664 Iteration 16Q: 3 clusters Score -247997.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -248011.828125 Penalty: 2557.555664 Iteration 17Q: 3 clusters Score -248011.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -248022.750000 Penalty: 2557.555664 Iteration 18Q: 3 clusters Score -248022.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -248033.781250 Penalty: 2557.555664 Iteration 19Q: 3 clusters Score -248033.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -248045.375000 Penalty: 2557.555664 Iteration 20F: 3 clusters Score -248045.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -248060.171875 Penalty: 2557.555664 Iteration 21Q: 3 clusters Score -248060.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -248080.859375 Penalty: 2557.555664 Iteration 22Q: 3 clusters Score -248080.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -248098.906250 Penalty: 2557.555664 Iteration 23Q: 3 clusters Score -248098.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -248109.593750 Penalty: 2557.555664 Iteration 24Q: 3 clusters Score -248109.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -248126.156250 Penalty: 2557.555664 Iteration 25Q: 3 clusters Score -248126.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -248134.890625 Penalty: 2557.555664 Iteration 26Q: 3 clusters Score -248134.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -248144.968750 Penalty: 2557.555664 Iteration 27Q: 3 clusters Score -248145 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -248153.203125 Penalty: 2557.555664 Iteration 28Q: 3 clusters Score -248153.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -248161.828125 Penalty: 2557.555664 Iteration 29Q: 3 clusters Score -248161.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -248165.953125 Penalty: 2557.555664 Iteration 30Q: 3 clusters Score -248166 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -248169.953125 Penalty: 2557.555664 Iteration 31Q: 3 clusters Score -248170 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -248173.953125 Penalty: 2557.555664 Iteration 32Q: 3 clusters Score -248174 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -248176.718750 Penalty: 2557.555664 Iteration 33Q: 3 clusters Score -248176.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -248180.296875 Penalty: 2557.555664 Iteration 34Q: 3 clusters Score -248180.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -248184.484375 Penalty: 2557.555664 Iteration 35Q: 3 clusters Score -248184.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -248186.187500 Penalty: 2557.555664 Iteration 36Q: 3 clusters Score -248186.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -248191.343750 Penalty: 2557.555664 Iteration 37Q: 3 clusters Score -248191.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -248195.046875 Penalty: 2557.555664 Iteration 38Q: 3 clusters Score -248195 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -248198.390625 Penalty: 2557.555664 Iteration 39Q: 3 clusters Score -248198.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -248204.140625 Penalty: 2557.555664 Iteration 40F: 3 clusters Score -248204.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -248208.140625 Penalty: 2557.555664 Iteration 41Q: 3 clusters Score -248208.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -248212.484375 Penalty: 2557.555664 Iteration 42Q: 3 clusters Score -248212.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -248215.437500 Penalty: 2557.555664 Iteration 43Q: 3 clusters Score -248215.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -248219.218750 Penalty: 2557.555664 Iteration 44Q: 3 clusters Score -248219.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -248221.562500 Penalty: 2557.555664 Iteration 45Q: 3 clusters Score -248221.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -248221.562500 Penalty: 2557.555664 Iteration 46F: 3 clusters Score -248221.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1807 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Entering Unmasked Estep Score: -169531.859375 Penalty: 1218.656372 Iteration 0F: 2 clusters Score -169531.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -167515.031250 Penalty: 2437.312744 Iteration 0F: 3 clusters Score -167515 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -167922.640625 Penalty: 2437.312744 Iteration 1F: 3 clusters Score -167922.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -168038.953125 Penalty: 2437.312744 Iteration 2F: 3 clusters Score -168039 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -168107.593750 Penalty: 2437.312744 Iteration 3Q: 3 clusters Score -168107.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -168159.812500 Penalty: 2437.312744 Iteration 4Q: 3 clusters Score -168159.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -168199.218750 Penalty: 2437.312744 Iteration 5Q: 3 clusters Score -168199.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -168231.765625 Penalty: 2437.312744 Iteration 6Q: 3 clusters Score -168231.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -168252.921875 Penalty: 2437.312744 Iteration 7Q: 3 clusters Score -168252.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -168274.000000 Penalty: 2437.312744 Iteration 8Q: 3 clusters Score -168274 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -168296.187500 Penalty: 2437.312744 Iteration 9Q: 3 clusters Score -168296.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -168319.921875 Penalty: 2437.312744 Iteration 10Q: 3 clusters Score -168319.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -168350.515625 Penalty: 2437.312744 Iteration 11Q: 3 clusters Score -168350.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -168387.359375 Penalty: 2437.312744 Iteration 12Q: 3 clusters Score -168387.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -168420.531250 Penalty: 2437.312744 Iteration 13Q: 3 clusters Score -168420.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -168465.359375 Penalty: 2437.312744 Iteration 14Q: 3 clusters Score -168465.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -168508.828125 Penalty: 2437.312744 Iteration 15Q: 3 clusters Score -168508.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -168583.718750 Penalty: 2437.312744 Iteration 16Q: 3 clusters Score -168583.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -168694.968750 Penalty: 2437.312744 Iteration 17Q: 3 clusters Score -168695 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -168814.578125 Penalty: 2437.312744 Iteration 18Q: 3 clusters Score -168814.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -168910.359375 Penalty: 2437.312744 Iteration 19Q: 3 clusters Score -168910.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -168963.375000 Penalty: 2437.312744 Iteration 20F: 3 clusters Score -168963.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -169000.140625 Penalty: 2437.312744 Iteration 21Q: 3 clusters Score -169000.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -169027.984375 Penalty: 2437.312744 Iteration 22Q: 3 clusters Score -169028 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -169041.812500 Penalty: 2437.312744 Iteration 23Q: 3 clusters Score -169041.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -169044.406250 Penalty: 2437.312744 Iteration 24Q: 3 clusters Score -169044.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -169045.187500 Penalty: 2437.312744 Iteration 25Q: 3 clusters Score -169045.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -169047.171875 Penalty: 2437.312744 Iteration 26Q: 3 clusters Score -169047.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -169048.421875 Penalty: 2437.312744 Iteration 27Q: 3 clusters Score -169048.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -169049.671875 Penalty: 2437.312744 Iteration 28Q: 3 clusters Score -169049.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -169049.671875 Penalty: 2437.312744 Iteration 29F: 3 clusters Score -169049.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3088 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Entering Unmasked Estep Score: -291129.593750 Penalty: 1305.732910 Iteration 0F: 2 clusters Score -291129.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -288394.437500 Penalty: 2611.465820 Iteration 0F: 3 clusters Score -288394.4 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -289126.906250 Penalty: 2611.465820 Iteration 1F: 3 clusters Score -289126.9 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -289324.562500 Penalty: 2611.465820 Iteration 2F: 3 clusters Score -289324.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -289444.375000 Penalty: 2611.465820 Iteration 3F: 3 clusters Score -289444.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -289557.375000 Penalty: 2611.465820 Iteration 4Q: 3 clusters Score -289557.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -289659.312500 Penalty: 2611.465820 Iteration 5Q: 3 clusters Score -289659.3 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -289760.687500 Penalty: 2611.465820 Iteration 6Q: 3 clusters Score -289760.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -289831.250000 Penalty: 2611.465820 Iteration 7Q: 3 clusters Score -289831.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -289902.000000 Penalty: 2611.465820 Iteration 8Q: 3 clusters Score -289902 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -289978.843750 Penalty: 2611.465820 Iteration 9Q: 3 clusters Score -289978.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -290042.437500 Penalty: 2611.465820 Iteration 10Q: 3 clusters Score -290042.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -290108.500000 Penalty: 2611.465820 Iteration 11Q: 3 clusters Score -290108.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -290161.156250 Penalty: 2611.465820 Iteration 12Q: 3 clusters Score -290161.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -290191.375000 Penalty: 2611.465820 Iteration 13Q: 3 clusters Score -290191.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -290211.156250 Penalty: 2611.465820 Iteration 14Q: 3 clusters Score -290211.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -290228.093750 Penalty: 2611.465820 Iteration 15Q: 3 clusters Score -290228.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -290238.875000 Penalty: 2611.465820 Iteration 16Q: 3 clusters Score -290238.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -290246.718750 Penalty: 2611.465820 Iteration 17Q: 3 clusters Score -290246.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -290253.125000 Penalty: 2611.465820 Iteration 18Q: 3 clusters Score -290253.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -290261.937500 Penalty: 2611.465820 Iteration 19Q: 3 clusters Score -290261.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -290268.343750 Penalty: 2611.465820 Iteration 20F: 3 clusters Score -290268.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -290273.937500 Penalty: 2611.465820 Iteration 21Q: 3 clusters Score -290273.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -290279.937500 Penalty: 2611.465820 Iteration 22Q: 3 clusters Score -290279.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -290283.968750 Penalty: 2611.465820 Iteration 23Q: 3 clusters Score -290284 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -290286.625000 Penalty: 2611.465820 Iteration 24Q: 3 clusters Score -290286.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -290290.937500 Penalty: 2611.465820 Iteration 25Q: 3 clusters Score -290290.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -290294.187500 Penalty: 2611.465820 Iteration 26Q: 3 clusters Score -290294.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -290297.562500 Penalty: 2611.465820 Iteration 27Q: 3 clusters Score -290297.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -290297.750000 Penalty: 2611.465820 Iteration 28Q: 3 clusters Score -290297.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -290298.062500 Penalty: 2611.465820 Iteration 29Q: 3 clusters Score -290298.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -290299.750000 Penalty: 2611.465820 Iteration 30Q: 3 clusters Score -290299.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -290303.156250 Penalty: 2611.465820 Iteration 31Q: 3 clusters Score -290303.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -290304.343750 Penalty: 2611.465820 Iteration 32Q: 3 clusters Score -290304.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -290306.406250 Penalty: 2611.465820 Iteration 33Q: 3 clusters Score -290306.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -290306.718750 Penalty: 2611.465820 Iteration 34Q: 3 clusters Score -290306.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -290307.625000 Penalty: 2611.465820 Iteration 35Q: 3 clusters Score -290307.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -290307.625000 Penalty: 2611.465820 Iteration 36F: 3 clusters Score -290307.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3477 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Entering Unmasked Estep Score: -311249.531250 Penalty: 1325.012817 Iteration 0F: 2 clusters Score -311249.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -308246.656250 Penalty: 2650.025635 Iteration 0F: 3 clusters Score -308246.7 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -309036.781250 Penalty: 2650.025635 Iteration 1F: 3 clusters Score -309036.8 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -309227.843750 Penalty: 2650.025635 Iteration 2F: 3 clusters Score -309227.8 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -309368.906250 Penalty: 2650.025635 Iteration 3F: 3 clusters Score -309368.9 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -309500.593750 Penalty: 2650.025635 Iteration 4Q: 3 clusters Score -309500.6 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -309616.750000 Penalty: 2650.025635 Iteration 5Q: 3 clusters Score -309616.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -309700.187500 Penalty: 2650.025635 Iteration 6Q: 3 clusters Score -309700.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -309776.437500 Penalty: 2650.025635 Iteration 7Q: 3 clusters Score -309776.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -309862.656250 Penalty: 2650.025635 Iteration 8Q: 3 clusters Score -309862.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -309961.968750 Penalty: 2650.025635 Iteration 9Q: 3 clusters Score -309962 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -310058.250000 Penalty: 2650.025635 Iteration 10Q: 3 clusters Score -310058.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -310138.281250 Penalty: 2650.025635 Iteration 11Q: 3 clusters Score -310138.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -310205.718750 Penalty: 2650.025635 Iteration 12Q: 3 clusters Score -310205.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -310266.156250 Penalty: 2650.025635 Iteration 13Q: 3 clusters Score -310266.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -310325.625000 Penalty: 2650.025635 Iteration 14Q: 3 clusters Score -310325.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -310384.875000 Penalty: 2650.025635 Iteration 15Q: 3 clusters Score -310384.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -310449.718750 Penalty: 2650.025635 Iteration 16Q: 3 clusters Score -310449.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -310512.500000 Penalty: 2650.025635 Iteration 17Q: 3 clusters Score -310512.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -310581.187500 Penalty: 2650.025635 Iteration 18Q: 3 clusters Score -310581.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -310640.625000 Penalty: 2650.025635 Iteration 19Q: 3 clusters Score -310640.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -310670.843750 Penalty: 2650.025635 Iteration 20F: 3 clusters Score -310670.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -310688.656250 Penalty: 2650.025635 Iteration 21Q: 3 clusters Score -310688.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -310701.500000 Penalty: 2650.025635 Iteration 22Q: 3 clusters Score -310701.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -310713.562500 Penalty: 2650.025635 Iteration 23Q: 3 clusters Score -310713.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -310722.281250 Penalty: 2650.025635 Iteration 24Q: 3 clusters Score -310722.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -310728.656250 Penalty: 2650.025635 Iteration 25Q: 3 clusters Score -310728.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -310731.593750 Penalty: 2650.025635 Iteration 26Q: 3 clusters Score -310731.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -310735.281250 Penalty: 2650.025635 Iteration 27Q: 3 clusters Score -310735.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -310739.187500 Penalty: 2650.025635 Iteration 28Q: 3 clusters Score -310739.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -310743.593750 Penalty: 2650.025635 Iteration 29Q: 3 clusters Score -310743.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -310748.187500 Penalty: 2650.025635 Iteration 30Q: 3 clusters Score -310748.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -310752.968750 Penalty: 2650.025635 Iteration 31Q: 3 clusters Score -310753 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -310755.000000 Penalty: 2650.025635 Iteration 32Q: 3 clusters Score -310755 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -310758.906250 Penalty: 2650.025635 Iteration 33Q: 3 clusters Score -310758.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -310760.718750 Penalty: 2650.025635 Iteration 34Q: 3 clusters Score -310760.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -310761.531250 Penalty: 2650.025635 Iteration 35Q: 3 clusters Score -310761.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -310762.843750 Penalty: 2650.025635 Iteration 36Q: 3 clusters Score -310762.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -310763.718750 Penalty: 2650.025635 Iteration 37Q: 3 clusters Score -310763.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -310766.937500 Penalty: 2650.025635 Iteration 38Q: 3 clusters Score -310766.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -310770.656250 Penalty: 2650.025635 Iteration 39Q: 3 clusters Score -310770.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -310775.031250 Penalty: 2650.025635 Iteration 40F: 3 clusters Score -310775 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -310776.875000 Penalty: 2650.025635 Iteration 41Q: 3 clusters Score -310776.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -310777.656250 Penalty: 2650.025635 Iteration 42Q: 3 clusters Score -310777.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -310777.781250 Penalty: 2650.025635 Iteration 43Q: 3 clusters Score -310777.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -310778.375000 Penalty: 2650.025635 Iteration 44Q: 3 clusters Score -310778.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -310778.187500 Penalty: 2650.025635 Iteration 45Q: 3 clusters Score -310778.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -310778.312500 Penalty: 2650.025635 Iteration 46Q: 3 clusters Score -310778.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -310778.312500 Penalty: 2650.025635 Iteration 47F: 3 clusters Score -310778.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (9246 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9246 members Entering Unmasked Estep Score: -895121.125000 Penalty: 1483.941284 Iteration 0F: 2 clusters Score -895121.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -888517.375000 Penalty: 2967.882568 Iteration 0F: 3 clusters Score -888517.4 nChanged 3945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -890711.437500 Penalty: 2967.882568 Iteration 1F: 3 clusters Score -890711.4 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -891039.812500 Penalty: 2967.882568 Iteration 2F: 3 clusters Score -891039.8 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4900 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -891395.687500 Penalty: 2967.882568 Iteration 3F: 3 clusters Score -891395.7 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5040 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -891799.562500 Penalty: 2967.882568 Iteration 4F: 3 clusters Score -891799.6 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5176 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -892305.250000 Penalty: 2967.882568 Iteration 5F: 3 clusters Score -892305.2 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5280 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -892822.687500 Penalty: 2967.882568 Iteration 6F: 3 clusters Score -892822.7 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -893319.937500 Penalty: 2967.882568 Iteration 7F: 3 clusters Score -893319.9 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -893694.312500 Penalty: 2967.882568 Iteration 8F: 3 clusters Score -893694.3 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -893916.187500 Penalty: 2967.882568 Iteration 9Q: 3 clusters Score -893916.2 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -894063.687500 Penalty: 2967.882568 Iteration 10Q: 3 clusters Score -894063.7 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -894170.625000 Penalty: 2967.882568 Iteration 11Q: 3 clusters Score -894170.6 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -894262.437500 Penalty: 2967.882568 Iteration 12Q: 3 clusters Score -894262.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5330 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -894325.875000 Penalty: 2967.882568 Iteration 13Q: 3 clusters Score -894325.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5334 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -894383.562500 Penalty: 2967.882568 Iteration 14Q: 3 clusters Score -894383.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5346 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -894432.375000 Penalty: 2967.882568 Iteration 15Q: 3 clusters Score -894432.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -894500.812500 Penalty: 2967.882568 Iteration 16Q: 3 clusters Score -894500.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -894560.062500 Penalty: 2967.882568 Iteration 17Q: 3 clusters Score -894560.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5382 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -894597.625000 Penalty: 2967.882568 Iteration 18Q: 3 clusters Score -894597.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5378 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -894624.375000 Penalty: 2967.882568 Iteration 19Q: 3 clusters Score -894624.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -894647.250000 Penalty: 2967.882568 Iteration 20F: 3 clusters Score -894647.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5403 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -894664.312500 Penalty: 2967.882568 Iteration 21Q: 3 clusters Score -894664.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -894676.875000 Penalty: 2967.882568 Iteration 22Q: 3 clusters Score -894676.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5437 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -894686.375000 Penalty: 2967.882568 Iteration 23Q: 3 clusters Score -894686.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5449 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -894689.750000 Penalty: 2967.882568 Iteration 24Q: 3 clusters Score -894689.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5449 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -894693.375000 Penalty: 2967.882568 Iteration 25Q: 3 clusters Score -894693.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5453 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -894698.625000 Penalty: 2967.882568 Iteration 26Q: 3 clusters Score -894698.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5460 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -894700.250000 Penalty: 2967.882568 Iteration 27Q: 3 clusters Score -894700.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5460 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -894701.437500 Penalty: 2967.882568 Iteration 28Q: 3 clusters Score -894701.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5461 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -894702.000000 Penalty: 2967.882568 Iteration 29Q: 3 clusters Score -894702 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5463 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -894703.625000 Penalty: 2967.882568 Iteration 30Q: 3 clusters Score -894703.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5469 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -894704.687500 Penalty: 2967.882568 Iteration 31Q: 3 clusters Score -894704.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5475 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -894706.062500 Penalty: 2967.882568 Iteration 32Q: 3 clusters Score -894706.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -894705.437500 Penalty: 2967.882568 Iteration 33Q: 3 clusters Score -894705.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -894709.000000 Penalty: 2967.882568 Iteration 34Q: 3 clusters Score -894709 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5492 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -894709.875000 Penalty: 2967.882568 Iteration 35Q: 3 clusters Score -894709.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -894713.437500 Penalty: 2967.882568 Iteration 36Q: 3 clusters Score -894713.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -894714.062500 Penalty: 2967.882568 Iteration 37Q: 3 clusters Score -894714.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5517 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -894713.937500 Penalty: 2967.882568 Iteration 38Q: 3 clusters Score -894713.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5524 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -894718.062500 Penalty: 2967.882568 Iteration 39Q: 3 clusters Score -894718.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5535 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -894721.625000 Penalty: 2967.882568 Iteration 40F: 3 clusters Score -894721.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5544 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -894724.062500 Penalty: 2967.882568 Iteration 41Q: 3 clusters Score -894724.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5554 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -894724.062500 Penalty: 2967.882568 Iteration 42Q: 3 clusters Score -894724.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5561 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -894727.437500 Penalty: 2967.882568 Iteration 43Q: 3 clusters Score -894727.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5561 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -894728.062500 Penalty: 2967.882568 Iteration 44Q: 3 clusters Score -894728.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5563 members Mstep: Class 2 contains 3683 members Entering Unmasked Estep Score: -894726.625000 Penalty: 2967.882568 Iteration 45Q: 3 clusters Score -894726.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -894727.937500 Penalty: 2967.882568 Iteration 46Q: 3 clusters Score -894727.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5578 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -894729.062500 Penalty: 2967.882568 Iteration 47Q: 3 clusters Score -894729.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5584 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -894729.125000 Penalty: 2967.882568 Iteration 48Q: 3 clusters Score -894729.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -894731.562500 Penalty: 2967.882568 Iteration 49Q: 3 clusters Score -894731.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5598 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -894731.875000 Penalty: 2967.882568 Iteration 50Q: 3 clusters Score -894731.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5604 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -894733.000000 Penalty: 2967.882568 Iteration 51Q: 3 clusters Score -894733 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5610 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -894733.500000 Penalty: 2967.882568 Iteration 52Q: 3 clusters Score -894733.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5616 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -894736.625000 Penalty: 2967.882568 Iteration 53Q: 3 clusters Score -894736.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -894737.562500 Penalty: 2967.882568 Iteration 54Q: 3 clusters Score -894737.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5630 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -894735.500000 Penalty: 2967.882568 Iteration 55Q: 3 clusters Score -894735.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5640 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -894740.312500 Penalty: 2967.882568 Iteration 56Q: 3 clusters Score -894740.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5646 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -894741.062500 Penalty: 2967.882568 Iteration 57Q: 3 clusters Score -894741.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -894741.687500 Penalty: 2967.882568 Iteration 58Q: 3 clusters Score -894741.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5660 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -894743.562500 Penalty: 2967.882568 Iteration 59Q: 3 clusters Score -894743.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5669 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -894741.812500 Penalty: 2967.882568 Iteration 60F: 3 clusters Score -894741.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5671 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -894743.000000 Penalty: 2967.882568 Iteration 61Q: 3 clusters Score -894743 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5671 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -894743.000000 Penalty: 2967.882568 Iteration 62F: 3 clusters Score -894743 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (437 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Entering Unmasked Estep Score: -39222.199219 Penalty: 987.989136 Iteration 0F: 2 clusters Score -39222.2 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 219 members Entering Unmasked Estep Score: -38250.152344 Penalty: 1975.978271 Iteration 0F: 3 clusters Score -38250.15 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -38387.421875 Penalty: 1975.978271 Iteration 1F: 3 clusters Score -38387.42 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -38428.007812 Penalty: 1975.978271 Iteration 2F: 3 clusters Score -38428.01 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -38439.281250 Penalty: 1975.978271 Iteration 3Q: 3 clusters Score -38439.28 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -38463.214844 Penalty: 1975.978271 Iteration 4Q: 3 clusters Score -38463.21 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -38479.335938 Penalty: 1975.978271 Iteration 5Q: 3 clusters Score -38479.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -38482.218750 Penalty: 1975.978271 Iteration 6Q: 3 clusters Score -38482.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -38484.863281 Penalty: 1975.978271 Iteration 7Q: 3 clusters Score -38484.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -38488.898438 Penalty: 1975.978271 Iteration 8Q: 3 clusters Score -38488.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -38489.128906 Penalty: 1975.978271 Iteration 9Q: 3 clusters Score -38489.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -38489.128906 Penalty: 1975.978271 Iteration 10F: 3 clusters Score -38489.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (4364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Entering Unmasked Estep Score: -415269.000000 Penalty: 1361.936035 Iteration 0F: 2 clusters Score -415269 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -411694.937500 Penalty: 2723.872070 Iteration 0F: 3 clusters Score -411694.9 nChanged 1725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -412627.375000 Penalty: 2723.872070 Iteration 1F: 3 clusters Score -412627.4 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -412834.531250 Penalty: 2723.872070 Iteration 2F: 3 clusters Score -412834.5 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -413048.468750 Penalty: 2723.872070 Iteration 3F: 3 clusters Score -413048.5 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -413277.843750 Penalty: 2723.872070 Iteration 4F: 3 clusters Score -413277.8 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -413569.062500 Penalty: 2723.872070 Iteration 5F: 3 clusters Score -413569.1 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -413915.062500 Penalty: 2723.872070 Iteration 6F: 3 clusters Score -413915.1 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -414254.062500 Penalty: 2723.872070 Iteration 7F: 3 clusters Score -414254.1 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -414568.906250 Penalty: 2723.872070 Iteration 8F: 3 clusters Score -414568.9 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -414772.375000 Penalty: 2723.872070 Iteration 9F: 3 clusters Score -414772.4 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -414913.812500 Penalty: 2723.872070 Iteration 10Q: 3 clusters Score -414913.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -415002.562500 Penalty: 2723.872070 Iteration 11Q: 3 clusters Score -415002.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -415058.843750 Penalty: 2723.872070 Iteration 12Q: 3 clusters Score -415058.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -415101.093750 Penalty: 2723.872070 Iteration 13Q: 3 clusters Score -415101.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -415121.906250 Penalty: 2723.872070 Iteration 14Q: 3 clusters Score -415121.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -415138.406250 Penalty: 2723.872070 Iteration 15Q: 3 clusters Score -415138.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -415153.687500 Penalty: 2723.872070 Iteration 16Q: 3 clusters Score -415153.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -415166.406250 Penalty: 2723.872070 Iteration 17Q: 3 clusters Score -415166.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -415173.093750 Penalty: 2723.872070 Iteration 18Q: 3 clusters Score -415173.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -415177.093750 Penalty: 2723.872070 Iteration 19Q: 3 clusters Score -415177.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -415179.343750 Penalty: 2723.872070 Iteration 20F: 3 clusters Score -415179.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -415181.000000 Penalty: 2723.872070 Iteration 21Q: 3 clusters Score -415181 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -415181.937500 Penalty: 2723.872070 Iteration 22Q: 3 clusters Score -415181.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -415181.593750 Penalty: 2723.872070 Iteration 23Q: 3 clusters Score -415181.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -415181.843750 Penalty: 2723.872070 Iteration 24Q: 3 clusters Score -415181.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -415181.843750 Penalty: 2723.872070 Iteration 25F: 3 clusters Score -415181.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (811 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Entering Unmasked Estep Score: -66965.750000 Penalty: 1088.468506 Iteration 0F: 2 clusters Score -66965.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -65657.109375 Penalty: 2176.937012 Iteration 0F: 3 clusters Score -65657.11 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -65910.195312 Penalty: 2176.937012 Iteration 1F: 3 clusters Score -65910.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -65973.437500 Penalty: 2176.937012 Iteration 2F: 3 clusters Score -65973.44 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -66002.265625 Penalty: 2176.937012 Iteration 3Q: 3 clusters Score -66002.27 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -66021.109375 Penalty: 2176.937012 Iteration 4Q: 3 clusters Score -66021.11 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -66036.078125 Penalty: 2176.937012 Iteration 5Q: 3 clusters Score -66036.08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -66050.679688 Penalty: 2176.937012 Iteration 6Q: 3 clusters Score -66050.68 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -66058.070312 Penalty: 2176.937012 Iteration 7Q: 3 clusters Score -66058.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -66066.421875 Penalty: 2176.937012 Iteration 8Q: 3 clusters Score -66066.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -66072.851562 Penalty: 2176.937012 Iteration 9Q: 3 clusters Score -66072.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -66074.875000 Penalty: 2176.937012 Iteration 10Q: 3 clusters Score -66074.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -66074.875000 Penalty: 2176.937012 Iteration 11F: 3 clusters Score -66074.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2225 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Entering Unmasked Estep Score: -207241.515625 Penalty: 1252.470703 Iteration 0F: 2 clusters Score -207241.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -204992.546875 Penalty: 2504.941406 Iteration 0F: 3 clusters Score -204992.5 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -205537.296875 Penalty: 2504.941406 Iteration 1F: 3 clusters Score -205537.3 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -205735.984375 Penalty: 2504.941406 Iteration 2F: 3 clusters Score -205736 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -205878.250000 Penalty: 2504.941406 Iteration 3F: 3 clusters Score -205878.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -205984.062500 Penalty: 2504.941406 Iteration 4F: 3 clusters Score -205984.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -206073.546875 Penalty: 2504.941406 Iteration 5Q: 3 clusters Score -206073.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -206164.750000 Penalty: 2504.941406 Iteration 6Q: 3 clusters Score -206164.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -206249.515625 Penalty: 2504.941406 Iteration 7Q: 3 clusters Score -206249.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -206350.343750 Penalty: 2504.941406 Iteration 8Q: 3 clusters Score -206350.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -206469.187500 Penalty: 2504.941406 Iteration 9Q: 3 clusters Score -206469.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -206596.921875 Penalty: 2504.941406 Iteration 10Q: 3 clusters Score -206596.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -206720.187500 Penalty: 2504.941406 Iteration 11Q: 3 clusters Score -206720.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -206846.984375 Penalty: 2504.941406 Iteration 12Q: 3 clusters Score -206847 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -206975.640625 Penalty: 2504.941406 Iteration 13Q: 3 clusters Score -206975.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -207074.234375 Penalty: 2504.941406 Iteration 14Q: 3 clusters Score -207074.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -207178.937500 Penalty: 2504.941406 Iteration 15Q: 3 clusters Score -207178.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -207273.687500 Penalty: 2504.941406 Iteration 16Q: 3 clusters Score -207273.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -207321.531250 Penalty: 2504.941406 Iteration 17Q: 3 clusters Score -207321.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -207368.125000 Penalty: 2504.941406 Iteration 18Q: 3 clusters Score -207368.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -207432.625000 Penalty: 2504.941406 Iteration 19Q: 3 clusters Score -207432.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -207541.593750 Penalty: 2504.941406 Iteration 20F: 3 clusters Score -207541.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -207613.562500 Penalty: 2504.941406 Iteration 21Q: 3 clusters Score -207613.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -207637.375000 Penalty: 2504.941406 Iteration 22Q: 3 clusters Score -207637.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -207642.078125 Penalty: 2504.941406 Iteration 23Q: 3 clusters Score -207642.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -207643.812500 Penalty: 2504.941406 Iteration 24Q: 3 clusters Score -207643.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -207645.375000 Penalty: 2504.941406 Iteration 25Q: 3 clusters Score -207645.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -207646.609375 Penalty: 2504.941406 Iteration 26Q: 3 clusters Score -207646.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -207646.609375 Penalty: 2504.941406 Iteration 27F: 3 clusters Score -207646.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8648 members Mstep: Class 2 contains 13780 members Mstep: Class 3 contains 1737 members Mstep: Class 4 contains 12994 members Mstep: Class 5 contains 373 members Mstep: Class 6 contains 5323 members Mstep: Class 7 contains 1766 members Mstep: Class 8 contains 1609 members Mstep: Class 9 contains 327 members Mstep: Class 10 contains 2616 members Mstep: Class 11 contains 1807 members Mstep: Class 12 contains 1179 members Mstep: Class 13 contains 3088 members Mstep: Class 14 contains 3477 members Mstep: Class 15 contains 9246 members Mstep: Class 16 contains 437 members Mstep: Class 18 contains 4364 members Mstep: Class 19 contains 811 members Mstep: Class 20 contains 1046 members Mstep: Class 21 contains 1965 members Mstep: Class 23 contains 2715 members Entering Unmasked Estep Score: -7241088.500000 Penalty: 38497.164062 Splitting cluster 20 changes total score from -7240985.500000 to -7241088.500000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 21 (1965 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Entering Unmasked Estep Score: -168629.453125 Penalty: 1232.277710 Iteration 0F: 2 clusters Score -168629.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -166590.203125 Penalty: 2464.555420 Iteration 0F: 3 clusters Score -166590.2 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -167188.015625 Penalty: 2464.555420 Iteration 1F: 3 clusters Score -167188 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -167425.000000 Penalty: 2464.555420 Iteration 2F: 3 clusters Score -167425 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -167610.781250 Penalty: 2464.555420 Iteration 3F: 3 clusters Score -167610.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -167784.125000 Penalty: 2464.555420 Iteration 4F: 3 clusters Score -167784.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -167960.609375 Penalty: 2464.555420 Iteration 5F: 3 clusters Score -167960.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -168084.718750 Penalty: 2464.555420 Iteration 6Q: 3 clusters Score -168084.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -168176.375000 Penalty: 2464.555420 Iteration 7Q: 3 clusters Score -168176.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -168258.828125 Penalty: 2464.555420 Iteration 8Q: 3 clusters Score -168258.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -168347.906250 Penalty: 2464.555420 Iteration 9Q: 3 clusters Score -168347.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -168456.000000 Penalty: 2464.555420 Iteration 10Q: 3 clusters Score -168456 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -168578.921875 Penalty: 2464.555420 Iteration 11Q: 3 clusters Score -168578.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -168681.296875 Penalty: 2464.555420 Iteration 12Q: 3 clusters Score -168681.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -168726.937500 Penalty: 2464.555420 Iteration 13Q: 3 clusters Score -168726.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -168744.140625 Penalty: 2464.555420 Iteration 14Q: 3 clusters Score -168744.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -168747.890625 Penalty: 2464.555420 Iteration 15Q: 3 clusters Score -168747.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -168751.281250 Penalty: 2464.555420 Iteration 16Q: 3 clusters Score -168751.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -168752.718750 Penalty: 2464.555420 Iteration 17Q: 3 clusters Score -168752.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -168754.156250 Penalty: 2464.555420 Iteration 18Q: 3 clusters Score -168754.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -168754.640625 Penalty: 2464.555420 Iteration 19Q: 3 clusters Score -168754.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -168754.640625 Penalty: 2464.555420 Iteration 20F: 3 clusters Score -168754.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8648 members Mstep: Class 2 contains 13780 members Mstep: Class 3 contains 1737 members Mstep: Class 4 contains 12994 members Mstep: Class 5 contains 373 members Mstep: Class 6 contains 5323 members Mstep: Class 7 contains 1766 members Mstep: Class 8 contains 1609 members Mstep: Class 9 contains 327 members Mstep: Class 10 contains 2616 members Mstep: Class 11 contains 1807 members Mstep: Class 12 contains 1179 members Mstep: Class 13 contains 3088 members Mstep: Class 14 contains 3477 members Mstep: Class 15 contains 9246 members Mstep: Class 16 contains 437 members Mstep: Class 17 contains 687 members Mstep: Class 18 contains 4364 members Mstep: Class 19 contains 811 members Mstep: Class 20 contains 1046 members Mstep: Class 21 contains 1278 members Mstep: Class 23 contains 2715 members Entering Unmasked Estep Score: -7240609.000000 Penalty: 40330.363281 Splitting cluster 21 changes total score from -7240985.500000 to -7240609.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (2715 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Entering Unmasked Estep Score: -246909.109375 Penalty: 1284.813843 Iteration 0F: 2 clusters Score -246909.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -244364.171875 Penalty: 2569.627686 Iteration 0F: 3 clusters Score -244364.2 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -244964.156250 Penalty: 2569.627686 Iteration 1F: 3 clusters Score -244964.2 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -245084.734375 Penalty: 2569.627686 Iteration 2F: 3 clusters Score -245084.7 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -245149.468750 Penalty: 2569.627686 Iteration 3Q: 3 clusters Score -245149.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -245194.515625 Penalty: 2569.627686 Iteration 4Q: 3 clusters Score -245194.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -245248.812500 Penalty: 2569.627686 Iteration 5Q: 3 clusters Score -245248.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -245292.421875 Penalty: 2569.627686 Iteration 6Q: 3 clusters Score -245292.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -245329.187500 Penalty: 2569.627686 Iteration 7Q: 3 clusters Score -245329.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -245369.062500 Penalty: 2569.627686 Iteration 8Q: 3 clusters Score -245369.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -245412.093750 Penalty: 2569.627686 Iteration 9Q: 3 clusters Score -245412.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -245453.000000 Penalty: 2569.627686 Iteration 10Q: 3 clusters Score -245453 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -245500.906250 Penalty: 2569.627686 Iteration 11Q: 3 clusters Score -245500.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -245557.796875 Penalty: 2569.627686 Iteration 12Q: 3 clusters Score -245557.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -245606.093750 Penalty: 2569.627686 Iteration 13Q: 3 clusters Score -245606.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -245642.765625 Penalty: 2569.627686 Iteration 14Q: 3 clusters Score -245642.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -245678.156250 Penalty: 2569.627686 Iteration 15Q: 3 clusters Score -245678.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -245716.328125 Penalty: 2569.627686 Iteration 16Q: 3 clusters Score -245716.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -245746.015625 Penalty: 2569.627686 Iteration 17Q: 3 clusters Score -245746 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -245776.234375 Penalty: 2569.627686 Iteration 18Q: 3 clusters Score -245776.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -245803.109375 Penalty: 2569.627686 Iteration 19Q: 3 clusters Score -245803.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -245830.312500 Penalty: 2569.627686 Iteration 20F: 3 clusters Score -245830.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -245850.046875 Penalty: 2569.627686 Iteration 21Q: 3 clusters Score -245850 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -245864.812500 Penalty: 2569.627686 Iteration 22Q: 3 clusters Score -245864.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -245885.218750 Penalty: 2569.627686 Iteration 23Q: 3 clusters Score -245885.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -245899.265625 Penalty: 2569.627686 Iteration 24Q: 3 clusters Score -245899.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -245913.328125 Penalty: 2569.627686 Iteration 25Q: 3 clusters Score -245913.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -245931.031250 Penalty: 2569.627686 Iteration 26Q: 3 clusters Score -245931 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -245952.828125 Penalty: 2569.627686 Iteration 27Q: 3 clusters Score -245952.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -245966.984375 Penalty: 2569.627686 Iteration 28Q: 3 clusters Score -245967 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -245980.140625 Penalty: 2569.627686 Iteration 29Q: 3 clusters Score -245980.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -245987.140625 Penalty: 2569.627686 Iteration 30Q: 3 clusters Score -245987.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -245995.250000 Penalty: 2569.627686 Iteration 31Q: 3 clusters Score -245995.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -246003.875000 Penalty: 2569.627686 Iteration 32Q: 3 clusters Score -246003.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -246011.093750 Penalty: 2569.627686 Iteration 33Q: 3 clusters Score -246011.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -246015.953125 Penalty: 2569.627686 Iteration 34Q: 3 clusters Score -246016 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -246017.796875 Penalty: 2569.627686 Iteration 35Q: 3 clusters Score -246017.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -246021.656250 Penalty: 2569.627686 Iteration 36Q: 3 clusters Score -246021.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -246027.953125 Penalty: 2569.627686 Iteration 37Q: 3 clusters Score -246028 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -246034.218750 Penalty: 2569.627686 Iteration 38Q: 3 clusters Score -246034.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -246039.671875 Penalty: 2569.627686 Iteration 39Q: 3 clusters Score -246039.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -246042.390625 Penalty: 2569.627686 Iteration 40F: 3 clusters Score -246042.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -246045.109375 Penalty: 2569.627686 Iteration 41Q: 3 clusters Score -246045.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -246047.515625 Penalty: 2569.627686 Iteration 42Q: 3 clusters Score -246047.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -246048.890625 Penalty: 2569.627686 Iteration 43Q: 3 clusters Score -246048.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -246050.250000 Penalty: 2569.627686 Iteration 44Q: 3 clusters Score -246050.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -246051.125000 Penalty: 2569.627686 Iteration 45Q: 3 clusters Score -246051.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -246052.312500 Penalty: 2569.627686 Iteration 46Q: 3 clusters Score -246052.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -246052.359375 Penalty: 2569.627686 Iteration 47Q: 3 clusters Score -246052.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -246052.359375 Penalty: 2569.627686 Iteration 48F: 3 clusters Score -246052.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8648 members Mstep: Class 2 contains 13780 members Mstep: Class 3 contains 1737 members Mstep: Class 4 contains 12994 members Mstep: Class 6 contains 5323 members Mstep: Class 7 contains 1766 members Mstep: Class 8 contains 1609 members Mstep: Class 9 contains 327 members Mstep: Class 10 contains 2616 members Mstep: Class 11 contains 1807 members Mstep: Class 13 contains 3088 members Mstep: Class 14 contains 3477 members Mstep: Class 15 contains 9246 members Mstep: Class 16 contains 437 members Mstep: Class 18 contains 4364 members Mstep: Class 19 contains 811 members Mstep: Class 20 contains 1046 members Mstep: Class 21 contains 1965 members Mstep: Class 23 contains 2715 members Entering Unmasked Estep ConsiderDeletion Score: -7241197.000000 Penalty: 38497.164062 Iteration 39Q: 22 clusters Score -7241197 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8649 members Mstep: Class 2 contains 13777 members Mstep: Class 3 contains 1727 members Mstep: Class 4 contains 12998 members Mstep: Class 5 contains 354 members Mstep: Class 6 contains 5328 members Mstep: Class 7 contains 1766 members Mstep: Class 8 contains 1602 members Mstep: Class 9 contains 336 members Mstep: Class 10 contains 2616 members Mstep: Class 11 contains 1806 members Mstep: Class 12 contains 1172 members Mstep: Class 13 contains 3098 members Mstep: Class 14 contains 3481 members Mstep: Class 15 contains 9254 members Mstep: Class 16 contains 435 members Mstep: Class 18 contains 4370 members Mstep: Class 19 contains 809 members Mstep: Class 20 contains 1064 members Mstep: Class 21 contains 1949 members Mstep: Class 23 contains 2717 members Entering Unmasked Estep ConsiderDeletion Score: -7241424.000000 Penalty: 38497.164062 Iteration 40F: 22 clusters Score -7241424 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8649 members Mstep: Class 2 contains 13766 members Mstep: Class 3 contains 1717 members Mstep: Class 4 contains 12987 members Mstep: Class 5 contains 401 members Mstep: Class 6 contains 5330 members Mstep: Class 7 contains 1766 members Mstep: Class 8 contains 1595 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2611 members Mstep: Class 11 contains 1798 members Mstep: Class 12 contains 1180 members Mstep: Class 13 contains 3102 members Mstep: Class 14 contains 3521 members Mstep: Class 15 contains 9260 members Mstep: Class 16 contains 435 members Mstep: Class 18 contains 4371 members Mstep: Class 19 contains 803 members Mstep: Class 20 contains 1074 members Mstep: Class 21 contains 1887 members Mstep: Class 23 contains 2718 members Entering Unmasked Estep ConsiderDeletion Score: -7241599.500000 Penalty: 38497.164062 Iteration 41Q: 22 clusters Score -7241600 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8647 members Mstep: Class 2 contains 13748 members Mstep: Class 3 contains 1714 members Mstep: Class 4 contains 12981 members Mstep: Class 5 contains 433 members Mstep: Class 6 contains 5331 members Mstep: Class 7 contains 1766 members Mstep: Class 8 contains 1590 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2607 members Mstep: Class 11 contains 1789 members Mstep: Class 12 contains 1183 members Mstep: Class 13 contains 3103 members Mstep: Class 14 contains 3558 members Mstep: Class 15 contains 9273 members Mstep: Class 16 contains 433 members Mstep: Class 18 contains 4382 members Mstep: Class 19 contains 800 members Mstep: Class 20 contains 1084 members Mstep: Class 21 contains 1833 members Mstep: Class 23 contains 2716 members Entering Unmasked Estep ConsiderDeletion Score: -7241674.500000 Penalty: 38497.164062 Iteration 42Q: 22 clusters Score -7241674 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8643 members Mstep: Class 2 contains 13728 members Mstep: Class 3 contains 1709 members Mstep: Class 4 contains 12985 members Mstep: Class 5 contains 459 members Mstep: Class 6 contains 5331 members Mstep: Class 7 contains 1766 members Mstep: Class 8 contains 1585 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2602 members Mstep: Class 11 contains 1783 members Mstep: Class 12 contains 1184 members Mstep: Class 13 contains 3107 members Mstep: Class 14 contains 3573 members Mstep: Class 15 contains 9288 members Mstep: Class 16 contains 433 members Mstep: Class 18 contains 4391 members Mstep: Class 19 contains 799 members Mstep: Class 20 contains 1088 members Mstep: Class 21 contains 1802 members Mstep: Class 23 contains 2715 members Entering Unmasked Estep ConsiderDeletion Score: -7241758.000000 Penalty: 38497.164062 Iteration 43Q: 22 clusters Score -7241758 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8640 members Mstep: Class 2 contains 13704 members Mstep: Class 3 contains 1708 members Mstep: Class 4 contains 12983 members Mstep: Class 5 contains 476 members Mstep: Class 6 contains 5331 members Mstep: Class 7 contains 1766 members Mstep: Class 8 contains 1579 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2598 members Mstep: Class 11 contains 1780 members Mstep: Class 12 contains 1187 members Mstep: Class 13 contains 3110 members Mstep: Class 14 contains 3604 members Mstep: Class 15 contains 9293 members Mstep: Class 16 contains 433 members Mstep: Class 18 contains 4399 members Mstep: Class 19 contains 799 members Mstep: Class 20 contains 1091 members Mstep: Class 21 contains 1775 members Mstep: Class 23 contains 2715 members Entering Unmasked Estep ConsiderDeletion Score: -7241806.500000 Penalty: 38497.164062 Iteration 44Q: 22 clusters Score -7241806 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8639 members Mstep: Class 2 contains 13686 members Mstep: Class 3 contains 1707 members Mstep: Class 4 contains 12983 members Mstep: Class 5 contains 491 members Mstep: Class 6 contains 5331 members Mstep: Class 7 contains 1768 members Mstep: Class 8 contains 1576 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2597 members Mstep: Class 11 contains 1778 members Mstep: Class 12 contains 1188 members Mstep: Class 13 contains 3113 members Mstep: Class 14 contains 3629 members Mstep: Class 15 contains 9302 members Mstep: Class 16 contains 433 members Mstep: Class 18 contains 4404 members Mstep: Class 19 contains 798 members Mstep: Class 20 contains 1093 members Mstep: Class 21 contains 1742 members Mstep: Class 23 contains 2713 members Entering Unmasked Estep ConsiderDeletion Score: -7241836.000000 Penalty: 38497.164062 Iteration 45Q: 22 clusters Score -7241836 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8638 members Mstep: Class 2 contains 13676 members Mstep: Class 3 contains 1706 members Mstep: Class 4 contains 12984 members Mstep: Class 5 contains 501 members Mstep: Class 6 contains 5331 members Mstep: Class 7 contains 1768 members Mstep: Class 8 contains 1575 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2595 members Mstep: Class 11 contains 1777 members Mstep: Class 12 contains 1190 members Mstep: Class 13 contains 3113 members Mstep: Class 14 contains 3658 members Mstep: Class 15 contains 9303 members Mstep: Class 16 contains 433 members Mstep: Class 18 contains 4409 members Mstep: Class 19 contains 796 members Mstep: Class 20 contains 1093 members Mstep: Class 21 contains 1714 members Mstep: Class 23 contains 2711 members Entering Unmasked Estep ConsiderDeletion Score: -7241894.500000 Penalty: 38497.164062 Iteration 46Q: 22 clusters Score -7241894 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8631 members Mstep: Class 2 contains 13671 members Mstep: Class 3 contains 1705 members Mstep: Class 4 contains 12980 members Mstep: Class 5 contains 509 members Mstep: Class 6 contains 5331 members Mstep: Class 7 contains 1769 members Mstep: Class 8 contains 1575 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2594 members Mstep: Class 11 contains 1774 members Mstep: Class 12 contains 1192 members Mstep: Class 13 contains 3115 members Mstep: Class 14 contains 3681 members Mstep: Class 15 contains 9312 members Mstep: Class 16 contains 433 members Mstep: Class 18 contains 4412 members Mstep: Class 19 contains 800 members Mstep: Class 20 contains 1092 members Mstep: Class 21 contains 1686 members Mstep: Class 23 contains 2709 members Entering Unmasked Estep ConsiderDeletion Score: -7241935.000000 Penalty: 38497.164062 Iteration 47Q: 22 clusters Score -7241935 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8625 members Mstep: Class 2 contains 13665 members Mstep: Class 3 contains 1705 members Mstep: Class 4 contains 12980 members Mstep: Class 5 contains 521 members Mstep: Class 6 contains 5331 members Mstep: Class 7 contains 1774 members Mstep: Class 8 contains 1574 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2591 members Mstep: Class 11 contains 1775 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 3116 members Mstep: Class 14 contains 3685 members Mstep: Class 15 contains 9319 members Mstep: Class 16 contains 433 members Mstep: Class 18 contains 4416 members Mstep: Class 19 contains 800 members Mstep: Class 20 contains 1092 members Mstep: Class 21 contains 1667 members Mstep: Class 23 contains 2709 members Entering Unmasked Estep ConsiderDeletion Score: -7241951.000000 Penalty: 38497.164062 Iteration 48Q: 22 clusters Score -7241951 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8620 members Mstep: Class 2 contains 13657 members Mstep: Class 3 contains 1707 members Mstep: Class 4 contains 12980 members Mstep: Class 5 contains 530 members Mstep: Class 6 contains 5331 members Mstep: Class 7 contains 1779 members Mstep: Class 8 contains 1573 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2590 members Mstep: Class 11 contains 1775 members Mstep: Class 12 contains 1192 members Mstep: Class 13 contains 3116 members Mstep: Class 14 contains 3682 members Mstep: Class 15 contains 9324 members Mstep: Class 16 contains 433 members Mstep: Class 18 contains 4420 members Mstep: Class 19 contains 803 members Mstep: Class 20 contains 1094 members Mstep: Class 21 contains 1656 members Mstep: Class 23 contains 2709 members Entering Unmasked Estep ConsiderDeletion Score: -7241996.500000 Penalty: 38497.164062 Iteration 49Q: 22 clusters Score -7241996 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8618 members Mstep: Class 2 contains 13653 members Mstep: Class 3 contains 1707 members Mstep: Class 4 contains 12978 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 5331 members Mstep: Class 7 contains 1780 members Mstep: Class 8 contains 1573 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2589 members Mstep: Class 11 contains 1775 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 3116 members Mstep: Class 14 contains 3687 members Mstep: Class 15 contains 9327 members Mstep: Class 16 contains 433 members Mstep: Class 18 contains 4427 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 1095 members Mstep: Class 21 contains 1641 members Mstep: Class 23 contains 2710 members Entering Unmasked Estep ConsiderDeletion Score: -7241984.000000 Penalty: 38497.164062 Iteration 50Q: 22 clusters Score -7241984 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8617 members Mstep: Class 2 contains 13647 members Mstep: Class 3 contains 1707 members Mstep: Class 4 contains 12979 members Mstep: Class 5 contains 537 members Mstep: Class 6 contains 5332 members Mstep: Class 7 contains 1781 members Mstep: Class 8 contains 1573 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2586 members Mstep: Class 11 contains 1775 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 3116 members Mstep: Class 14 contains 3689 members Mstep: Class 15 contains 9329 members Mstep: Class 16 contains 433 members Mstep: Class 18 contains 4434 members Mstep: Class 19 contains 808 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 1628 members Mstep: Class 23 contains 2710 members Entering Unmasked Estep ConsiderDeletion Score: -7242007.000000 Penalty: 38497.164062 Iteration 51Q: 22 clusters Score -7242007 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8612 members Mstep: Class 2 contains 13640 members Mstep: Class 3 contains 1707 members Mstep: Class 4 contains 12981 members Mstep: Class 5 contains 539 members Mstep: Class 6 contains 5332 members Mstep: Class 7 contains 1780 members Mstep: Class 8 contains 1573 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2582 members Mstep: Class 11 contains 1775 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 3116 members Mstep: Class 14 contains 3692 members Mstep: Class 15 contains 9334 members Mstep: Class 16 contains 433 members Mstep: Class 18 contains 4442 members Mstep: Class 19 contains 808 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 1625 members Mstep: Class 23 contains 2710 members Entering Unmasked Estep ConsiderDeletion Score: -7242022.000000 Penalty: 38497.164062 Iteration 52Q: 22 clusters Score -7242022 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8610 members Mstep: Class 2 contains 13632 members Mstep: Class 3 contains 1707 members Mstep: Class 4 contains 12983 members Mstep: Class 5 contains 544 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1779 members Mstep: Class 8 contains 1573 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2576 members Mstep: Class 11 contains 1775 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 3116 members Mstep: Class 14 contains 3698 members Mstep: Class 15 contains 9341 members Mstep: Class 16 contains 433 members Mstep: Class 18 contains 4445 members Mstep: Class 19 contains 808 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 1619 members Mstep: Class 23 contains 2709 members Entering Unmasked Estep ConsiderDeletion Score: -7242045.500000 Penalty: 38497.164062 Iteration 53Q: 22 clusters Score -7242046 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8605 members Mstep: Class 2 contains 13625 members Mstep: Class 3 contains 1707 members Mstep: Class 4 contains 12982 members Mstep: Class 5 contains 547 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1778 members Mstep: Class 8 contains 1573 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2575 members Mstep: Class 11 contains 1773 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 3117 members Mstep: Class 14 contains 3701 members Mstep: Class 15 contains 9347 members Mstep: Class 16 contains 433 members Mstep: Class 18 contains 4451 members Mstep: Class 19 contains 808 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 1617 members Mstep: Class 23 contains 2709 members Entering Unmasked Estep ConsiderDeletion Score: -7242075.500000 Penalty: 38497.164062 Iteration 54Q: 22 clusters Score -7242076 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8600 members Mstep: Class 2 contains 13618 members Mstep: Class 3 contains 1707 members Mstep: Class 4 contains 12982 members Mstep: Class 5 contains 550 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1778 members Mstep: Class 8 contains 1573 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2574 members Mstep: Class 11 contains 1769 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 3121 members Mstep: Class 14 contains 3700 members Mstep: Class 15 contains 9358 members Mstep: Class 16 contains 433 members Mstep: Class 18 contains 4455 members Mstep: Class 19 contains 807 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 1614 members Mstep: Class 23 contains 2709 members Entering Unmasked Estep ConsiderDeletion Score: -7242084.000000 Penalty: 38497.164062 Iteration 55Q: 22 clusters Score -7242084 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8598 members Mstep: Class 2 contains 13610 members Mstep: Class 3 contains 1707 members Mstep: Class 4 contains 12982 members Mstep: Class 5 contains 552 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1778 members Mstep: Class 8 contains 1573 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2575 members Mstep: Class 11 contains 1765 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 3123 members Mstep: Class 14 contains 3707 members Mstep: Class 15 contains 9367 members Mstep: Class 16 contains 433 members Mstep: Class 18 contains 4456 members Mstep: Class 19 contains 807 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 1606 members Mstep: Class 23 contains 2709 members Entering Unmasked Estep ConsiderDeletion Score: -7242093.000000 Penalty: 38497.164062 Iteration 56Q: 22 clusters Score -7242093 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8598 members Mstep: Class 2 contains 13606 members Mstep: Class 3 contains 1707 members Mstep: Class 4 contains 12983 members Mstep: Class 5 contains 554 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1778 members Mstep: Class 8 contains 1573 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2575 members Mstep: Class 11 contains 1764 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 3123 members Mstep: Class 14 contains 3707 members Mstep: Class 15 contains 9373 members Mstep: Class 16 contains 433 members Mstep: Class 18 contains 4461 members Mstep: Class 19 contains 806 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 1598 members Mstep: Class 23 contains 2709 members Entering Unmasked Estep ConsiderDeletion Score: -7242118.500000 Penalty: 38497.164062 Iteration 57Q: 22 clusters Score -7242118 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8598 members Mstep: Class 2 contains 13606 members Mstep: Class 3 contains 1707 members Mstep: Class 4 contains 12985 members Mstep: Class 5 contains 558 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1778 members Mstep: Class 8 contains 1573 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2575 members Mstep: Class 11 contains 1763 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 3124 members Mstep: Class 14 contains 3701 members Mstep: Class 15 contains 9379 members Mstep: Class 16 contains 433 members Mstep: Class 18 contains 4461 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 1096 members Mstep: Class 21 contains 1594 members Mstep: Class 23 contains 2709 members Entering Unmasked Estep ConsiderDeletion Score: -7242120.500000 Penalty: 38497.164062 Iteration 58Q: 22 clusters Score -7242120 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8599 members Mstep: Class 2 contains 13604 members Mstep: Class 3 contains 1707 members Mstep: Class 4 contains 12992 members Mstep: Class 5 contains 563 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1778 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2575 members Mstep: Class 11 contains 1763 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 3124 members Mstep: Class 14 contains 3692 members Mstep: Class 15 contains 9380 members Mstep: Class 16 contains 433 members Mstep: Class 18 contains 4462 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 1096 members Mstep: Class 21 contains 1591 members Mstep: Class 23 contains 2709 members Entering Unmasked Estep ConsiderDeletion Score: -7242117.000000 Penalty: 38497.164062 Iteration 59Q: 22 clusters Score -7242117 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8598 members Mstep: Class 2 contains 13601 members Mstep: Class 3 contains 1707 members Mstep: Class 4 contains 12993 members Mstep: Class 5 contains 566 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1778 members Mstep: Class 8 contains 1571 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2574 members Mstep: Class 11 contains 1765 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 3124 members Mstep: Class 14 contains 3689 members Mstep: Class 15 contains 9381 members Mstep: Class 16 contains 433 members Mstep: Class 18 contains 4464 members Mstep: Class 19 contains 804 members Mstep: Class 20 contains 1096 members Mstep: Class 21 contains 1592 members Mstep: Class 23 contains 2709 members Entering Unmasked Estep ConsiderDeletion Score: -7242135.500000 Penalty: 38497.164062 Iteration 60F: 22 clusters Score -7242136 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8598 members Mstep: Class 2 contains 13599 members Mstep: Class 3 contains 1706 members Mstep: Class 4 contains 12993 members Mstep: Class 5 contains 570 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1777 members Mstep: Class 8 contains 1571 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2573 members Mstep: Class 11 contains 1765 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 3124 members Mstep: Class 14 contains 3687 members Mstep: Class 15 contains 9384 members Mstep: Class 16 contains 433 members Mstep: Class 18 contains 4464 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 1096 members Mstep: Class 21 contains 1591 members Mstep: Class 23 contains 2709 members Entering Unmasked Estep ConsiderDeletion Score: -7242139.000000 Penalty: 38497.164062 Iteration 61Q: 22 clusters Score -7242139 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8597 members Mstep: Class 2 contains 13598 members Mstep: Class 3 contains 1706 members Mstep: Class 4 contains 12994 members Mstep: Class 5 contains 570 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1777 members Mstep: Class 8 contains 1571 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2572 members Mstep: Class 11 contains 1765 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 3124 members Mstep: Class 14 contains 3687 members Mstep: Class 15 contains 9386 members Mstep: Class 16 contains 433 members Mstep: Class 18 contains 4466 members Mstep: Class 19 contains 806 members Mstep: Class 20 contains 1096 members Mstep: Class 21 contains 1588 members Mstep: Class 23 contains 2709 members Entering Unmasked Estep ConsiderDeletion Score: -7242146.000000 Penalty: 38497.164062 Iteration 62Q: 22 clusters Score -7242146 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8596 members Mstep: Class 2 contains 13597 members Mstep: Class 3 contains 1706 members Mstep: Class 4 contains 12994 members Mstep: Class 5 contains 570 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1777 members Mstep: Class 8 contains 1571 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2570 members Mstep: Class 11 contains 1765 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 3124 members Mstep: Class 14 contains 3690 members Mstep: Class 15 contains 9387 members Mstep: Class 16 contains 433 members Mstep: Class 18 contains 4467 members Mstep: Class 19 contains 806 members Mstep: Class 20 contains 1096 members Mstep: Class 21 contains 1587 members Mstep: Class 23 contains 2709 members Entering Unmasked Estep ConsiderDeletion Score: -7242149.500000 Penalty: 38497.164062 Iteration 63Q: 22 clusters Score -7242150 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8596 members Mstep: Class 2 contains 13597 members Mstep: Class 3 contains 1706 members Mstep: Class 4 contains 12996 members Mstep: Class 5 contains 571 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1778 members Mstep: Class 8 contains 1571 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2568 members Mstep: Class 11 contains 1765 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 3124 members Mstep: Class 14 contains 3691 members Mstep: Class 15 contains 9389 members Mstep: Class 16 contains 433 members Mstep: Class 18 contains 4469 members Mstep: Class 19 contains 805 members Mstep: Class 20 contains 1096 members Mstep: Class 21 contains 1581 members Mstep: Class 23 contains 2709 members Entering Unmasked Estep ConsiderDeletion Score: -7242160.000000 Penalty: 38497.164062 Iteration 64Q: 22 clusters Score -7242160 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8595 members Mstep: Class 2 contains 13593 members Mstep: Class 3 contains 1706 members Mstep: Class 4 contains 12997 members Mstep: Class 5 contains 573 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1779 members Mstep: Class 8 contains 1571 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2566 members Mstep: Class 11 contains 1765 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 3123 members Mstep: Class 14 contains 3697 members Mstep: Class 15 contains 9392 members Mstep: Class 16 contains 433 members Mstep: Class 18 contains 4470 members Mstep: Class 19 contains 803 members Mstep: Class 20 contains 1096 members Mstep: Class 21 contains 1577 members Mstep: Class 23 contains 2709 members Entering Unmasked Estep ConsiderDeletion Score: -7242185.500000 Penalty: 38497.164062 Iteration 65Q: 22 clusters Score -7242186 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8591 members Mstep: Class 2 contains 13589 members Mstep: Class 3 contains 1706 members Mstep: Class 4 contains 12998 members Mstep: Class 5 contains 577 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1781 members Mstep: Class 8 contains 1571 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2565 members Mstep: Class 11 contains 1765 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 3122 members Mstep: Class 14 contains 3703 members Mstep: Class 15 contains 9395 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4470 members Mstep: Class 19 contains 803 members Mstep: Class 20 contains 1096 members Mstep: Class 21 contains 1573 members Mstep: Class 23 contains 2708 members Entering Unmasked Estep ConsiderDeletion Score: -7242189.000000 Penalty: 38497.164062 Iteration 66Q: 22 clusters Score -7242189 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8588 members Mstep: Class 2 contains 13583 members Mstep: Class 3 contains 1705 members Mstep: Class 4 contains 12998 members Mstep: Class 5 contains 580 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1783 members Mstep: Class 8 contains 1570 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2563 members Mstep: Class 11 contains 1765 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3122 members Mstep: Class 14 contains 3700 members Mstep: Class 15 contains 9402 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4471 members Mstep: Class 19 contains 804 members Mstep: Class 20 contains 1096 members Mstep: Class 21 contains 1575 members Mstep: Class 23 contains 2707 members Entering Unmasked Estep ConsiderDeletion Score: -7242184.000000 Penalty: 38497.164062 Iteration 67Q: 22 clusters Score -7242184 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8587 members Mstep: Class 2 contains 13581 members Mstep: Class 3 contains 1704 members Mstep: Class 4 contains 12999 members Mstep: Class 5 contains 584 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1784 members Mstep: Class 8 contains 1570 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2560 members Mstep: Class 11 contains 1765 members Mstep: Class 12 contains 1195 members Mstep: Class 13 contains 3123 members Mstep: Class 14 contains 3699 members Mstep: Class 15 contains 9404 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4472 members Mstep: Class 19 contains 804 members Mstep: Class 20 contains 1096 members Mstep: Class 21 contains 1572 members Mstep: Class 23 contains 2707 members Entering Unmasked Estep ConsiderDeletion Score: -7242179.000000 Penalty: 38497.164062 Iteration 68Q: 22 clusters Score -7242179 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8587 members Mstep: Class 2 contains 13580 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12999 members Mstep: Class 5 contains 587 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1784 members Mstep: Class 8 contains 1570 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2559 members Mstep: Class 11 contains 1765 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3123 members Mstep: Class 14 contains 3701 members Mstep: Class 15 contains 9406 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4472 members Mstep: Class 19 contains 803 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 1569 members Mstep: Class 23 contains 2707 members Entering Unmasked Estep ConsiderDeletion Score: -7242197.000000 Penalty: 38497.164062 Iteration 69Q: 22 clusters Score -7242197 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8587 members Mstep: Class 2 contains 13578 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12998 members Mstep: Class 5 contains 588 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1784 members Mstep: Class 8 contains 1570 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2559 members Mstep: Class 11 contains 1765 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3123 members Mstep: Class 14 contains 3706 members Mstep: Class 15 contains 9406 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4472 members Mstep: Class 19 contains 802 members Mstep: Class 20 contains 1097 members Mstep: Class 21 contains 1567 members Mstep: Class 23 contains 2707 members Entering Unmasked Estep ConsiderDeletion Score: -7242199.500000 Penalty: 38497.164062 Iteration 70Q: 22 clusters Score -7242200 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8587 members Mstep: Class 2 contains 13579 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12998 members Mstep: Class 5 contains 588 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1784 members Mstep: Class 8 contains 1570 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2559 members Mstep: Class 11 contains 1766 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3123 members Mstep: Class 14 contains 3708 members Mstep: Class 15 contains 9407 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4472 members Mstep: Class 19 contains 803 members Mstep: Class 20 contains 1098 members Mstep: Class 21 contains 1560 members Mstep: Class 23 contains 2707 members Entering Unmasked Estep ConsiderDeletion Score: -7242206.500000 Penalty: 38497.164062 Iteration 71Q: 22 clusters Score -7242206 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8587 members Mstep: Class 2 contains 13580 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12999 members Mstep: Class 5 contains 589 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1784 members Mstep: Class 8 contains 1571 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2559 members Mstep: Class 11 contains 1766 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3123 members Mstep: Class 14 contains 3710 members Mstep: Class 15 contains 9408 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4472 members Mstep: Class 19 contains 803 members Mstep: Class 20 contains 1099 members Mstep: Class 21 contains 1552 members Mstep: Class 23 contains 2707 members Entering Unmasked Estep ConsiderDeletion Score: -7242210.500000 Penalty: 38497.164062 Iteration 72Q: 22 clusters Score -7242210 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8586 members Mstep: Class 2 contains 13580 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 13000 members Mstep: Class 5 contains 589 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1784 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2559 members Mstep: Class 11 contains 1767 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3123 members Mstep: Class 14 contains 3715 members Mstep: Class 15 contains 9409 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4472 members Mstep: Class 19 contains 803 members Mstep: Class 20 contains 1100 members Mstep: Class 21 contains 1544 members Mstep: Class 23 contains 2706 members Entering Unmasked Estep ConsiderDeletion Score: -7242209.000000 Penalty: 38497.164062 Iteration 73Q: 22 clusters Score -7242209 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8586 members Mstep: Class 2 contains 13578 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12999 members Mstep: Class 5 contains 590 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1784 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2558 members Mstep: Class 11 contains 1767 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3123 members Mstep: Class 14 contains 3719 members Mstep: Class 15 contains 9410 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4472 members Mstep: Class 19 contains 803 members Mstep: Class 20 contains 1101 members Mstep: Class 21 contains 1542 members Mstep: Class 23 contains 2705 members Entering Unmasked Estep ConsiderDeletion Score: -7242197.500000 Penalty: 38497.164062 Iteration 74Q: 22 clusters Score -7242198 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8587 members Mstep: Class 2 contains 13578 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12998 members Mstep: Class 5 contains 590 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1784 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2557 members Mstep: Class 11 contains 1767 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3123 members Mstep: Class 14 contains 3722 members Mstep: Class 15 contains 9411 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4472 members Mstep: Class 19 contains 802 members Mstep: Class 20 contains 1101 members Mstep: Class 21 contains 1539 members Mstep: Class 23 contains 2706 members Entering Unmasked Estep ConsiderDeletion Score: -7242215.000000 Penalty: 38497.164062 Iteration 75Q: 22 clusters Score -7242215 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8588 members Mstep: Class 2 contains 13578 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12995 members Mstep: Class 5 contains 590 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1784 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2556 members Mstep: Class 11 contains 1767 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3123 members Mstep: Class 14 contains 3729 members Mstep: Class 15 contains 9411 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4472 members Mstep: Class 19 contains 801 members Mstep: Class 20 contains 1101 members Mstep: Class 21 contains 1534 members Mstep: Class 23 contains 2708 members Entering Unmasked Estep ConsiderDeletion Score: -7242233.500000 Penalty: 38497.164062 Iteration 76Q: 22 clusters Score -7242234 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8587 members Mstep: Class 2 contains 13578 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12994 members Mstep: Class 5 contains 591 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1784 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2555 members Mstep: Class 11 contains 1767 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3123 members Mstep: Class 14 contains 3731 members Mstep: Class 15 contains 9412 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4472 members Mstep: Class 19 contains 801 members Mstep: Class 20 contains 1101 members Mstep: Class 21 contains 1533 members Mstep: Class 23 contains 2708 members Entering Unmasked Estep ConsiderDeletion Score: -7242232.500000 Penalty: 38497.164062 Iteration 77Q: 22 clusters Score -7242232 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8584 members Mstep: Class 2 contains 13577 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12994 members Mstep: Class 5 contains 592 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1784 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2554 members Mstep: Class 11 contains 1767 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3123 members Mstep: Class 14 contains 3732 members Mstep: Class 15 contains 9412 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4472 members Mstep: Class 19 contains 800 members Mstep: Class 20 contains 1101 members Mstep: Class 21 contains 1537 members Mstep: Class 23 contains 2708 members Entering Unmasked Estep ConsiderDeletion Score: -7242231.500000 Penalty: 38497.164062 Iteration 78Q: 22 clusters Score -7242232 nChanged 6 Entering ConstructFrom: Score: -7242231.500000 Penalty: 38497.164062 Entering ConstructFrom: Trying to split cluster 1 (8583 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8583 members Entering Unmasked Estep Score: -821046.312500 Penalty: 1471.850098 Iteration 0F: 2 clusters Score -821046.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -814792.125000 Penalty: 2943.700195 Iteration 0F: 3 clusters Score -814792.1 nChanged 3667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -816855.750000 Penalty: 2943.700195 Iteration 1F: 3 clusters Score -816855.8 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -817161.312500 Penalty: 2943.700195 Iteration 2F: 3 clusters Score -817161.3 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -817408.125000 Penalty: 2943.700195 Iteration 3F: 3 clusters Score -817408.1 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -817628.250000 Penalty: 2943.700195 Iteration 4F: 3 clusters Score -817628.2 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -817817.625000 Penalty: 2943.700195 Iteration 5Q: 3 clusters Score -817817.6 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -817976.625000 Penalty: 2943.700195 Iteration 6Q: 3 clusters Score -817976.6 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -818119.312500 Penalty: 2943.700195 Iteration 7Q: 3 clusters Score -818119.3 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -818256.500000 Penalty: 2943.700195 Iteration 8Q: 3 clusters Score -818256.5 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -818366.187500 Penalty: 2943.700195 Iteration 9Q: 3 clusters Score -818366.2 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -818434.062500 Penalty: 2943.700195 Iteration 10Q: 3 clusters Score -818434.1 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -818495.437500 Penalty: 2943.700195 Iteration 11Q: 3 clusters Score -818495.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -818542.687500 Penalty: 2943.700195 Iteration 12Q: 3 clusters Score -818542.7 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 5074 members Entering Unmasked Estep Score: -818571.687500 Penalty: 2943.700195 Iteration 13Q: 3 clusters Score -818571.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -818595.437500 Penalty: 2943.700195 Iteration 14Q: 3 clusters Score -818595.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 5150 members Entering Unmasked Estep Score: -818615.625000 Penalty: 2943.700195 Iteration 15Q: 3 clusters Score -818615.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 5200 members Entering Unmasked Estep Score: -818635.125000 Penalty: 2943.700195 Iteration 16Q: 3 clusters Score -818635.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 5266 members Entering Unmasked Estep Score: -818654.875000 Penalty: 2943.700195 Iteration 17Q: 3 clusters Score -818654.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 5317 members Entering Unmasked Estep Score: -818673.625000 Penalty: 2943.700195 Iteration 18Q: 3 clusters Score -818673.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 5384 members Entering Unmasked Estep Score: -818702.125000 Penalty: 2943.700195 Iteration 19Q: 3 clusters Score -818702.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 5461 members Entering Unmasked Estep Score: -818728.687500 Penalty: 2943.700195 Iteration 20F: 3 clusters Score -818728.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 5538 members Entering Unmasked Estep Score: -818758.187500 Penalty: 2943.700195 Iteration 21Q: 3 clusters Score -818758.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -818777.500000 Penalty: 2943.700195 Iteration 22Q: 3 clusters Score -818777.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 5673 members Entering Unmasked Estep Score: -818799.062500 Penalty: 2943.700195 Iteration 23Q: 3 clusters Score -818799.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -818810.437500 Penalty: 2943.700195 Iteration 24Q: 3 clusters Score -818810.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 5799 members Entering Unmasked Estep Score: -818829.125000 Penalty: 2943.700195 Iteration 25Q: 3 clusters Score -818829.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 5869 members Entering Unmasked Estep Score: -818849.875000 Penalty: 2943.700195 Iteration 26Q: 3 clusters Score -818849.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 5938 members Entering Unmasked Estep Score: -818870.250000 Penalty: 2943.700195 Iteration 27Q: 3 clusters Score -818870.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 6011 members Entering Unmasked Estep Score: -818889.125000 Penalty: 2943.700195 Iteration 28Q: 3 clusters Score -818889.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -818911.562500 Penalty: 2943.700195 Iteration 29Q: 3 clusters Score -818911.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 6163 members Entering Unmasked Estep Score: -818934.062500 Penalty: 2943.700195 Iteration 30Q: 3 clusters Score -818934.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 6239 members Entering Unmasked Estep Score: -818953.000000 Penalty: 2943.700195 Iteration 31Q: 3 clusters Score -818953 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 6318 members Entering Unmasked Estep Score: -818976.125000 Penalty: 2943.700195 Iteration 32Q: 3 clusters Score -818976.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 6406 members Entering Unmasked Estep Score: -819004.250000 Penalty: 2943.700195 Iteration 33Q: 3 clusters Score -819004.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 6498 members Entering Unmasked Estep Score: -819028.187500 Penalty: 2943.700195 Iteration 34Q: 3 clusters Score -819028.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 6583 members Entering Unmasked Estep Score: -819057.937500 Penalty: 2943.700195 Iteration 35Q: 3 clusters Score -819057.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 6660 members Entering Unmasked Estep Score: -819081.312500 Penalty: 2943.700195 Iteration 36Q: 3 clusters Score -819081.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 6748 members Entering Unmasked Estep Score: -819110.687500 Penalty: 2943.700195 Iteration 37Q: 3 clusters Score -819110.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 6831 members Entering Unmasked Estep Score: -819134.062500 Penalty: 2943.700195 Iteration 38Q: 3 clusters Score -819134.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 6916 members Entering Unmasked Estep Score: -819163.250000 Penalty: 2943.700195 Iteration 39Q: 3 clusters Score -819163.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 7011 members Entering Unmasked Estep Score: -819197.875000 Penalty: 2943.700195 Iteration 40F: 3 clusters Score -819197.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 7102 members Entering Unmasked Estep Score: -819230.937500 Penalty: 2943.700195 Iteration 41Q: 3 clusters Score -819230.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 7192 members Entering Unmasked Estep Score: -819268.437500 Penalty: 2943.700195 Iteration 42Q: 3 clusters Score -819268.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 7280 members Entering Unmasked Estep Score: -819302.250000 Penalty: 2943.700195 Iteration 43Q: 3 clusters Score -819302.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 7368 members Entering Unmasked Estep Score: -819339.937500 Penalty: 2943.700195 Iteration 44Q: 3 clusters Score -819339.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 7457 members Entering Unmasked Estep Score: -819382.937500 Penalty: 2943.700195 Iteration 45Q: 3 clusters Score -819382.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 7561 members Entering Unmasked Estep Score: -819440.437500 Penalty: 2943.700195 Iteration 46Q: 3 clusters Score -819440.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 7656 members Entering Unmasked Estep Score: -819493.812500 Penalty: 2943.700195 Iteration 47Q: 3 clusters Score -819493.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 7731 members Entering Unmasked Estep Score: -819537.687500 Penalty: 2943.700195 Iteration 48Q: 3 clusters Score -819537.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 7788 members Entering Unmasked Estep Score: -819569.187500 Penalty: 2943.700195 Iteration 49Q: 3 clusters Score -819569.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 7835 members Entering Unmasked Estep Score: -819604.562500 Penalty: 2943.700195 Iteration 50Q: 3 clusters Score -819604.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 7882 members Entering Unmasked Estep Score: -819642.437500 Penalty: 2943.700195 Iteration 51Q: 3 clusters Score -819642.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 7928 members Entering Unmasked Estep Score: -819676.312500 Penalty: 2943.700195 Iteration 52Q: 3 clusters Score -819676.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 7973 members Entering Unmasked Estep Score: -819702.625000 Penalty: 2943.700195 Iteration 53Q: 3 clusters Score -819702.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 8006 members Entering Unmasked Estep Score: -819723.187500 Penalty: 2943.700195 Iteration 54Q: 3 clusters Score -819723.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 8030 members Entering Unmasked Estep Score: -819738.250000 Penalty: 2943.700195 Iteration 55Q: 3 clusters Score -819738.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 8041 members Entering Unmasked Estep Score: -819746.875000 Penalty: 2943.700195 Iteration 56Q: 3 clusters Score -819746.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 8053 members Entering Unmasked Estep Score: -819750.750000 Penalty: 2943.700195 Iteration 57Q: 3 clusters Score -819750.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 8060 members Entering Unmasked Estep Score: -819757.312500 Penalty: 2943.700195 Iteration 58Q: 3 clusters Score -819757.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 8069 members Entering Unmasked Estep Score: -819763.687500 Penalty: 2943.700195 Iteration 59Q: 3 clusters Score -819763.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 8079 members Entering Unmasked Estep Score: -819766.312500 Penalty: 2943.700195 Iteration 60F: 3 clusters Score -819766.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 8086 members Entering Unmasked Estep Score: -819768.312500 Penalty: 2943.700195 Iteration 61Q: 3 clusters Score -819768.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 8092 members Entering Unmasked Estep Score: -819770.375000 Penalty: 2943.700195 Iteration 62Q: 3 clusters Score -819770.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 8095 members Entering Unmasked Estep Score: -819771.312500 Penalty: 2943.700195 Iteration 63Q: 3 clusters Score -819771.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 8098 members Entering Unmasked Estep Score: -819774.000000 Penalty: 2943.700195 Iteration 64Q: 3 clusters Score -819774 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 8101 members Entering Unmasked Estep Score: -819776.562500 Penalty: 2943.700195 Iteration 65Q: 3 clusters Score -819776.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 8104 members Entering Unmasked Estep Score: -819776.750000 Penalty: 2943.700195 Iteration 66Q: 3 clusters Score -819776.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 8108 members Entering Unmasked Estep Score: -819780.375000 Penalty: 2943.700195 Iteration 67Q: 3 clusters Score -819780.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 8112 members Entering Unmasked Estep Score: -819782.625000 Penalty: 2943.700195 Iteration 68Q: 3 clusters Score -819782.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 8118 members Entering Unmasked Estep Score: -819786.312500 Penalty: 2943.700195 Iteration 69Q: 3 clusters Score -819786.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 8122 members Entering Unmasked Estep Score: -819785.687500 Penalty: 2943.700195 Iteration 70Q: 3 clusters Score -819785.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 8125 members Entering Unmasked Estep Score: -819787.375000 Penalty: 2943.700195 Iteration 71Q: 3 clusters Score -819787.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 8126 members Entering Unmasked Estep Score: -819786.625000 Penalty: 2943.700195 Iteration 72Q: 3 clusters Score -819786.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 8126 members Entering Unmasked Estep Score: -819786.625000 Penalty: 2943.700195 Iteration 73F: 3 clusters Score -819786.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (13577 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13577 members Entering Unmasked Estep Score: -1303974.500000 Penalty: 1546.371460 Iteration 0F: 2 clusters Score -1303974 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6719 members Mstep: Class 2 contains 6858 members Entering Unmasked Estep Score: -1294538.625000 Penalty: 3092.742920 Iteration 0F: 3 clusters Score -1294539 nChanged 6046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6507 members Mstep: Class 2 contains 7070 members Entering Unmasked Estep Score: -1297890.125000 Penalty: 3092.742920 Iteration 1F: 3 clusters Score -1297890 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6434 members Mstep: Class 2 contains 7143 members Entering Unmasked Estep Score: -1298555.500000 Penalty: 3092.742920 Iteration 2F: 3 clusters Score -1298556 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6508 members Mstep: Class 2 contains 7069 members Entering Unmasked Estep Score: -1299400.375000 Penalty: 3092.742920 Iteration 3F: 3 clusters Score -1299400 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6771 members Mstep: Class 2 contains 6806 members Entering Unmasked Estep Score: -1300333.625000 Penalty: 3092.742920 Iteration 4F: 3 clusters Score -1300334 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7070 members Mstep: Class 2 contains 6507 members Entering Unmasked Estep Score: -1301142.500000 Penalty: 3092.742920 Iteration 5F: 3 clusters Score -1301142 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7357 members Mstep: Class 2 contains 6220 members Entering Unmasked Estep Score: -1301798.750000 Penalty: 3092.742920 Iteration 6F: 3 clusters Score -1301799 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7615 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -1302221.125000 Penalty: 3092.742920 Iteration 7F: 3 clusters Score -1302221 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7824 members Mstep: Class 2 contains 5753 members Entering Unmasked Estep Score: -1302475.250000 Penalty: 3092.742920 Iteration 8Q: 3 clusters Score -1302475 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7977 members Mstep: Class 2 contains 5600 members Entering Unmasked Estep Score: -1302651.625000 Penalty: 3092.742920 Iteration 9Q: 3 clusters Score -1302652 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8123 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -1302774.500000 Penalty: 3092.742920 Iteration 10Q: 3 clusters Score -1302774 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8233 members Mstep: Class 2 contains 5344 members Entering Unmasked Estep Score: -1302842.250000 Penalty: 3092.742920 Iteration 11Q: 3 clusters Score -1302842 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8317 members Mstep: Class 2 contains 5260 members Entering Unmasked Estep Score: -1302879.625000 Penalty: 3092.742920 Iteration 12Q: 3 clusters Score -1302880 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8393 members Mstep: Class 2 contains 5184 members Entering Unmasked Estep Score: -1302910.000000 Penalty: 3092.742920 Iteration 13Q: 3 clusters Score -1302910 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8463 members Mstep: Class 2 contains 5114 members Entering Unmasked Estep Score: -1302929.750000 Penalty: 3092.742920 Iteration 14Q: 3 clusters Score -1302930 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8540 members Mstep: Class 2 contains 5037 members Entering Unmasked Estep Score: -1302947.250000 Penalty: 3092.742920 Iteration 15Q: 3 clusters Score -1302947 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8619 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -1302966.250000 Penalty: 3092.742920 Iteration 16Q: 3 clusters Score -1302966 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8695 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -1302980.250000 Penalty: 3092.742920 Iteration 17Q: 3 clusters Score -1302980 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8766 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -1302996.125000 Penalty: 3092.742920 Iteration 18Q: 3 clusters Score -1302996 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8825 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -1303008.875000 Penalty: 3092.742920 Iteration 19Q: 3 clusters Score -1303009 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8891 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -1303020.625000 Penalty: 3092.742920 Iteration 20F: 3 clusters Score -1303021 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8952 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -1303032.000000 Penalty: 3092.742920 Iteration 21Q: 3 clusters Score -1303032 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9000 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -1303043.500000 Penalty: 3092.742920 Iteration 22Q: 3 clusters Score -1303044 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9058 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -1303052.625000 Penalty: 3092.742920 Iteration 23Q: 3 clusters Score -1303053 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9121 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -1303060.750000 Penalty: 3092.742920 Iteration 24Q: 3 clusters Score -1303061 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9181 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -1303074.625000 Penalty: 3092.742920 Iteration 25Q: 3 clusters Score -1303075 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9248 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -1303090.625000 Penalty: 3092.742920 Iteration 26Q: 3 clusters Score -1303091 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9310 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -1303105.125000 Penalty: 3092.742920 Iteration 27Q: 3 clusters Score -1303105 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9368 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -1303112.625000 Penalty: 3092.742920 Iteration 28Q: 3 clusters Score -1303113 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9426 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -1303125.875000 Penalty: 3092.742920 Iteration 29Q: 3 clusters Score -1303126 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9480 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -1303145.000000 Penalty: 3092.742920 Iteration 30Q: 3 clusters Score -1303145 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9530 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -1303153.375000 Penalty: 3092.742920 Iteration 31Q: 3 clusters Score -1303153 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9590 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -1303162.375000 Penalty: 3092.742920 Iteration 32Q: 3 clusters Score -1303162 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9651 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -1303175.500000 Penalty: 3092.742920 Iteration 33Q: 3 clusters Score -1303176 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9711 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -1303190.125000 Penalty: 3092.742920 Iteration 34Q: 3 clusters Score -1303190 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9778 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -1303213.375000 Penalty: 3092.742920 Iteration 35Q: 3 clusters Score -1303213 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9854 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -1303225.500000 Penalty: 3092.742920 Iteration 36Q: 3 clusters Score -1303226 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9930 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -1303249.250000 Penalty: 3092.742920 Iteration 37Q: 3 clusters Score -1303249 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9995 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -1303259.250000 Penalty: 3092.742920 Iteration 38Q: 3 clusters Score -1303259 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10051 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -1303272.375000 Penalty: 3092.742920 Iteration 39Q: 3 clusters Score -1303272 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10107 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -1303284.750000 Penalty: 3092.742920 Iteration 40F: 3 clusters Score -1303285 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10173 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -1303299.875000 Penalty: 3092.742920 Iteration 41Q: 3 clusters Score -1303300 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10254 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -1303325.125000 Penalty: 3092.742920 Iteration 42Q: 3 clusters Score -1303325 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10332 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -1303350.750000 Penalty: 3092.742920 Iteration 43Q: 3 clusters Score -1303351 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10407 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -1303367.000000 Penalty: 3092.742920 Iteration 44Q: 3 clusters Score -1303367 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10484 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -1303394.875000 Penalty: 3092.742920 Iteration 45Q: 3 clusters Score -1303395 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10576 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -1303428.750000 Penalty: 3092.742920 Iteration 46Q: 3 clusters Score -1303429 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10681 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -1303467.625000 Penalty: 3092.742920 Iteration 47Q: 3 clusters Score -1303468 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10774 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -1303495.250000 Penalty: 3092.742920 Iteration 48Q: 3 clusters Score -1303495 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10847 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -1303522.500000 Penalty: 3092.742920 Iteration 49Q: 3 clusters Score -1303522 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10907 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -1303542.750000 Penalty: 3092.742920 Iteration 50Q: 3 clusters Score -1303543 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10965 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -1303564.125000 Penalty: 3092.742920 Iteration 51Q: 3 clusters Score -1303564 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11035 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -1303598.250000 Penalty: 3092.742920 Iteration 52Q: 3 clusters Score -1303598 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11111 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -1303637.875000 Penalty: 3092.742920 Iteration 53Q: 3 clusters Score -1303638 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11195 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -1303671.250000 Penalty: 3092.742920 Iteration 54Q: 3 clusters Score -1303671 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11269 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -1303714.125000 Penalty: 3092.742920 Iteration 55Q: 3 clusters Score -1303714 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11338 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -1303741.250000 Penalty: 3092.742920 Iteration 56Q: 3 clusters Score -1303741 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11407 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -1303765.000000 Penalty: 3092.742920 Iteration 57Q: 3 clusters Score -1303765 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11466 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -1303784.625000 Penalty: 3092.742920 Iteration 58Q: 3 clusters Score -1303785 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11518 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -1303807.500000 Penalty: 3092.742920 Iteration 59Q: 3 clusters Score -1303808 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11568 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -1303825.000000 Penalty: 3092.742920 Iteration 60F: 3 clusters Score -1303825 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11616 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -1303837.125000 Penalty: 3092.742920 Iteration 61Q: 3 clusters Score -1303837 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11660 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -1303852.125000 Penalty: 3092.742920 Iteration 62Q: 3 clusters Score -1303852 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11690 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -1303857.375000 Penalty: 3092.742920 Iteration 63Q: 3 clusters Score -1303857 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11719 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -1303866.000000 Penalty: 3092.742920 Iteration 64Q: 3 clusters Score -1303866 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11736 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -1303867.250000 Penalty: 3092.742920 Iteration 65Q: 3 clusters Score -1303867 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11746 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -1303871.750000 Penalty: 3092.742920 Iteration 66Q: 3 clusters Score -1303872 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11754 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -1303875.500000 Penalty: 3092.742920 Iteration 67Q: 3 clusters Score -1303876 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11767 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -1303878.875000 Penalty: 3092.742920 Iteration 68Q: 3 clusters Score -1303879 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11776 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -1303879.375000 Penalty: 3092.742920 Iteration 69Q: 3 clusters Score -1303879 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11784 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -1303880.000000 Penalty: 3092.742920 Iteration 70Q: 3 clusters Score -1303880 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11793 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -1303884.000000 Penalty: 3092.742920 Iteration 71Q: 3 clusters Score -1303884 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11807 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -1303887.625000 Penalty: 3092.742920 Iteration 72Q: 3 clusters Score -1303888 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11819 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -1303889.375000 Penalty: 3092.742920 Iteration 73Q: 3 clusters Score -1303889 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11832 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -1303887.625000 Penalty: 3092.742920 Iteration 74Q: 3 clusters Score -1303888 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11842 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -1303894.000000 Penalty: 3092.742920 Iteration 75Q: 3 clusters Score -1303894 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11845 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -1303893.125000 Penalty: 3092.742920 Iteration 76Q: 3 clusters Score -1303893 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11847 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -1303891.125000 Penalty: 3092.742920 Iteration 77Q: 3 clusters Score -1303891 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11848 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -1303891.250000 Penalty: 3092.742920 Iteration 78Q: 3 clusters Score -1303891 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11848 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -1303891.250000 Penalty: 3092.742920 Iteration 79F: 3 clusters Score -1303891 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1703 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Entering Unmasked Estep Score: -161495.687500 Penalty: 1209.023804 Iteration 0F: 2 clusters Score -161495.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -159591.218750 Penalty: 2418.047607 Iteration 0F: 3 clusters Score -159591.2 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -159947.484375 Penalty: 2418.047607 Iteration 1F: 3 clusters Score -159947.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -160054.593750 Penalty: 2418.047607 Iteration 2F: 3 clusters Score -160054.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -160140.203125 Penalty: 2418.047607 Iteration 3F: 3 clusters Score -160140.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -160200.140625 Penalty: 2418.047607 Iteration 4Q: 3 clusters Score -160200.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -160263.531250 Penalty: 2418.047607 Iteration 5Q: 3 clusters Score -160263.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -160312.250000 Penalty: 2418.047607 Iteration 6Q: 3 clusters Score -160312.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -160355.843750 Penalty: 2418.047607 Iteration 7Q: 3 clusters Score -160355.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -160383.718750 Penalty: 2418.047607 Iteration 8Q: 3 clusters Score -160383.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -160401.078125 Penalty: 2418.047607 Iteration 9Q: 3 clusters Score -160401.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -160418.062500 Penalty: 2418.047607 Iteration 10Q: 3 clusters Score -160418.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -160425.671875 Penalty: 2418.047607 Iteration 11Q: 3 clusters Score -160425.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -160428.734375 Penalty: 2418.047607 Iteration 12Q: 3 clusters Score -160428.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -160432.843750 Penalty: 2418.047607 Iteration 13Q: 3 clusters Score -160432.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -160434.734375 Penalty: 2418.047607 Iteration 14Q: 3 clusters Score -160434.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -160439.484375 Penalty: 2418.047607 Iteration 15Q: 3 clusters Score -160439.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -160447.234375 Penalty: 2418.047607 Iteration 16Q: 3 clusters Score -160447.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -160449.109375 Penalty: 2418.047607 Iteration 17Q: 3 clusters Score -160449.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -160449.109375 Penalty: 2418.047607 Iteration 18F: 3 clusters Score -160449.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (12994 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12994 members Entering Unmasked Estep Score: -1212471.000000 Penalty: 1539.239502 Iteration 0F: 2 clusters Score -1212471 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6498 members Mstep: Class 2 contains 6496 members Entering Unmasked Estep Score: -1203373.375000 Penalty: 3078.479004 Iteration 0F: 3 clusters Score -1203373 nChanged 5711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6353 members Mstep: Class 2 contains 6641 members Entering Unmasked Estep Score: -1206543.875000 Penalty: 3078.479004 Iteration 1F: 3 clusters Score -1206544 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6289 members Mstep: Class 2 contains 6705 members Entering Unmasked Estep Score: -1206906.250000 Penalty: 3078.479004 Iteration 2F: 3 clusters Score -1206906 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6260 members Mstep: Class 2 contains 6734 members Entering Unmasked Estep Score: -1207216.125000 Penalty: 3078.479004 Iteration 3F: 3 clusters Score -1207216 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 6743 members Entering Unmasked Estep Score: -1207509.375000 Penalty: 3078.479004 Iteration 4Q: 3 clusters Score -1207509 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6224 members Mstep: Class 2 contains 6770 members Entering Unmasked Estep Score: -1207805.375000 Penalty: 3078.479004 Iteration 5Q: 3 clusters Score -1207805 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6195 members Mstep: Class 2 contains 6799 members Entering Unmasked Estep Score: -1208090.875000 Penalty: 3078.479004 Iteration 6Q: 3 clusters Score -1208091 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6188 members Mstep: Class 2 contains 6806 members Entering Unmasked Estep Score: -1208323.500000 Penalty: 3078.479004 Iteration 7Q: 3 clusters Score -1208324 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 6787 members Entering Unmasked Estep Score: -1208575.500000 Penalty: 3078.479004 Iteration 8Q: 3 clusters Score -1208576 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 6787 members Entering Unmasked Estep Score: -1208856.375000 Penalty: 3078.479004 Iteration 9Q: 3 clusters Score -1208856 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6171 members Mstep: Class 2 contains 6823 members Entering Unmasked Estep Score: -1209092.500000 Penalty: 3078.479004 Iteration 10Q: 3 clusters Score -1209092 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6126 members Mstep: Class 2 contains 6868 members Entering Unmasked Estep Score: -1209298.500000 Penalty: 3078.479004 Iteration 11Q: 3 clusters Score -1209298 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 6932 members Entering Unmasked Estep Score: -1209472.625000 Penalty: 3078.479004 Iteration 12Q: 3 clusters Score -1209473 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5965 members Mstep: Class 2 contains 7029 members Entering Unmasked Estep Score: -1209627.000000 Penalty: 3078.479004 Iteration 13Q: 3 clusters Score -1209627 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 7133 members Entering Unmasked Estep Score: -1209743.500000 Penalty: 3078.479004 Iteration 14Q: 3 clusters Score -1209744 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5765 members Mstep: Class 2 contains 7229 members Entering Unmasked Estep Score: -1209833.750000 Penalty: 3078.479004 Iteration 15Q: 3 clusters Score -1209834 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5646 members Mstep: Class 2 contains 7348 members Entering Unmasked Estep Score: -1209916.250000 Penalty: 3078.479004 Iteration 16Q: 3 clusters Score -1209916 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5524 members Mstep: Class 2 contains 7470 members Entering Unmasked Estep Score: -1209984.125000 Penalty: 3078.479004 Iteration 17Q: 3 clusters Score -1209984 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 7585 members Entering Unmasked Estep Score: -1210053.875000 Penalty: 3078.479004 Iteration 18Q: 3 clusters Score -1210054 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 7707 members Entering Unmasked Estep Score: -1210124.375000 Penalty: 3078.479004 Iteration 19Q: 3 clusters Score -1210124 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 7829 members Entering Unmasked Estep Score: -1210187.750000 Penalty: 3078.479004 Iteration 20F: 3 clusters Score -1210188 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5057 members Mstep: Class 2 contains 7937 members Entering Unmasked Estep Score: -1210241.500000 Penalty: 3078.479004 Iteration 21Q: 3 clusters Score -1210242 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 8052 members Entering Unmasked Estep Score: -1210290.250000 Penalty: 3078.479004 Iteration 22Q: 3 clusters Score -1210290 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4841 members Mstep: Class 2 contains 8153 members Entering Unmasked Estep Score: -1210328.500000 Penalty: 3078.479004 Iteration 23Q: 3 clusters Score -1210328 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 8259 members Entering Unmasked Estep Score: -1210362.500000 Penalty: 3078.479004 Iteration 24Q: 3 clusters Score -1210362 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 8350 members Entering Unmasked Estep Score: -1210387.000000 Penalty: 3078.479004 Iteration 25Q: 3 clusters Score -1210387 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 8439 members Entering Unmasked Estep Score: -1210413.500000 Penalty: 3078.479004 Iteration 26Q: 3 clusters Score -1210414 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 8522 members Entering Unmasked Estep Score: -1210435.375000 Penalty: 3078.479004 Iteration 27Q: 3 clusters Score -1210435 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 8605 members Entering Unmasked Estep Score: -1210452.500000 Penalty: 3078.479004 Iteration 28Q: 3 clusters Score -1210452 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 8689 members Entering Unmasked Estep Score: -1210474.625000 Penalty: 3078.479004 Iteration 29Q: 3 clusters Score -1210475 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 8782 members Entering Unmasked Estep Score: -1210498.000000 Penalty: 3078.479004 Iteration 30Q: 3 clusters Score -1210498 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 8876 members Entering Unmasked Estep Score: -1210523.625000 Penalty: 3078.479004 Iteration 31Q: 3 clusters Score -1210524 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 8958 members Entering Unmasked Estep Score: -1210547.500000 Penalty: 3078.479004 Iteration 32Q: 3 clusters Score -1210548 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 9062 members Entering Unmasked Estep Score: -1210582.750000 Penalty: 3078.479004 Iteration 33Q: 3 clusters Score -1210583 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 9167 members Entering Unmasked Estep Score: -1210611.875000 Penalty: 3078.479004 Iteration 34Q: 3 clusters Score -1210612 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 9253 members Entering Unmasked Estep Score: -1210639.875000 Penalty: 3078.479004 Iteration 35Q: 3 clusters Score -1210640 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 9336 members Entering Unmasked Estep Score: -1210662.125000 Penalty: 3078.479004 Iteration 36Q: 3 clusters Score -1210662 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 9408 members Entering Unmasked Estep Score: -1210683.500000 Penalty: 3078.479004 Iteration 37Q: 3 clusters Score -1210684 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 9484 members Entering Unmasked Estep Score: -1210705.625000 Penalty: 3078.479004 Iteration 38Q: 3 clusters Score -1210706 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 9556 members Entering Unmasked Estep Score: -1210724.125000 Penalty: 3078.479004 Iteration 39Q: 3 clusters Score -1210724 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 9624 members Entering Unmasked Estep Score: -1210744.750000 Penalty: 3078.479004 Iteration 40F: 3 clusters Score -1210745 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 9697 members Entering Unmasked Estep Score: -1210762.625000 Penalty: 3078.479004 Iteration 41Q: 3 clusters Score -1210763 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 9759 members Entering Unmasked Estep Score: -1210778.625000 Penalty: 3078.479004 Iteration 42Q: 3 clusters Score -1210779 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 9822 members Entering Unmasked Estep Score: -1210791.375000 Penalty: 3078.479004 Iteration 43Q: 3 clusters Score -1210791 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 9876 members Entering Unmasked Estep Score: -1210805.375000 Penalty: 3078.479004 Iteration 44Q: 3 clusters Score -1210805 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 9942 members Entering Unmasked Estep Score: -1210819.125000 Penalty: 3078.479004 Iteration 45Q: 3 clusters Score -1210819 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 9998 members Entering Unmasked Estep Score: -1210836.250000 Penalty: 3078.479004 Iteration 46Q: 3 clusters Score -1210836 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 10046 members Entering Unmasked Estep Score: -1210846.125000 Penalty: 3078.479004 Iteration 47Q: 3 clusters Score -1210846 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 10087 members Entering Unmasked Estep Score: -1210858.500000 Penalty: 3078.479004 Iteration 48Q: 3 clusters Score -1210858 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 10139 members Entering Unmasked Estep Score: -1210871.625000 Penalty: 3078.479004 Iteration 49Q: 3 clusters Score -1210872 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 10189 members Entering Unmasked Estep Score: -1210883.625000 Penalty: 3078.479004 Iteration 50Q: 3 clusters Score -1210884 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 10233 members Entering Unmasked Estep Score: -1210891.375000 Penalty: 3078.479004 Iteration 51Q: 3 clusters Score -1210891 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 10264 members Entering Unmasked Estep Score: -1210895.625000 Penalty: 3078.479004 Iteration 52Q: 3 clusters Score -1210896 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 10289 members Entering Unmasked Estep Score: -1210897.875000 Penalty: 3078.479004 Iteration 53Q: 3 clusters Score -1210898 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 10303 members Entering Unmasked Estep Score: -1210899.750000 Penalty: 3078.479004 Iteration 54Q: 3 clusters Score -1210900 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 10324 members Entering Unmasked Estep Score: -1210903.125000 Penalty: 3078.479004 Iteration 55Q: 3 clusters Score -1210903 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 10345 members Entering Unmasked Estep Score: -1210908.125000 Penalty: 3078.479004 Iteration 56Q: 3 clusters Score -1210908 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 10365 members Entering Unmasked Estep Score: -1210912.000000 Penalty: 3078.479004 Iteration 57Q: 3 clusters Score -1210912 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 10390 members Entering Unmasked Estep Score: -1210913.000000 Penalty: 3078.479004 Iteration 58Q: 3 clusters Score -1210913 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 10412 members Entering Unmasked Estep Score: -1210920.125000 Penalty: 3078.479004 Iteration 59Q: 3 clusters Score -1210920 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 10435 members Entering Unmasked Estep Score: -1210927.125000 Penalty: 3078.479004 Iteration 60F: 3 clusters Score -1210927 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 10457 members Entering Unmasked Estep Score: -1210927.500000 Penalty: 3078.479004 Iteration 61Q: 3 clusters Score -1210928 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 10481 members Entering Unmasked Estep Score: -1210930.000000 Penalty: 3078.479004 Iteration 62Q: 3 clusters Score -1210930 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 10504 members Entering Unmasked Estep Score: -1210935.125000 Penalty: 3078.479004 Iteration 63Q: 3 clusters Score -1210935 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 10525 members Entering Unmasked Estep Score: -1210939.125000 Penalty: 3078.479004 Iteration 64Q: 3 clusters Score -1210939 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 10549 members Entering Unmasked Estep Score: -1210942.000000 Penalty: 3078.479004 Iteration 65Q: 3 clusters Score -1210942 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 10564 members Entering Unmasked Estep Score: -1210947.750000 Penalty: 3078.479004 Iteration 66Q: 3 clusters Score -1210948 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 10577 members Entering Unmasked Estep Score: -1210947.625000 Penalty: 3078.479004 Iteration 67Q: 3 clusters Score -1210948 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 10588 members Entering Unmasked Estep Score: -1210949.750000 Penalty: 3078.479004 Iteration 68Q: 3 clusters Score -1210950 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 10603 members Entering Unmasked Estep Score: -1210948.250000 Penalty: 3078.479004 Iteration 69Q: 3 clusters Score -1210948 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 10619 members Entering Unmasked Estep Score: -1210950.875000 Penalty: 3078.479004 Iteration 70Q: 3 clusters Score -1210951 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 10634 members Entering Unmasked Estep Score: -1210951.250000 Penalty: 3078.479004 Iteration 71Q: 3 clusters Score -1210951 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 10647 members Entering Unmasked Estep Score: -1210957.250000 Penalty: 3078.479004 Iteration 72Q: 3 clusters Score -1210957 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 10661 members Entering Unmasked Estep Score: -1210959.000000 Penalty: 3078.479004 Iteration 73Q: 3 clusters Score -1210959 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 10679 members Entering Unmasked Estep Score: -1210963.125000 Penalty: 3078.479004 Iteration 74Q: 3 clusters Score -1210963 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 10701 members Entering Unmasked Estep Score: -1210967.000000 Penalty: 3078.479004 Iteration 75Q: 3 clusters Score -1210967 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 10722 members Entering Unmasked Estep Score: -1210969.750000 Penalty: 3078.479004 Iteration 76Q: 3 clusters Score -1210970 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 10743 members Entering Unmasked Estep Score: -1210972.125000 Penalty: 3078.479004 Iteration 77Q: 3 clusters Score -1210972 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 10759 members Entering Unmasked Estep Score: -1210975.875000 Penalty: 3078.479004 Iteration 78Q: 3 clusters Score -1210976 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 10768 members Entering Unmasked Estep Score: -1210980.000000 Penalty: 3078.479004 Iteration 79Q: 3 clusters Score -1210980 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 10781 members Entering Unmasked Estep Score: -1210977.625000 Penalty: 3078.479004 Iteration 80F: 3 clusters Score -1210978 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 10797 members Entering Unmasked Estep Score: -1210980.750000 Penalty: 3078.479004 Iteration 81Q: 3 clusters Score -1210981 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 10814 members Entering Unmasked Estep Score: -1210983.250000 Penalty: 3078.479004 Iteration 82Q: 3 clusters Score -1210983 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 10832 members Entering Unmasked Estep Score: -1210989.125000 Penalty: 3078.479004 Iteration 83Q: 3 clusters Score -1210989 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 10843 members Entering Unmasked Estep Score: -1210990.125000 Penalty: 3078.479004 Iteration 84Q: 3 clusters Score -1210990 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 10855 members Entering Unmasked Estep Score: -1210993.375000 Penalty: 3078.479004 Iteration 85Q: 3 clusters Score -1210993 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 10870 members Entering Unmasked Estep Score: -1210997.875000 Penalty: 3078.479004 Iteration 86Q: 3 clusters Score -1210998 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 10880 members Entering Unmasked Estep Score: -1211000.125000 Penalty: 3078.479004 Iteration 87Q: 3 clusters Score -1211000 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 10886 members Entering Unmasked Estep Score: -1211002.375000 Penalty: 3078.479004 Iteration 88Q: 3 clusters Score -1211002 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 10899 members Entering Unmasked Estep Score: -1210999.125000 Penalty: 3078.479004 Iteration 89Q: 3 clusters Score -1210999 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 10907 members Entering Unmasked Estep Score: -1211001.625000 Penalty: 3078.479004 Iteration 90Q: 3 clusters Score -1211002 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 10915 members Entering Unmasked Estep Score: -1211004.875000 Penalty: 3078.479004 Iteration 91Q: 3 clusters Score -1211005 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 10925 members Entering Unmasked Estep Score: -1211008.375000 Penalty: 3078.479004 Iteration 92Q: 3 clusters Score -1211008 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 10935 members Entering Unmasked Estep Score: -1211005.000000 Penalty: 3078.479004 Iteration 93Q: 3 clusters Score -1211005 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 10941 members Entering Unmasked Estep Score: -1211008.375000 Penalty: 3078.479004 Iteration 94Q: 3 clusters Score -1211008 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 10948 members Entering Unmasked Estep Score: -1211008.000000 Penalty: 3078.479004 Iteration 95Q: 3 clusters Score -1211008 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 10955 members Entering Unmasked Estep Score: -1211008.250000 Penalty: 3078.479004 Iteration 96Q: 3 clusters Score -1211008 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 10962 members Entering Unmasked Estep Score: -1211010.250000 Penalty: 3078.479004 Iteration 97Q: 3 clusters Score -1211010 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 10973 members Entering Unmasked Estep Score: -1211011.125000 Penalty: 3078.479004 Iteration 98Q: 3 clusters Score -1211011 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 10985 members Entering Unmasked Estep Score: -1211015.250000 Penalty: 3078.479004 Iteration 99Q: 3 clusters Score -1211015 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 10996 members Entering Unmasked Estep Score: -1211016.750000 Penalty: 3078.479004 Iteration 100F: 3 clusters Score -1211017 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 11005 members Entering Unmasked Estep Score: -1211015.125000 Penalty: 3078.479004 Iteration 101Q: 3 clusters Score -1211015 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 11017 members Entering Unmasked Estep Score: -1211020.125000 Penalty: 3078.479004 Iteration 102Q: 3 clusters Score -1211020 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 11025 members Entering Unmasked Estep Score: -1211021.125000 Penalty: 3078.479004 Iteration 103Q: 3 clusters Score -1211021 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 11035 members Entering Unmasked Estep Score: -1211023.625000 Penalty: 3078.479004 Iteration 104Q: 3 clusters Score -1211024 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 11046 members Entering Unmasked Estep Score: -1211025.375000 Penalty: 3078.479004 Iteration 105Q: 3 clusters Score -1211025 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 11060 members Entering Unmasked Estep Score: -1211025.875000 Penalty: 3078.479004 Iteration 106Q: 3 clusters Score -1211026 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 11068 members Entering Unmasked Estep Score: -1211031.625000 Penalty: 3078.479004 Iteration 107Q: 3 clusters Score -1211032 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 11075 members Entering Unmasked Estep Score: -1211028.500000 Penalty: 3078.479004 Iteration 108Q: 3 clusters Score -1211028 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 11082 members Entering Unmasked Estep Score: -1211030.375000 Penalty: 3078.479004 Iteration 109Q: 3 clusters Score -1211030 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 11085 members Entering Unmasked Estep Score: -1211029.000000 Penalty: 3078.479004 Iteration 110Q: 3 clusters Score -1211029 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 11088 members Entering Unmasked Estep Score: -1211030.750000 Penalty: 3078.479004 Iteration 111Q: 3 clusters Score -1211031 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 11093 members Entering Unmasked Estep Score: -1211030.500000 Penalty: 3078.479004 Iteration 112Q: 3 clusters Score -1211030 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 11100 members Entering Unmasked Estep Score: -1211031.625000 Penalty: 3078.479004 Iteration 113Q: 3 clusters Score -1211032 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 11106 members Entering Unmasked Estep Score: -1211033.750000 Penalty: 3078.479004 Iteration 114Q: 3 clusters Score -1211034 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 11107 members Entering Unmasked Estep Score: -1211035.125000 Penalty: 3078.479004 Iteration 115Q: 3 clusters Score -1211035 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 11107 members Entering Unmasked Estep Score: -1211035.125000 Penalty: 3078.479004 Iteration 116F: 3 clusters Score -1211035 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (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: -48009.246094 Penalty: 1037.594116 Iteration 0F: 2 clusters Score -48009.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -46870.902344 Penalty: 2075.188232 Iteration 0F: 3 clusters Score -46870.9 nChanged 158 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: -47072.964844 Penalty: 2075.188232 Iteration 1F: 3 clusters Score -47072.96 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -47132.480469 Penalty: 2075.188232 Iteration 2F: 3 clusters Score -47132.48 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -47169.078125 Penalty: 2075.188232 Iteration 3Q: 3 clusters Score -47169.08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -47183.757812 Penalty: 2075.188232 Iteration 4Q: 3 clusters Score -47183.76 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -47198.679688 Penalty: 2075.188232 Iteration 5Q: 3 clusters Score -47198.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -47203.246094 Penalty: 2075.188232 Iteration 6Q: 3 clusters Score -47203.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -47208.152344 Penalty: 2075.188232 Iteration 7Q: 3 clusters Score -47208.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -47213.460938 Penalty: 2075.188232 Iteration 8Q: 3 clusters Score -47213.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -47216.394531 Penalty: 2075.188232 Iteration 9Q: 3 clusters Score -47216.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -47219.753906 Penalty: 2075.188232 Iteration 10Q: 3 clusters Score -47219.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -47226.597656 Penalty: 2075.188232 Iteration 11Q: 3 clusters Score -47226.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -47231.214844 Penalty: 2075.188232 Iteration 12Q: 3 clusters Score -47231.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -47234.570312 Penalty: 2075.188232 Iteration 13Q: 3 clusters Score -47234.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -47234.570312 Penalty: 2075.188232 Iteration 14F: 3 clusters Score -47234.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (5333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5333 members Entering Unmasked Estep Score: -496678.812500 Penalty: 1394.521240 Iteration 0F: 2 clusters Score -496678.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -492472.656250 Penalty: 2789.042480 Iteration 0F: 3 clusters Score -492472.7 nChanged 2177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -493684.093750 Penalty: 2789.042480 Iteration 1F: 3 clusters Score -493684.1 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -493925.343750 Penalty: 2789.042480 Iteration 2F: 3 clusters Score -493925.3 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -494113.875000 Penalty: 2789.042480 Iteration 3F: 3 clusters Score -494113.9 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -494301.437500 Penalty: 2789.042480 Iteration 4F: 3 clusters Score -494301.4 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -494480.250000 Penalty: 2789.042480 Iteration 5F: 3 clusters Score -494480.2 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -494643.343750 Penalty: 2789.042480 Iteration 6Q: 3 clusters Score -494643.3 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -494759.125000 Penalty: 2789.042480 Iteration 7Q: 3 clusters Score -494759.1 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -494877.093750 Penalty: 2789.042480 Iteration 8Q: 3 clusters Score -494877.1 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -494988.843750 Penalty: 2789.042480 Iteration 9Q: 3 clusters Score -494988.8 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -495102.375000 Penalty: 2789.042480 Iteration 10Q: 3 clusters Score -495102.4 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -495207.968750 Penalty: 2789.042480 Iteration 11Q: 3 clusters Score -495208 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -495271.656250 Penalty: 2789.042480 Iteration 12Q: 3 clusters Score -495271.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -495325.531250 Penalty: 2789.042480 Iteration 13Q: 3 clusters Score -495325.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -495361.656250 Penalty: 2789.042480 Iteration 14Q: 3 clusters Score -495361.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -495381.000000 Penalty: 2789.042480 Iteration 15Q: 3 clusters Score -495381 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -495395.437500 Penalty: 2789.042480 Iteration 16Q: 3 clusters Score -495395.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -495406.156250 Penalty: 2789.042480 Iteration 17Q: 3 clusters Score -495406.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -495414.156250 Penalty: 2789.042480 Iteration 18Q: 3 clusters Score -495414.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -495419.687500 Penalty: 2789.042480 Iteration 19Q: 3 clusters Score -495419.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -495422.656250 Penalty: 2789.042480 Iteration 20F: 3 clusters Score -495422.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -495424.593750 Penalty: 2789.042480 Iteration 21Q: 3 clusters Score -495424.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -495425.312500 Penalty: 2789.042480 Iteration 22Q: 3 clusters Score -495425.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -495427.125000 Penalty: 2789.042480 Iteration 23Q: 3 clusters Score -495427.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -495428.718750 Penalty: 2789.042480 Iteration 24Q: 3 clusters Score -495428.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -495429.000000 Penalty: 2789.042480 Iteration 25Q: 3 clusters Score -495429 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -495428.156250 Penalty: 2789.042480 Iteration 26Q: 3 clusters Score -495428.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -495428.156250 Penalty: 2789.042480 Iteration 27F: 3 clusters Score -495428.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1785 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Entering Unmasked Estep Score: -168488.796875 Penalty: 1216.665649 Iteration 0F: 2 clusters Score -168488.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -166532.328125 Penalty: 2433.331299 Iteration 0F: 3 clusters Score -166532.3 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -166952.031250 Penalty: 2433.331299 Iteration 1F: 3 clusters Score -166952 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -167088.406250 Penalty: 2433.331299 Iteration 2F: 3 clusters Score -167088.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -167152.500000 Penalty: 2433.331299 Iteration 3Q: 3 clusters Score -167152.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -167201.015625 Penalty: 2433.331299 Iteration 4Q: 3 clusters Score -167201 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -167232.796875 Penalty: 2433.331299 Iteration 5Q: 3 clusters Score -167232.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -167265.718750 Penalty: 2433.331299 Iteration 6Q: 3 clusters Score -167265.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -167298.453125 Penalty: 2433.331299 Iteration 7Q: 3 clusters Score -167298.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -167324.390625 Penalty: 2433.331299 Iteration 8Q: 3 clusters Score -167324.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -167346.343750 Penalty: 2433.331299 Iteration 9Q: 3 clusters Score -167346.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -167371.156250 Penalty: 2433.331299 Iteration 10Q: 3 clusters Score -167371.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -167386.171875 Penalty: 2433.331299 Iteration 11Q: 3 clusters Score -167386.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -167393.875000 Penalty: 2433.331299 Iteration 12Q: 3 clusters Score -167393.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -167399.625000 Penalty: 2433.331299 Iteration 13Q: 3 clusters Score -167399.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -167405.484375 Penalty: 2433.331299 Iteration 14Q: 3 clusters Score -167405.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -167410.218750 Penalty: 2433.331299 Iteration 15Q: 3 clusters Score -167410.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -167412.156250 Penalty: 2433.331299 Iteration 16Q: 3 clusters Score -167412.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -167414.453125 Penalty: 2433.331299 Iteration 17Q: 3 clusters Score -167414.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -167416.250000 Penalty: 2433.331299 Iteration 18Q: 3 clusters Score -167416.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -167420.375000 Penalty: 2433.331299 Iteration 19Q: 3 clusters Score -167420.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -167422.578125 Penalty: 2433.331299 Iteration 20F: 3 clusters Score -167422.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -167426.453125 Penalty: 2433.331299 Iteration 21Q: 3 clusters Score -167426.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -167429.046875 Penalty: 2433.331299 Iteration 22Q: 3 clusters Score -167429 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -167431.312500 Penalty: 2433.331299 Iteration 23Q: 3 clusters Score -167431.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -167435.390625 Penalty: 2433.331299 Iteration 24Q: 3 clusters Score -167435.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -167438.125000 Penalty: 2433.331299 Iteration 25Q: 3 clusters Score -167438.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -167442.171875 Penalty: 2433.331299 Iteration 26Q: 3 clusters Score -167442.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -167444.328125 Penalty: 2433.331299 Iteration 27Q: 3 clusters Score -167444.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -167446.531250 Penalty: 2433.331299 Iteration 28Q: 3 clusters Score -167446.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -167450.015625 Penalty: 2433.331299 Iteration 29Q: 3 clusters Score -167450 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -167455.046875 Penalty: 2433.331299 Iteration 30Q: 3 clusters Score -167455 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -167456.437500 Penalty: 2433.331299 Iteration 31Q: 3 clusters Score -167456.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -167457.265625 Penalty: 2433.331299 Iteration 32Q: 3 clusters Score -167457.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -167457.546875 Penalty: 2433.331299 Iteration 33Q: 3 clusters Score -167457.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -167458.031250 Penalty: 2433.331299 Iteration 34Q: 3 clusters Score -167458 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -167458.015625 Penalty: 2433.331299 Iteration 35Q: 3 clusters Score -167458 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -167458.015625 Penalty: 2433.331299 Iteration 36F: 3 clusters Score -167458 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1572 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Entering Unmasked Estep Score: -145264.156250 Penalty: 1196.016968 Iteration 0F: 2 clusters Score -145264.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -143468.968750 Penalty: 2392.033936 Iteration 0F: 3 clusters Score -143469 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -143851.796875 Penalty: 2392.033936 Iteration 1F: 3 clusters Score -143851.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -143992.656250 Penalty: 2392.033936 Iteration 2F: 3 clusters Score -143992.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -144100.031250 Penalty: 2392.033936 Iteration 3F: 3 clusters Score -144100 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -144176.890625 Penalty: 2392.033936 Iteration 4Q: 3 clusters Score -144176.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -144253.718750 Penalty: 2392.033936 Iteration 5Q: 3 clusters Score -144253.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -144319.906250 Penalty: 2392.033936 Iteration 6Q: 3 clusters Score -144319.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -144383.781250 Penalty: 2392.033936 Iteration 7Q: 3 clusters Score -144383.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -144444.625000 Penalty: 2392.033936 Iteration 8Q: 3 clusters Score -144444.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -144486.765625 Penalty: 2392.033936 Iteration 9Q: 3 clusters Score -144486.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -144524.812500 Penalty: 2392.033936 Iteration 10Q: 3 clusters Score -144524.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -144565.234375 Penalty: 2392.033936 Iteration 11Q: 3 clusters Score -144565.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -144597.328125 Penalty: 2392.033936 Iteration 12Q: 3 clusters Score -144597.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -144627.015625 Penalty: 2392.033936 Iteration 13Q: 3 clusters Score -144627 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -144656.609375 Penalty: 2392.033936 Iteration 14Q: 3 clusters Score -144656.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -144666.015625 Penalty: 2392.033936 Iteration 15Q: 3 clusters Score -144666 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -144671.015625 Penalty: 2392.033936 Iteration 16Q: 3 clusters Score -144671 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -144675.125000 Penalty: 2392.033936 Iteration 17Q: 3 clusters Score -144675.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -144691.671875 Penalty: 2392.033936 Iteration 18Q: 3 clusters Score -144691.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -144703.906250 Penalty: 2392.033936 Iteration 19Q: 3 clusters Score -144703.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -144713.828125 Penalty: 2392.033936 Iteration 20F: 3 clusters Score -144713.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -144723.703125 Penalty: 2392.033936 Iteration 21Q: 3 clusters Score -144723.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -144729.390625 Penalty: 2392.033936 Iteration 22Q: 3 clusters Score -144729.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -144733.546875 Penalty: 2392.033936 Iteration 23Q: 3 clusters Score -144733.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -144740.781250 Penalty: 2392.033936 Iteration 24Q: 3 clusters Score -144740.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -144744.562500 Penalty: 2392.033936 Iteration 25Q: 3 clusters Score -144744.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -144746.156250 Penalty: 2392.033936 Iteration 26Q: 3 clusters Score -144746.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -144747.453125 Penalty: 2392.033936 Iteration 27Q: 3 clusters Score -144747.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -144747.453125 Penalty: 2392.033936 Iteration 28F: 3 clusters Score -144747.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (337 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Entering Unmasked Estep Score: -30512.720703 Penalty: 945.763489 Iteration 0F: 2 clusters Score -30512.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -29585.718750 Penalty: 1891.526978 Iteration 0F: 3 clusters Score -29585.72 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -29677.230469 Penalty: 1891.526978 Iteration 1F: 3 clusters Score -29677.23 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -29708.177734 Penalty: 1891.526978 Iteration 2Q: 3 clusters Score -29708.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -29723.121094 Penalty: 1891.526978 Iteration 3Q: 3 clusters Score -29723.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -29723.611328 Penalty: 1891.526978 Iteration 4Q: 3 clusters Score -29723.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -29724.609375 Penalty: 1891.526978 Iteration 5Q: 3 clusters Score -29724.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -29724.609375 Penalty: 1891.526978 Iteration 6F: 3 clusters Score -29724.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2554 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Entering Unmasked Estep Score: -243744.718750 Penalty: 1274.880127 Iteration 0F: 2 clusters Score -243744.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -241282.390625 Penalty: 2549.760254 Iteration 0F: 3 clusters Score -241282.4 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -241895.625000 Penalty: 2549.760254 Iteration 1F: 3 clusters Score -241895.6 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -242069.359375 Penalty: 2549.760254 Iteration 2F: 3 clusters Score -242069.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -242196.015625 Penalty: 2549.760254 Iteration 3F: 3 clusters Score -242196 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -242302.015625 Penalty: 2549.760254 Iteration 4F: 3 clusters Score -242302 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -242387.156250 Penalty: 2549.760254 Iteration 5Q: 3 clusters Score -242387.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -242454.781250 Penalty: 2549.760254 Iteration 6Q: 3 clusters Score -242454.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -242517.234375 Penalty: 2549.760254 Iteration 7Q: 3 clusters Score -242517.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -242565.703125 Penalty: 2549.760254 Iteration 8Q: 3 clusters Score -242565.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -242598.093750 Penalty: 2549.760254 Iteration 9Q: 3 clusters Score -242598.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -242624.734375 Penalty: 2549.760254 Iteration 10Q: 3 clusters Score -242624.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -242646.250000 Penalty: 2549.760254 Iteration 11Q: 3 clusters Score -242646.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -242663.750000 Penalty: 2549.760254 Iteration 12Q: 3 clusters Score -242663.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -242675.750000 Penalty: 2549.760254 Iteration 13Q: 3 clusters Score -242675.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -242685.593750 Penalty: 2549.760254 Iteration 14Q: 3 clusters Score -242685.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -242697.265625 Penalty: 2549.760254 Iteration 15Q: 3 clusters Score -242697.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -242706.281250 Penalty: 2549.760254 Iteration 16Q: 3 clusters Score -242706.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -242712.953125 Penalty: 2549.760254 Iteration 17Q: 3 clusters Score -242713 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -242716.843750 Penalty: 2549.760254 Iteration 18Q: 3 clusters Score -242716.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -242719.921875 Penalty: 2549.760254 Iteration 19Q: 3 clusters Score -242719.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -242720.765625 Penalty: 2549.760254 Iteration 20F: 3 clusters Score -242720.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -242722.078125 Penalty: 2549.760254 Iteration 21Q: 3 clusters Score -242722.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -242724.578125 Penalty: 2549.760254 Iteration 22Q: 3 clusters Score -242724.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -242725.234375 Penalty: 2549.760254 Iteration 23Q: 3 clusters Score -242725.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -242727.375000 Penalty: 2549.760254 Iteration 24Q: 3 clusters Score -242727.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -242728.500000 Penalty: 2549.760254 Iteration 25Q: 3 clusters Score -242728.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -242729.625000 Penalty: 2549.760254 Iteration 26Q: 3 clusters Score -242729.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -242729.625000 Penalty: 2549.760254 Iteration 27F: 3 clusters Score -242729.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1767 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Entering Unmasked Estep Score: -165914.187500 Penalty: 1215.018677 Iteration 0F: 2 clusters Score -165914.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -163954.171875 Penalty: 2430.037354 Iteration 0F: 3 clusters Score -163954.2 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -164352.312500 Penalty: 2430.037354 Iteration 1F: 3 clusters Score -164352.3 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -164468.156250 Penalty: 2430.037354 Iteration 2F: 3 clusters Score -164468.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -164531.031250 Penalty: 2430.037354 Iteration 3Q: 3 clusters Score -164531 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -164576.390625 Penalty: 2430.037354 Iteration 4Q: 3 clusters Score -164576.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -164619.234375 Penalty: 2430.037354 Iteration 5Q: 3 clusters Score -164619.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -164659.515625 Penalty: 2430.037354 Iteration 6Q: 3 clusters Score -164659.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -164704.687500 Penalty: 2430.037354 Iteration 7Q: 3 clusters Score -164704.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -164757.156250 Penalty: 2430.037354 Iteration 8Q: 3 clusters Score -164757.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -164801.031250 Penalty: 2430.037354 Iteration 9Q: 3 clusters Score -164801 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -164844.921875 Penalty: 2430.037354 Iteration 10Q: 3 clusters Score -164844.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -164889.046875 Penalty: 2430.037354 Iteration 11Q: 3 clusters Score -164889 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -164932.875000 Penalty: 2430.037354 Iteration 12Q: 3 clusters Score -164932.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -164982.671875 Penalty: 2430.037354 Iteration 13Q: 3 clusters Score -164982.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -165031.359375 Penalty: 2430.037354 Iteration 14Q: 3 clusters Score -165031.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -165082.000000 Penalty: 2430.037354 Iteration 15Q: 3 clusters Score -165082 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -165130.484375 Penalty: 2430.037354 Iteration 16Q: 3 clusters Score -165130.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -165161.265625 Penalty: 2430.037354 Iteration 17Q: 3 clusters Score -165161.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -165188.031250 Penalty: 2430.037354 Iteration 18Q: 3 clusters Score -165188 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -165206.156250 Penalty: 2430.037354 Iteration 19Q: 3 clusters Score -165206.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -165225.343750 Penalty: 2430.037354 Iteration 20F: 3 clusters Score -165225.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -165235.046875 Penalty: 2430.037354 Iteration 21Q: 3 clusters Score -165235 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -165244.296875 Penalty: 2430.037354 Iteration 22Q: 3 clusters Score -165244.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -165252.984375 Penalty: 2430.037354 Iteration 23Q: 3 clusters Score -165253 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -165257.328125 Penalty: 2430.037354 Iteration 24Q: 3 clusters Score -165257.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -165259.781250 Penalty: 2430.037354 Iteration 25Q: 3 clusters Score -165259.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -165261.546875 Penalty: 2430.037354 Iteration 26Q: 3 clusters Score -165261.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -165264.843750 Penalty: 2430.037354 Iteration 27Q: 3 clusters Score -165264.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -165265.937500 Penalty: 2430.037354 Iteration 28Q: 3 clusters Score -165265.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -165266.515625 Penalty: 2430.037354 Iteration 29Q: 3 clusters Score -165266.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -165267.015625 Penalty: 2430.037354 Iteration 30Q: 3 clusters Score -165267 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -165267.015625 Penalty: 2430.037354 Iteration 31F: 3 clusters Score -165267 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Entering Unmasked Estep Score: -113634.546875 Penalty: 1151.322998 Iteration 0F: 2 clusters Score -113634.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -112086.515625 Penalty: 2302.645996 Iteration 0F: 3 clusters Score -112086.5 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -112383.281250 Penalty: 2302.645996 Iteration 1F: 3 clusters Score -112383.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -112461.804688 Penalty: 2302.645996 Iteration 2F: 3 clusters Score -112461.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -112498.500000 Penalty: 2302.645996 Iteration 3Q: 3 clusters Score -112498.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -112540.171875 Penalty: 2302.645996 Iteration 4Q: 3 clusters Score -112540.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -112580.218750 Penalty: 2302.645996 Iteration 5Q: 3 clusters Score -112580.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -112603.718750 Penalty: 2302.645996 Iteration 6Q: 3 clusters Score -112603.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -112633.078125 Penalty: 2302.645996 Iteration 7Q: 3 clusters Score -112633.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -112660.929688 Penalty: 2302.645996 Iteration 8Q: 3 clusters Score -112660.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -112680.359375 Penalty: 2302.645996 Iteration 9Q: 3 clusters Score -112680.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -112694.875000 Penalty: 2302.645996 Iteration 10Q: 3 clusters Score -112694.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -112704.523438 Penalty: 2302.645996 Iteration 11Q: 3 clusters Score -112704.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -112715.367188 Penalty: 2302.645996 Iteration 12Q: 3 clusters Score -112715.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -112732.929688 Penalty: 2302.645996 Iteration 13Q: 3 clusters Score -112732.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -112743.328125 Penalty: 2302.645996 Iteration 14Q: 3 clusters Score -112743.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -112751.406250 Penalty: 2302.645996 Iteration 15Q: 3 clusters Score -112751.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -112753.476562 Penalty: 2302.645996 Iteration 16Q: 3 clusters Score -112753.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -112754.640625 Penalty: 2302.645996 Iteration 17Q: 3 clusters Score -112754.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -112756.539062 Penalty: 2302.645996 Iteration 18Q: 3 clusters Score -112756.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -112758.375000 Penalty: 2302.645996 Iteration 19Q: 3 clusters Score -112758.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -112758.757812 Penalty: 2302.645996 Iteration 20F: 3 clusters Score -112758.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -112760.585938 Penalty: 2302.645996 Iteration 21Q: 3 clusters Score -112760.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -112764.242188 Penalty: 2302.645996 Iteration 22Q: 3 clusters Score -112764.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -112768.281250 Penalty: 2302.645996 Iteration 23Q: 3 clusters Score -112768.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -112770.554688 Penalty: 2302.645996 Iteration 24Q: 3 clusters Score -112770.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -112772.460938 Penalty: 2302.645996 Iteration 25Q: 3 clusters Score -112772.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -112773.343750 Penalty: 2302.645996 Iteration 26Q: 3 clusters Score -112773.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -112773.343750 Penalty: 2302.645996 Iteration 27F: 3 clusters Score -112773.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3123 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Entering Unmasked Estep Score: -294765.156250 Penalty: 1307.564331 Iteration 0F: 2 clusters Score -294765.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -292007.218750 Penalty: 2615.128662 Iteration 0F: 3 clusters Score -292007.2 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -292720.531250 Penalty: 2615.128662 Iteration 1F: 3 clusters Score -292720.5 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -292866.687500 Penalty: 2615.128662 Iteration 2F: 3 clusters Score -292866.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -292988.562500 Penalty: 2615.128662 Iteration 3F: 3 clusters Score -292988.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -293111.625000 Penalty: 2615.128662 Iteration 4Q: 3 clusters Score -293111.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -293252.156250 Penalty: 2615.128662 Iteration 5F: 3 clusters Score -293252.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -293414.843750 Penalty: 2615.128662 Iteration 6Q: 3 clusters Score -293414.8 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -293624.531250 Penalty: 2615.128662 Iteration 7F: 3 clusters Score -293624.5 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -293985.187500 Penalty: 2615.128662 Iteration 8F: 3 clusters Score -293985.2 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -294475.781250 Penalty: 2615.128662 Iteration 9F: 3 clusters Score -294475.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -294868.812500 Penalty: 2615.128662 Iteration 10Q: 3 clusters Score -294868.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -295040.656250 Penalty: 2615.128662 Iteration 11Q: 3 clusters Score -295040.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -295089.750000 Penalty: 2615.128662 Iteration 12Q: 3 clusters Score -295089.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -295100.468750 Penalty: 2615.128662 Iteration 13Q: 3 clusters Score -295100.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -295103.062500 Penalty: 2615.128662 Iteration 14Q: 3 clusters Score -295103.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -295103.375000 Penalty: 2615.128662 Iteration 15Q: 3 clusters Score -295103.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -295103.937500 Penalty: 2615.128662 Iteration 16Q: 3 clusters Score -295103.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -295105.093750 Penalty: 2615.128662 Iteration 17Q: 3 clusters Score -295105.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -295105.750000 Penalty: 2615.128662 Iteration 18Q: 3 clusters Score -295105.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -295106.000000 Penalty: 2615.128662 Iteration 19Q: 3 clusters Score -295106 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -295106.000000 Penalty: 2615.128662 Iteration 20F: 3 clusters Score -295106 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 13577 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12994 members Mstep: Class 5 contains 593 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1785 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2554 members Mstep: Class 11 contains 1767 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 1140 members Mstep: Class 14 contains 3731 members Mstep: Class 15 contains 9412 members Mstep: Class 16 contains 432 members Mstep: Class 17 contains 1983 members Mstep: Class 18 contains 4472 members Mstep: Class 19 contains 799 members Mstep: Class 20 contains 1101 members Mstep: Class 21 contains 1538 members Mstep: Class 23 contains 2708 members Entering Unmasked Estep Score: -7242039.500000 Penalty: 40330.363281 Splitting cluster 13 changes total score from -7242231.500000 to -7242039.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (3731 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Entering Unmasked Estep Score: -333035.000000 Penalty: 1336.470215 Iteration 0F: 2 clusters Score -333035 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -329806.750000 Penalty: 2672.940430 Iteration 0F: 3 clusters Score -329806.8 nChanged 1481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -330772.156250 Penalty: 2672.940430 Iteration 1F: 3 clusters Score -330772.2 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -331014.093750 Penalty: 2672.940430 Iteration 2F: 3 clusters Score -331014.1 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -331202.718750 Penalty: 2672.940430 Iteration 3F: 3 clusters Score -331202.7 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -331371.000000 Penalty: 2672.940430 Iteration 4F: 3 clusters Score -331371 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -331508.406250 Penalty: 2672.940430 Iteration 5F: 3 clusters Score -331508.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -331608.218750 Penalty: 2672.940430 Iteration 6Q: 3 clusters Score -331608.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -331699.687500 Penalty: 2672.940430 Iteration 7Q: 3 clusters Score -331699.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -331768.156250 Penalty: 2672.940430 Iteration 8Q: 3 clusters Score -331768.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -331820.562500 Penalty: 2672.940430 Iteration 9Q: 3 clusters Score -331820.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -331866.937500 Penalty: 2672.940430 Iteration 10Q: 3 clusters Score -331866.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -331890.656250 Penalty: 2672.940430 Iteration 11Q: 3 clusters Score -331890.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -331912.125000 Penalty: 2672.940430 Iteration 12Q: 3 clusters Score -331912.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -331924.218750 Penalty: 2672.940430 Iteration 13Q: 3 clusters Score -331924.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -331931.156250 Penalty: 2672.940430 Iteration 14Q: 3 clusters Score -331931.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -331942.718750 Penalty: 2672.940430 Iteration 15Q: 3 clusters Score -331942.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -331954.031250 Penalty: 2672.940430 Iteration 16Q: 3 clusters Score -331954 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -331966.312500 Penalty: 2672.940430 Iteration 17Q: 3 clusters Score -331966.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -331976.625000 Penalty: 2672.940430 Iteration 18Q: 3 clusters Score -331976.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -331987.000000 Penalty: 2672.940430 Iteration 19Q: 3 clusters Score -331987 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -331997.812500 Penalty: 2672.940430 Iteration 20F: 3 clusters Score -331997.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -332007.156250 Penalty: 2672.940430 Iteration 21Q: 3 clusters Score -332007.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -332017.375000 Penalty: 2672.940430 Iteration 22Q: 3 clusters Score -332017.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -332029.375000 Penalty: 2672.940430 Iteration 23Q: 3 clusters Score -332029.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -332040.843750 Penalty: 2672.940430 Iteration 24Q: 3 clusters Score -332040.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -332048.875000 Penalty: 2672.940430 Iteration 25Q: 3 clusters Score -332048.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -332055.343750 Penalty: 2672.940430 Iteration 26Q: 3 clusters Score -332055.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -332059.406250 Penalty: 2672.940430 Iteration 27Q: 3 clusters Score -332059.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -332063.000000 Penalty: 2672.940430 Iteration 28Q: 3 clusters Score -332063 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -332066.406250 Penalty: 2672.940430 Iteration 29Q: 3 clusters Score -332066.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -332068.718750 Penalty: 2672.940430 Iteration 30Q: 3 clusters Score -332068.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -332070.406250 Penalty: 2672.940430 Iteration 31Q: 3 clusters Score -332070.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -332072.718750 Penalty: 2672.940430 Iteration 32Q: 3 clusters Score -332072.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -332077.031250 Penalty: 2672.940430 Iteration 33Q: 3 clusters Score -332077 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -332079.000000 Penalty: 2672.940430 Iteration 34Q: 3 clusters Score -332079 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -332081.187500 Penalty: 2672.940430 Iteration 35Q: 3 clusters Score -332081.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -332084.593750 Penalty: 2672.940430 Iteration 36Q: 3 clusters Score -332084.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -332087.312500 Penalty: 2672.940430 Iteration 37Q: 3 clusters Score -332087.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -332090.625000 Penalty: 2672.940430 Iteration 38Q: 3 clusters Score -332090.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -332093.468750 Penalty: 2672.940430 Iteration 39Q: 3 clusters Score -332093.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -332094.093750 Penalty: 2672.940430 Iteration 40F: 3 clusters Score -332094.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -332096.281250 Penalty: 2672.940430 Iteration 41Q: 3 clusters Score -332096.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -332097.750000 Penalty: 2672.940430 Iteration 42Q: 3 clusters Score -332097.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -332099.031250 Penalty: 2672.940430 Iteration 43Q: 3 clusters Score -332099 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -332098.750000 Penalty: 2672.940430 Iteration 44Q: 3 clusters Score -332098.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -332098.750000 Penalty: 2672.940430 Iteration 45F: 3 clusters Score -332098.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (9412 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9412 members Entering Unmasked Estep Score: -910046.062500 Penalty: 1486.832886 Iteration 0F: 2 clusters Score -910046.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -903238.062500 Penalty: 2973.665771 Iteration 0F: 3 clusters Score -903238.1 nChanged 4060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -905475.312500 Penalty: 2973.665771 Iteration 1F: 3 clusters Score -905475.3 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 5068 members Entering Unmasked Estep Score: -905823.062500 Penalty: 2973.665771 Iteration 2F: 3 clusters Score -905823.1 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -906094.437500 Penalty: 2973.665771 Iteration 3F: 3 clusters Score -906094.4 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -906378.000000 Penalty: 2973.665771 Iteration 4F: 3 clusters Score -906378 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 5772 members Entering Unmasked Estep Score: -906669.937500 Penalty: 2973.665771 Iteration 5F: 3 clusters Score -906669.9 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 6051 members Entering Unmasked Estep Score: -906948.562500 Penalty: 2973.665771 Iteration 6Q: 3 clusters Score -906948.6 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 6329 members Entering Unmasked Estep Score: -907220.937500 Penalty: 2973.665771 Iteration 7Q: 3 clusters Score -907220.9 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 6577 members Entering Unmasked Estep Score: -907435.562500 Penalty: 2973.665771 Iteration 8Q: 3 clusters Score -907435.6 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 6807 members Entering Unmasked Estep Score: -907621.875000 Penalty: 2973.665771 Iteration 9Q: 3 clusters Score -907621.9 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 6992 members Entering Unmasked Estep Score: -907770.062500 Penalty: 2973.665771 Iteration 10Q: 3 clusters Score -907770.1 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 7145 members Entering Unmasked Estep Score: -907904.562500 Penalty: 2973.665771 Iteration 11Q: 3 clusters Score -907904.6 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 7283 members Entering Unmasked Estep Score: -908021.500000 Penalty: 2973.665771 Iteration 12Q: 3 clusters Score -908021.5 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 7389 members Entering Unmasked Estep Score: -908133.562500 Penalty: 2973.665771 Iteration 13Q: 3 clusters Score -908133.6 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 7485 members Entering Unmasked Estep Score: -908234.187500 Penalty: 2973.665771 Iteration 14Q: 3 clusters Score -908234.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 7548 members Entering Unmasked Estep Score: -908332.937500 Penalty: 2973.665771 Iteration 15Q: 3 clusters Score -908332.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 7594 members Entering Unmasked Estep Score: -908439.437500 Penalty: 2973.665771 Iteration 16Q: 3 clusters Score -908439.4 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 7627 members Entering Unmasked Estep Score: -908548.687500 Penalty: 2973.665771 Iteration 17Q: 3 clusters Score -908548.7 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 7657 members Entering Unmasked Estep Score: -908661.750000 Penalty: 2973.665771 Iteration 18Q: 3 clusters Score -908661.8 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 7669 members Entering Unmasked Estep Score: -908775.875000 Penalty: 2973.665771 Iteration 19Q: 3 clusters Score -908775.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 7680 members Entering Unmasked Estep Score: -908898.875000 Penalty: 2973.665771 Iteration 20F: 3 clusters Score -908898.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 7671 members Entering Unmasked Estep Score: -909029.437500 Penalty: 2973.665771 Iteration 21Q: 3 clusters Score -909029.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 7639 members Entering Unmasked Estep Score: -909153.000000 Penalty: 2973.665771 Iteration 22Q: 3 clusters Score -909153 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 7598 members Entering Unmasked Estep Score: -909254.187500 Penalty: 2973.665771 Iteration 23Q: 3 clusters Score -909254.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 7584 members Entering Unmasked Estep Score: -909351.500000 Penalty: 2973.665771 Iteration 24Q: 3 clusters Score -909351.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 7559 members Entering Unmasked Estep Score: -909425.937500 Penalty: 2973.665771 Iteration 25Q: 3 clusters Score -909425.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 7541 members Entering Unmasked Estep Score: -909479.187500 Penalty: 2973.665771 Iteration 26Q: 3 clusters Score -909479.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 7508 members Entering Unmasked Estep Score: -909533.312500 Penalty: 2973.665771 Iteration 27Q: 3 clusters Score -909533.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 7464 members Entering Unmasked Estep Score: -909576.437500 Penalty: 2973.665771 Iteration 28Q: 3 clusters Score -909576.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 7423 members Entering Unmasked Estep Score: -909605.250000 Penalty: 2973.665771 Iteration 29Q: 3 clusters Score -909605.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 7404 members Entering Unmasked Estep Score: -909623.125000 Penalty: 2973.665771 Iteration 30Q: 3 clusters Score -909623.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 7395 members Entering Unmasked Estep Score: -909636.875000 Penalty: 2973.665771 Iteration 31Q: 3 clusters Score -909636.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 7385 members Entering Unmasked Estep Score: -909640.187500 Penalty: 2973.665771 Iteration 32Q: 3 clusters Score -909640.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 7378 members Entering Unmasked Estep Score: -909643.250000 Penalty: 2973.665771 Iteration 33Q: 3 clusters Score -909643.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 7370 members Entering Unmasked Estep Score: -909644.125000 Penalty: 2973.665771 Iteration 34Q: 3 clusters Score -909644.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 7363 members Entering Unmasked Estep Score: -909645.562500 Penalty: 2973.665771 Iteration 35Q: 3 clusters Score -909645.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 7362 members Entering Unmasked Estep Score: -909644.312500 Penalty: 2973.665771 Iteration 36Q: 3 clusters Score -909644.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 7362 members Entering Unmasked Estep Score: -909645.937500 Penalty: 2973.665771 Iteration 37Q: 3 clusters Score -909645.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 7362 members Entering Unmasked Estep Score: -909652.437500 Penalty: 2973.665771 Iteration 38F: 3 clusters Score -909652.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 7354 members Entering Unmasked Estep Score: -909653.500000 Penalty: 2973.665771 Iteration 39Q: 3 clusters Score -909653.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 7349 members Entering Unmasked Estep Score: -909655.000000 Penalty: 2973.665771 Iteration 40F: 3 clusters Score -909655 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -909658.062500 Penalty: 2973.665771 Iteration 41Q: 3 clusters Score -909658.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 7345 members Entering Unmasked Estep Score: -909657.500000 Penalty: 2973.665771 Iteration 42Q: 3 clusters Score -909657.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 7343 members Entering Unmasked Estep Score: -909658.437500 Penalty: 2973.665771 Iteration 43Q: 3 clusters Score -909658.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 7341 members Entering Unmasked Estep Score: -909658.187500 Penalty: 2973.665771 Iteration 44Q: 3 clusters Score -909658.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 7340 members Entering Unmasked Estep Score: -909659.125000 Penalty: 2973.665771 Iteration 45Q: 3 clusters Score -909659.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 7340 members Entering Unmasked Estep Score: -909659.125000 Penalty: 2973.665771 Iteration 46F: 3 clusters Score -909659.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (432 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Entering Unmasked Estep Score: -38777.968750 Penalty: 986.119141 Iteration 0F: 2 clusters Score -38777.97 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 214 members Entering Unmasked Estep Score: -37801.988281 Penalty: 1972.238281 Iteration 0F: 3 clusters Score -37801.99 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -37935.804688 Penalty: 1972.238281 Iteration 1F: 3 clusters Score -37935.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -37973.207031 Penalty: 1972.238281 Iteration 2F: 3 clusters Score -37973.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -37988.027344 Penalty: 1972.238281 Iteration 3Q: 3 clusters Score -37988.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -37992.421875 Penalty: 1972.238281 Iteration 4Q: 3 clusters Score -37992.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -37998.539062 Penalty: 1972.238281 Iteration 5Q: 3 clusters Score -37998.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -38003.308594 Penalty: 1972.238281 Iteration 6Q: 3 clusters Score -38003.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -38006.062500 Penalty: 1972.238281 Iteration 7Q: 3 clusters Score -38006.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -38010.199219 Penalty: 1972.238281 Iteration 8Q: 3 clusters Score -38010.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -38016.242188 Penalty: 1972.238281 Iteration 9Q: 3 clusters Score -38016.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -38017.437500 Penalty: 1972.238281 Iteration 10Q: 3 clusters Score -38017.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -38017.437500 Penalty: 1972.238281 Iteration 11F: 3 clusters Score -38017.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (4472 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Entering Unmasked Estep Score: -425279.500000 Penalty: 1365.908569 Iteration 0F: 2 clusters Score -425279.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -421662.531250 Penalty: 2731.817139 Iteration 0F: 3 clusters Score -421662.5 nChanged 1765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -422688.718750 Penalty: 2731.817139 Iteration 1F: 3 clusters Score -422688.7 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -422879.125000 Penalty: 2731.817139 Iteration 2F: 3 clusters Score -422879.1 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -423023.906250 Penalty: 2731.817139 Iteration 3F: 3 clusters Score -423023.9 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -423133.000000 Penalty: 2731.817139 Iteration 4Q: 3 clusters Score -423133 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -423231.375000 Penalty: 2731.817139 Iteration 5Q: 3 clusters Score -423231.4 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -423334.312500 Penalty: 2731.817139 Iteration 6Q: 3 clusters Score -423334.3 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -423449.312500 Penalty: 2731.817139 Iteration 7Q: 3 clusters Score -423449.3 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -423596.875000 Penalty: 2731.817139 Iteration 8Q: 3 clusters Score -423596.9 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -423774.218750 Penalty: 2731.817139 Iteration 9Q: 3 clusters Score -423774.2 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -423923.875000 Penalty: 2731.817139 Iteration 10Q: 3 clusters Score -423923.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -424048.375000 Penalty: 2731.817139 Iteration 11Q: 3 clusters Score -424048.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -424161.750000 Penalty: 2731.817139 Iteration 12Q: 3 clusters Score -424161.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -424248.093750 Penalty: 2731.817139 Iteration 13Q: 3 clusters Score -424248.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -424345.281250 Penalty: 2731.817139 Iteration 14Q: 3 clusters Score -424345.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -424437.250000 Penalty: 2731.817139 Iteration 15Q: 3 clusters Score -424437.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -424493.281250 Penalty: 2731.817139 Iteration 16Q: 3 clusters Score -424493.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -424542.687500 Penalty: 2731.817139 Iteration 17Q: 3 clusters Score -424542.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -424580.125000 Penalty: 2731.817139 Iteration 18Q: 3 clusters Score -424580.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -424610.875000 Penalty: 2731.817139 Iteration 19Q: 3 clusters Score -424610.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -424633.906250 Penalty: 2731.817139 Iteration 20F: 3 clusters Score -424633.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -424662.625000 Penalty: 2731.817139 Iteration 21Q: 3 clusters Score -424662.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -424683.906250 Penalty: 2731.817139 Iteration 22Q: 3 clusters Score -424683.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -424698.375000 Penalty: 2731.817139 Iteration 23Q: 3 clusters Score -424698.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -424708.937500 Penalty: 2731.817139 Iteration 24Q: 3 clusters Score -424708.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -424719.593750 Penalty: 2731.817139 Iteration 25Q: 3 clusters Score -424719.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -424728.093750 Penalty: 2731.817139 Iteration 26Q: 3 clusters Score -424728.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -424736.125000 Penalty: 2731.817139 Iteration 27Q: 3 clusters Score -424736.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -424749.125000 Penalty: 2731.817139 Iteration 28Q: 3 clusters Score -424749.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -424759.406250 Penalty: 2731.817139 Iteration 29Q: 3 clusters Score -424759.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -424769.187500 Penalty: 2731.817139 Iteration 30Q: 3 clusters Score -424769.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -424779.968750 Penalty: 2731.817139 Iteration 31Q: 3 clusters Score -424780 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -424791.312500 Penalty: 2731.817139 Iteration 32Q: 3 clusters Score -424791.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -424798.000000 Penalty: 2731.817139 Iteration 33Q: 3 clusters Score -424798 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -424803.156250 Penalty: 2731.817139 Iteration 34Q: 3 clusters Score -424803.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -424806.750000 Penalty: 2731.817139 Iteration 35Q: 3 clusters Score -424806.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -424813.625000 Penalty: 2731.817139 Iteration 36Q: 3 clusters Score -424813.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -424823.781250 Penalty: 2731.817139 Iteration 37Q: 3 clusters Score -424823.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -424833.937500 Penalty: 2731.817139 Iteration 38Q: 3 clusters Score -424833.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -424844.625000 Penalty: 2731.817139 Iteration 39Q: 3 clusters Score -424844.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -424855.906250 Penalty: 2731.817139 Iteration 40F: 3 clusters Score -424855.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -424865.781250 Penalty: 2731.817139 Iteration 41Q: 3 clusters Score -424865.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -424879.437500 Penalty: 2731.817139 Iteration 42Q: 3 clusters Score -424879.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -424897.156250 Penalty: 2731.817139 Iteration 43Q: 3 clusters Score -424897.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -424913.312500 Penalty: 2731.817139 Iteration 44Q: 3 clusters Score -424913.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -424930.687500 Penalty: 2731.817139 Iteration 45Q: 3 clusters Score -424930.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -424961.656250 Penalty: 2731.817139 Iteration 46Q: 3 clusters Score -424961.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -425007.031250 Penalty: 2731.817139 Iteration 47Q: 3 clusters Score -425007 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -425043.281250 Penalty: 2731.817139 Iteration 48Q: 3 clusters Score -425043.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -425069.875000 Penalty: 2731.817139 Iteration 49Q: 3 clusters Score -425069.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -425089.937500 Penalty: 2731.817139 Iteration 50Q: 3 clusters Score -425089.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -425101.406250 Penalty: 2731.817139 Iteration 51Q: 3 clusters Score -425101.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -425112.843750 Penalty: 2731.817139 Iteration 52Q: 3 clusters Score -425112.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -425118.000000 Penalty: 2731.817139 Iteration 53Q: 3 clusters Score -425118 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -425123.000000 Penalty: 2731.817139 Iteration 54Q: 3 clusters Score -425123 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -425128.562500 Penalty: 2731.817139 Iteration 55Q: 3 clusters Score -425128.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -425131.625000 Penalty: 2731.817139 Iteration 56Q: 3 clusters Score -425131.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -425134.218750 Penalty: 2731.817139 Iteration 57Q: 3 clusters Score -425134.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -425138.406250 Penalty: 2731.817139 Iteration 58Q: 3 clusters Score -425138.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -425140.281250 Penalty: 2731.817139 Iteration 59Q: 3 clusters Score -425140.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -425142.687500 Penalty: 2731.817139 Iteration 60F: 3 clusters Score -425142.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -425144.218750 Penalty: 2731.817139 Iteration 61Q: 3 clusters Score -425144.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -425145.218750 Penalty: 2731.817139 Iteration 62Q: 3 clusters Score -425145.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -425146.593750 Penalty: 2731.817139 Iteration 63Q: 3 clusters Score -425146.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -425146.718750 Penalty: 2731.817139 Iteration 64Q: 3 clusters Score -425146.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -425147.031250 Penalty: 2731.817139 Iteration 65Q: 3 clusters Score -425147 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -425147.562500 Penalty: 2731.817139 Iteration 66Q: 3 clusters Score -425147.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -425147.968750 Penalty: 2731.817139 Iteration 67Q: 3 clusters Score -425148 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -425149.250000 Penalty: 2731.817139 Iteration 68Q: 3 clusters Score -425149.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -425149.187500 Penalty: 2731.817139 Iteration 69Q: 3 clusters Score -425149.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -425149.843750 Penalty: 2731.817139 Iteration 70Q: 3 clusters Score -425149.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -425149.906250 Penalty: 2731.817139 Iteration 71Q: 3 clusters Score -425149.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -425149.812500 Penalty: 2731.817139 Iteration 72Q: 3 clusters Score -425149.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -425149.906250 Penalty: 2731.817139 Iteration 73Q: 3 clusters Score -425149.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -425149.906250 Penalty: 2731.817139 Iteration 74F: 3 clusters Score -425149.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (799 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Entering Unmasked Estep Score: -66049.585938 Penalty: 1086.046143 Iteration 0F: 2 clusters Score -66049.59 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 407 members Entering Unmasked Estep Score: -64760.343750 Penalty: 2172.092285 Iteration 0F: 3 clusters Score -64760.34 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -65009.722656 Penalty: 2172.092285 Iteration 1F: 3 clusters Score -65009.72 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -65081.257812 Penalty: 2172.092285 Iteration 2F: 3 clusters Score -65081.26 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -65112.585938 Penalty: 2172.092285 Iteration 3Q: 3 clusters Score -65112.59 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -65131.898438 Penalty: 2172.092285 Iteration 4Q: 3 clusters Score -65131.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -65141.808594 Penalty: 2172.092285 Iteration 5Q: 3 clusters Score -65141.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -65151.761719 Penalty: 2172.092285 Iteration 6Q: 3 clusters Score -65151.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -65157.066406 Penalty: 2172.092285 Iteration 7Q: 3 clusters Score -65157.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -65159.753906 Penalty: 2172.092285 Iteration 8Q: 3 clusters Score -65159.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -65160.859375 Penalty: 2172.092285 Iteration 9Q: 3 clusters Score -65160.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -65163.597656 Penalty: 2172.092285 Iteration 10Q: 3 clusters Score -65163.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -65166.089844 Penalty: 2172.092285 Iteration 11Q: 3 clusters Score -65166.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -65169.964844 Penalty: 2172.092285 Iteration 12Q: 3 clusters Score -65169.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -65172.152344 Penalty: 2172.092285 Iteration 13Q: 3 clusters Score -65172.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -65172.152344 Penalty: 2172.092285 Iteration 14F: 3 clusters Score -65172.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1101 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Entering Unmasked Estep Score: -102164.023438 Penalty: 1138.145752 Iteration 0F: 2 clusters Score -102164 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 566 members Entering Unmasked Estep Score: -100636.250000 Penalty: 2276.291504 Iteration 0F: 3 clusters Score -100636.2 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -100881.171875 Penalty: 2276.291504 Iteration 1F: 3 clusters Score -100881.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -100987.804688 Penalty: 2276.291504 Iteration 2F: 3 clusters Score -100987.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -101061.054688 Penalty: 2276.291504 Iteration 3F: 3 clusters Score -101061.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -101108.796875 Penalty: 2276.291504 Iteration 4Q: 3 clusters Score -101108.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -101144.187500 Penalty: 2276.291504 Iteration 5Q: 3 clusters Score -101144.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -101161.078125 Penalty: 2276.291504 Iteration 6Q: 3 clusters Score -101161.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -101174.445312 Penalty: 2276.291504 Iteration 7Q: 3 clusters Score -101174.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -101183.343750 Penalty: 2276.291504 Iteration 8Q: 3 clusters Score -101183.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -101192.015625 Penalty: 2276.291504 Iteration 9Q: 3 clusters Score -101192 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -101198.101562 Penalty: 2276.291504 Iteration 10Q: 3 clusters Score -101198.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -101209.976562 Penalty: 2276.291504 Iteration 11Q: 3 clusters Score -101210 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -101216.656250 Penalty: 2276.291504 Iteration 12Q: 3 clusters Score -101216.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -101221.914062 Penalty: 2276.291504 Iteration 13Q: 3 clusters Score -101221.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -101227.156250 Penalty: 2276.291504 Iteration 14Q: 3 clusters Score -101227.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -101231.859375 Penalty: 2276.291504 Iteration 15Q: 3 clusters Score -101231.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -101238.085938 Penalty: 2276.291504 Iteration 16Q: 3 clusters Score -101238.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -101242.515625 Penalty: 2276.291504 Iteration 17Q: 3 clusters Score -101242.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -101245.445312 Penalty: 2276.291504 Iteration 18Q: 3 clusters Score -101245.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -101251.835938 Penalty: 2276.291504 Iteration 19Q: 3 clusters Score -101251.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -101253.460938 Penalty: 2276.291504 Iteration 20F: 3 clusters Score -101253.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -101257.000000 Penalty: 2276.291504 Iteration 21Q: 3 clusters Score -101257 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -101259.429688 Penalty: 2276.291504 Iteration 22Q: 3 clusters Score -101259.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -101260.085938 Penalty: 2276.291504 Iteration 23Q: 3 clusters Score -101260.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -101260.085938 Penalty: 2276.291504 Iteration 24F: 3 clusters Score -101260.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1538 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Entering Unmasked Estep Score: -132621.250000 Penalty: 1192.463745 Iteration 0F: 2 clusters Score -132621.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -130797.421875 Penalty: 2384.927490 Iteration 0F: 3 clusters Score -130797.4 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -131223.640625 Penalty: 2384.927490 Iteration 1F: 3 clusters Score -131223.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -131420.656250 Penalty: 2384.927490 Iteration 2F: 3 clusters Score -131420.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -131603.625000 Penalty: 2384.927490 Iteration 3F: 3 clusters Score -131603.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -131831.812500 Penalty: 2384.927490 Iteration 4F: 3 clusters Score -131831.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -132075.218750 Penalty: 2384.927490 Iteration 5F: 3 clusters Score -132075.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -132230.843750 Penalty: 2384.927490 Iteration 6F: 3 clusters Score -132230.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -132357.640625 Penalty: 2384.927490 Iteration 7Q: 3 clusters Score -132357.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -132415.562500 Penalty: 2384.927490 Iteration 8Q: 3 clusters Score -132415.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -132451.500000 Penalty: 2384.927490 Iteration 9Q: 3 clusters Score -132451.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -132490.125000 Penalty: 2384.927490 Iteration 10Q: 3 clusters Score -132490.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -132549.609375 Penalty: 2384.927490 Iteration 11Q: 3 clusters Score -132549.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -132595.109375 Penalty: 2384.927490 Iteration 12Q: 3 clusters Score -132595.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -132621.078125 Penalty: 2384.927490 Iteration 13Q: 3 clusters Score -132621.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -132632.609375 Penalty: 2384.927490 Iteration 14Q: 3 clusters Score -132632.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -132643.421875 Penalty: 2384.927490 Iteration 15Q: 3 clusters Score -132643.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -132646.531250 Penalty: 2384.927490 Iteration 16Q: 3 clusters Score -132646.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -132647.171875 Penalty: 2384.927490 Iteration 17Q: 3 clusters Score -132647.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -132647.640625 Penalty: 2384.927490 Iteration 18Q: 3 clusters Score -132647.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -132647.640625 Penalty: 2384.927490 Iteration 19F: 3 clusters Score -132647.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 13577 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12994 members Mstep: Class 5 contains 593 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1785 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2554 members Mstep: Class 11 contains 1767 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3123 members Mstep: Class 14 contains 3731 members Mstep: Class 15 contains 9412 members Mstep: Class 16 contains 432 members Mstep: Class 17 contains 708 members Mstep: Class 18 contains 4472 members Mstep: Class 19 contains 799 members Mstep: Class 20 contains 1101 members Mstep: Class 21 contains 830 members Mstep: Class 23 contains 2708 members Entering Unmasked Estep Score: -7241601.000000 Penalty: 40330.363281 Splitting cluster 21 changes total score from -7242231.500000 to -7241601.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (2708 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Entering Unmasked Estep Score: -246350.328125 Penalty: 1284.394409 Iteration 0F: 2 clusters Score -246350.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -243830.578125 Penalty: 2568.788818 Iteration 0F: 3 clusters Score -243830.6 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -244399.140625 Penalty: 2568.788818 Iteration 1F: 3 clusters Score -244399.1 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -244490.562500 Penalty: 2568.788818 Iteration 2F: 3 clusters Score -244490.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -244570.515625 Penalty: 2568.788818 Iteration 3Q: 3 clusters Score -244570.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -244631.781250 Penalty: 2568.788818 Iteration 4Q: 3 clusters Score -244631.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -244694.484375 Penalty: 2568.788818 Iteration 5Q: 3 clusters Score -244694.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -244761.687500 Penalty: 2568.788818 Iteration 6Q: 3 clusters Score -244761.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -244818.062500 Penalty: 2568.788818 Iteration 7Q: 3 clusters Score -244818.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -244858.390625 Penalty: 2568.788818 Iteration 8Q: 3 clusters Score -244858.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -244906.062500 Penalty: 2568.788818 Iteration 9Q: 3 clusters Score -244906.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -244949.359375 Penalty: 2568.788818 Iteration 10Q: 3 clusters Score -244949.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -244987.000000 Penalty: 2568.788818 Iteration 11Q: 3 clusters Score -244987 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -245018.890625 Penalty: 2568.788818 Iteration 12Q: 3 clusters Score -245018.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -245050.484375 Penalty: 2568.788818 Iteration 13Q: 3 clusters Score -245050.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -245085.468750 Penalty: 2568.788818 Iteration 14Q: 3 clusters Score -245085.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -245110.187500 Penalty: 2568.788818 Iteration 15Q: 3 clusters Score -245110.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -245127.359375 Penalty: 2568.788818 Iteration 16Q: 3 clusters Score -245127.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -245138.265625 Penalty: 2568.788818 Iteration 17Q: 3 clusters Score -245138.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -245150.937500 Penalty: 2568.788818 Iteration 18Q: 3 clusters Score -245150.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -245167.265625 Penalty: 2568.788818 Iteration 19Q: 3 clusters Score -245167.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -245183.328125 Penalty: 2568.788818 Iteration 20F: 3 clusters Score -245183.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -245201.109375 Penalty: 2568.788818 Iteration 21Q: 3 clusters Score -245201.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -245213.812500 Penalty: 2568.788818 Iteration 22Q: 3 clusters Score -245213.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -245222.968750 Penalty: 2568.788818 Iteration 23Q: 3 clusters Score -245223 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -245230.078125 Penalty: 2568.788818 Iteration 24Q: 3 clusters Score -245230.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -245236.765625 Penalty: 2568.788818 Iteration 25Q: 3 clusters Score -245236.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -245242.890625 Penalty: 2568.788818 Iteration 26Q: 3 clusters Score -245242.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -245247.703125 Penalty: 2568.788818 Iteration 27Q: 3 clusters Score -245247.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -245250.781250 Penalty: 2568.788818 Iteration 28Q: 3 clusters Score -245250.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -245252.062500 Penalty: 2568.788818 Iteration 29Q: 3 clusters Score -245252.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -245252.859375 Penalty: 2568.788818 Iteration 30Q: 3 clusters Score -245252.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -245253.390625 Penalty: 2568.788818 Iteration 31Q: 3 clusters Score -245253.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -245253.390625 Penalty: 2568.788818 Iteration 32F: 3 clusters Score -245253.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 13577 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12994 members Mstep: Class 5 contains 593 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1785 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2554 members Mstep: Class 11 contains 1767 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3123 members Mstep: Class 14 contains 3731 members Mstep: Class 15 contains 9412 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4472 members Mstep: Class 19 contains 799 members Mstep: Class 20 contains 1101 members Mstep: Class 21 contains 1538 members Mstep: Class 23 contains 2708 members Entering Unmasked Estep ConsiderDeletion Score: -7242224.000000 Penalty: 38497.164062 Iteration 79Q: 22 clusters Score -7242224 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 13576 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12994 members Mstep: Class 5 contains 593 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1786 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2554 members Mstep: Class 11 contains 1767 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3123 members Mstep: Class 14 contains 3733 members Mstep: Class 15 contains 9412 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4472 members Mstep: Class 19 contains 798 members Mstep: Class 20 contains 1101 members Mstep: Class 21 contains 1537 members Mstep: Class 23 contains 2708 members Entering Unmasked Estep ConsiderDeletion Score: -7242221.000000 Penalty: 38497.164062 Iteration 80F: 22 clusters Score -7242221 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 13576 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12994 members Mstep: Class 5 contains 594 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1787 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2554 members Mstep: Class 11 contains 1767 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3123 members Mstep: Class 14 contains 3732 members Mstep: Class 15 contains 9412 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4472 members Mstep: Class 19 contains 798 members Mstep: Class 20 contains 1101 members Mstep: Class 21 contains 1536 members Mstep: Class 23 contains 2708 members Entering Unmasked Estep ConsiderDeletion Score: -7242223.500000 Penalty: 38497.164062 Iteration 81Q: 22 clusters Score -7242224 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 13576 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12993 members Mstep: Class 5 contains 597 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1788 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2554 members Mstep: Class 11 contains 1767 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3122 members Mstep: Class 14 contains 3730 members Mstep: Class 15 contains 9413 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4472 members Mstep: Class 19 contains 798 members Mstep: Class 20 contains 1101 members Mstep: Class 21 contains 1535 members Mstep: Class 23 contains 2708 members Entering Unmasked Estep ConsiderDeletion Score: -7242223.000000 Penalty: 38497.164062 Iteration 82Q: 22 clusters Score -7242223 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 13576 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12992 members Mstep: Class 5 contains 597 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1790 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2554 members Mstep: Class 11 contains 1767 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3122 members Mstep: Class 14 contains 3730 members Mstep: Class 15 contains 9414 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4472 members Mstep: Class 19 contains 798 members Mstep: Class 20 contains 1101 members Mstep: Class 21 contains 1533 members Mstep: Class 23 contains 2708 members Entering Unmasked Estep ConsiderDeletion Score: -7242230.000000 Penalty: 38497.164062 Iteration 83Q: 22 clusters Score -7242230 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 13575 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12992 members Mstep: Class 5 contains 597 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1792 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2554 members Mstep: Class 11 contains 1767 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3122 members Mstep: Class 14 contains 3730 members Mstep: Class 15 contains 9414 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4472 members Mstep: Class 19 contains 798 members Mstep: Class 20 contains 1101 members Mstep: Class 21 contains 1532 members Mstep: Class 23 contains 2708 members Entering Unmasked Estep ConsiderDeletion Score: -7242237.000000 Penalty: 38497.164062 Iteration 84Q: 22 clusters Score -7242237 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 13574 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12992 members Mstep: Class 5 contains 597 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1794 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2554 members Mstep: Class 11 contains 1767 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3122 members Mstep: Class 14 contains 3730 members Mstep: Class 15 contains 9414 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4472 members Mstep: Class 19 contains 798 members Mstep: Class 20 contains 1101 members Mstep: Class 21 contains 1531 members Mstep: Class 23 contains 2708 members Entering Unmasked Estep ConsiderDeletion Score: -7242235.000000 Penalty: 38497.164062 Iteration 85Q: 22 clusters Score -7242235 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 13575 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12992 members Mstep: Class 5 contains 597 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1794 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2554 members Mstep: Class 11 contains 1767 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3122 members Mstep: Class 14 contains 3731 members Mstep: Class 15 contains 9414 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4472 members Mstep: Class 19 contains 798 members Mstep: Class 20 contains 1101 members Mstep: Class 21 contains 1529 members Mstep: Class 23 contains 2708 members Entering Unmasked Estep ConsiderDeletion Score: -7242236.000000 Penalty: 38497.164062 Iteration 86Q: 22 clusters Score -7242236 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 13574 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12992 members Mstep: Class 5 contains 597 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1794 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2554 members Mstep: Class 11 contains 1767 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3122 members Mstep: Class 14 contains 3732 members Mstep: Class 15 contains 9414 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4472 members Mstep: Class 19 contains 798 members Mstep: Class 20 contains 1101 members Mstep: Class 21 contains 1529 members Mstep: Class 23 contains 2708 members Entering Unmasked Estep ConsiderDeletion Score: -7242240.000000 Penalty: 38497.164062 Iteration 87Q: 22 clusters Score -7242240 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 13574 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12992 members Mstep: Class 5 contains 597 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1794 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2554 members Mstep: Class 11 contains 1767 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3122 members Mstep: Class 14 contains 3730 members Mstep: Class 15 contains 9416 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4472 members Mstep: Class 19 contains 798 members Mstep: Class 20 contains 1101 members Mstep: Class 21 contains 1529 members Mstep: Class 23 contains 2708 members Entering Unmasked Estep ConsiderDeletion Score: -7242241.500000 Penalty: 38497.164062 Iteration 88Q: 22 clusters Score -7242242 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 13574 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12992 members Mstep: Class 5 contains 598 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1794 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2554 members Mstep: Class 11 contains 1767 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3122 members Mstep: Class 14 contains 3726 members Mstep: Class 15 contains 9418 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4473 members Mstep: Class 19 contains 798 members Mstep: Class 20 contains 1101 members Mstep: Class 21 contains 1529 members Mstep: Class 23 contains 2708 members Entering Unmasked Estep ConsiderDeletion Score: -7242239.000000 Penalty: 38497.164062 Iteration 89Q: 22 clusters Score -7242239 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 13574 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12992 members Mstep: Class 5 contains 598 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1794 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2554 members Mstep: Class 11 contains 1767 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3122 members Mstep: Class 14 contains 3723 members Mstep: Class 15 contains 9421 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4473 members Mstep: Class 19 contains 798 members Mstep: Class 20 contains 1101 members Mstep: Class 21 contains 1529 members Mstep: Class 23 contains 2708 members Entering Unmasked Estep ConsiderDeletion Score: -7242242.000000 Penalty: 38497.164062 Iteration 90Q: 22 clusters Score -7242242 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 13574 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12992 members Mstep: Class 5 contains 598 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1794 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2554 members Mstep: Class 11 contains 1767 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3122 members Mstep: Class 14 contains 3722 members Mstep: Class 15 contains 9422 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4473 members Mstep: Class 19 contains 798 members Mstep: Class 20 contains 1101 members Mstep: Class 21 contains 1529 members Mstep: Class 23 contains 2708 members Entering Unmasked Estep ConsiderDeletion Score: -7242235.000000 Penalty: 38497.164062 Iteration 91Q: 22 clusters Score -7242235 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 13574 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12992 members Mstep: Class 5 contains 598 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1794 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2554 members Mstep: Class 11 contains 1767 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3122 members Mstep: Class 14 contains 3722 members Mstep: Class 15 contains 9422 members Mstep: Class 16 contains 432 members Mstep: Class 18 contains 4473 members Mstep: Class 19 contains 798 members Mstep: Class 20 contains 1101 members Mstep: Class 21 contains 1529 members Mstep: Class 23 contains 2708 members Entering Unmasked Estep ConsiderDeletion Score: -7242235.000000 Penalty: 38497.164062 Iteration 92F: 22 clusters Score -7242235 nChanged 0 Entering ConstructFrom: Score: -7242235.000000 Penalty: 38497.164062 Entering ConstructFrom: Trying to split cluster 1 (8583 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8583 members Entering Unmasked Estep Score: -821046.312500 Penalty: 1471.850098 Iteration 0F: 2 clusters Score -821046.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -814755.437500 Penalty: 2943.700195 Iteration 0F: 3 clusters Score -814755.4 nChanged 3653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -816774.000000 Penalty: 2943.700195 Iteration 1F: 3 clusters Score -816774 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 4306 members Entering Unmasked Estep Score: -817081.562500 Penalty: 2943.700195 Iteration 2F: 3 clusters Score -817081.6 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -817373.437500 Penalty: 2943.700195 Iteration 3F: 3 clusters Score -817373.4 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -817675.062500 Penalty: 2943.700195 Iteration 4F: 3 clusters Score -817675.1 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -817959.125000 Penalty: 2943.700195 Iteration 5F: 3 clusters Score -817959.1 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -818250.062500 Penalty: 2943.700195 Iteration 6F: 3 clusters Score -818250.1 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -818524.375000 Penalty: 2943.700195 Iteration 7F: 3 clusters Score -818524.4 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -818799.562500 Penalty: 2943.700195 Iteration 8Q: 3 clusters Score -818799.6 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -819016.437500 Penalty: 2943.700195 Iteration 9Q: 3 clusters Score -819016.4 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -819175.062500 Penalty: 2943.700195 Iteration 10Q: 3 clusters Score -819175.1 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -819278.500000 Penalty: 2943.700195 Iteration 11Q: 3 clusters Score -819278.5 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -819342.375000 Penalty: 2943.700195 Iteration 12Q: 3 clusters Score -819342.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4660 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -819379.250000 Penalty: 2943.700195 Iteration 13Q: 3 clusters Score -819379.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4657 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -819411.312500 Penalty: 2943.700195 Iteration 14Q: 3 clusters Score -819411.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -819434.062500 Penalty: 2943.700195 Iteration 15Q: 3 clusters Score -819434.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -819451.812500 Penalty: 2943.700195 Iteration 16Q: 3 clusters Score -819451.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4655 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -819470.875000 Penalty: 2943.700195 Iteration 17Q: 3 clusters Score -819470.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -819490.687500 Penalty: 2943.700195 Iteration 18Q: 3 clusters Score -819490.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -819507.062500 Penalty: 2943.700195 Iteration 19Q: 3 clusters Score -819507.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -819519.875000 Penalty: 2943.700195 Iteration 20F: 3 clusters Score -819519.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4683 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -819534.187500 Penalty: 2943.700195 Iteration 21Q: 3 clusters Score -819534.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -819541.875000 Penalty: 2943.700195 Iteration 22Q: 3 clusters Score -819541.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4680 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -819548.750000 Penalty: 2943.700195 Iteration 23Q: 3 clusters Score -819548.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -819556.937500 Penalty: 2943.700195 Iteration 24Q: 3 clusters Score -819556.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -819563.687500 Penalty: 2943.700195 Iteration 25Q: 3 clusters Score -819563.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -819574.312500 Penalty: 2943.700195 Iteration 26Q: 3 clusters Score -819574.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -819583.000000 Penalty: 2943.700195 Iteration 27Q: 3 clusters Score -819583 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4680 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -819588.125000 Penalty: 2943.700195 Iteration 28Q: 3 clusters Score -819588.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -819595.562500 Penalty: 2943.700195 Iteration 29Q: 3 clusters Score -819595.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -819599.062500 Penalty: 2943.700195 Iteration 30Q: 3 clusters Score -819599.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -819603.875000 Penalty: 2943.700195 Iteration 31Q: 3 clusters Score -819603.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4709 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -819608.187500 Penalty: 2943.700195 Iteration 32Q: 3 clusters Score -819608.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -819614.937500 Penalty: 2943.700195 Iteration 33Q: 3 clusters Score -819614.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4724 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -819616.125000 Penalty: 2943.700195 Iteration 34Q: 3 clusters Score -819616.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -819619.625000 Penalty: 2943.700195 Iteration 35Q: 3 clusters Score -819619.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -819621.750000 Penalty: 2943.700195 Iteration 36Q: 3 clusters Score -819621.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -819625.312500 Penalty: 2943.700195 Iteration 37Q: 3 clusters Score -819625.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -819625.250000 Penalty: 2943.700195 Iteration 38Q: 3 clusters Score -819625.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -819623.875000 Penalty: 2943.700195 Iteration 39Q: 3 clusters Score -819623.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -819623.250000 Penalty: 2943.700195 Iteration 40F: 3 clusters Score -819623.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -819626.812500 Penalty: 2943.700195 Iteration 41Q: 3 clusters Score -819626.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -819626.312500 Penalty: 2943.700195 Iteration 42Q: 3 clusters Score -819626.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4760 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -819624.750000 Penalty: 2943.700195 Iteration 43Q: 3 clusters Score -819624.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4760 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -819627.625000 Penalty: 2943.700195 Iteration 44Q: 3 clusters Score -819627.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -819626.812500 Penalty: 2943.700195 Iteration 45Q: 3 clusters Score -819626.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -819627.187500 Penalty: 2943.700195 Iteration 46Q: 3 clusters Score -819627.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -819628.125000 Penalty: 2943.700195 Iteration 47Q: 3 clusters Score -819628.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -819627.312500 Penalty: 2943.700195 Iteration 48Q: 3 clusters Score -819627.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -819626.562500 Penalty: 2943.700195 Iteration 49Q: 3 clusters Score -819626.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4777 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -819628.312500 Penalty: 2943.700195 Iteration 50Q: 3 clusters Score -819628.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -819627.125000 Penalty: 2943.700195 Iteration 51Q: 3 clusters Score -819627.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4783 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -819627.812500 Penalty: 2943.700195 Iteration 52Q: 3 clusters Score -819627.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -819630.687500 Penalty: 2943.700195 Iteration 53Q: 3 clusters Score -819630.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -819631.250000 Penalty: 2943.700195 Iteration 54Q: 3 clusters Score -819631.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -819632.562500 Penalty: 2943.700195 Iteration 55Q: 3 clusters Score -819632.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -819632.000000 Penalty: 2943.700195 Iteration 56Q: 3 clusters Score -819632 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -819632.000000 Penalty: 2943.700195 Iteration 57F: 3 clusters Score -819632 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (13574 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13574 members Entering Unmasked Estep Score: -1303699.250000 Penalty: 1546.335571 Iteration 0F: 2 clusters Score -1303699 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 6795 members Entering Unmasked Estep Score: -1294272.375000 Penalty: 3092.671143 Iteration 0F: 3 clusters Score -1294272 nChanged 5984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6575 members Mstep: Class 2 contains 6999 members Entering Unmasked Estep Score: -1297609.375000 Penalty: 3092.671143 Iteration 1F: 3 clusters Score -1297609 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6408 members Mstep: Class 2 contains 7166 members Entering Unmasked Estep Score: -1298145.625000 Penalty: 3092.671143 Iteration 2F: 3 clusters Score -1298146 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6131 members Mstep: Class 2 contains 7443 members Entering Unmasked Estep Score: -1298802.750000 Penalty: 3092.671143 Iteration 3F: 3 clusters Score -1298803 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5821 members Mstep: Class 2 contains 7753 members Entering Unmasked Estep Score: -1299642.875000 Penalty: 3092.671143 Iteration 4F: 3 clusters Score -1299643 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 8169 members Entering Unmasked Estep Score: -1300551.750000 Penalty: 3092.671143 Iteration 5F: 3 clusters Score -1300552 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 8670 members Entering Unmasked Estep Score: -1301315.250000 Penalty: 3092.671143 Iteration 6F: 3 clusters Score -1301315 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 9115 members Entering Unmasked Estep Score: -1301855.500000 Penalty: 3092.671143 Iteration 7F: 3 clusters Score -1301856 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 9453 members Entering Unmasked Estep Score: -1302174.875000 Penalty: 3092.671143 Iteration 8Q: 3 clusters Score -1302175 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 9733 members Entering Unmasked Estep Score: -1302394.000000 Penalty: 3092.671143 Iteration 9Q: 3 clusters Score -1302394 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 9967 members Entering Unmasked Estep Score: -1302564.875000 Penalty: 3092.671143 Iteration 10Q: 3 clusters Score -1302565 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 10189 members Entering Unmasked Estep Score: -1302713.375000 Penalty: 3092.671143 Iteration 11Q: 3 clusters Score -1302713 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 10379 members Entering Unmasked Estep Score: -1302828.125000 Penalty: 3092.671143 Iteration 12Q: 3 clusters Score -1302828 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 10552 members Entering Unmasked Estep Score: -1302931.250000 Penalty: 3092.671143 Iteration 13Q: 3 clusters Score -1302931 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 10697 members Entering Unmasked Estep Score: -1303014.000000 Penalty: 3092.671143 Iteration 14Q: 3 clusters Score -1303014 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 10820 members Entering Unmasked Estep Score: -1303091.375000 Penalty: 3092.671143 Iteration 15Q: 3 clusters Score -1303091 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 10922 members Entering Unmasked Estep Score: -1303155.125000 Penalty: 3092.671143 Iteration 16Q: 3 clusters Score -1303155 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 11032 members Entering Unmasked Estep Score: -1303212.875000 Penalty: 3092.671143 Iteration 17Q: 3 clusters Score -1303213 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 11133 members Entering Unmasked Estep Score: -1303280.125000 Penalty: 3092.671143 Iteration 18Q: 3 clusters Score -1303280 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 11232 members Entering Unmasked Estep Score: -1303352.875000 Penalty: 3092.671143 Iteration 19Q: 3 clusters Score -1303353 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 11338 members Entering Unmasked Estep Score: -1303429.750000 Penalty: 3092.671143 Iteration 20F: 3 clusters Score -1303430 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 11431 members Entering Unmasked Estep Score: -1303476.125000 Penalty: 3092.671143 Iteration 21Q: 3 clusters Score -1303476 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 11499 members Entering Unmasked Estep Score: -1303507.875000 Penalty: 3092.671143 Iteration 22Q: 3 clusters Score -1303508 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 11568 members Entering Unmasked Estep Score: -1303542.000000 Penalty: 3092.671143 Iteration 23Q: 3 clusters Score -1303542 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 11620 members Entering Unmasked Estep Score: -1303560.750000 Penalty: 3092.671143 Iteration 24Q: 3 clusters Score -1303561 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 11660 members Entering Unmasked Estep Score: -1303571.500000 Penalty: 3092.671143 Iteration 25Q: 3 clusters Score -1303572 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 11696 members Entering Unmasked Estep Score: -1303584.750000 Penalty: 3092.671143 Iteration 26Q: 3 clusters Score -1303585 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 11728 members Entering Unmasked Estep Score: -1303589.000000 Penalty: 3092.671143 Iteration 27Q: 3 clusters Score -1303589 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 11761 members Entering Unmasked Estep Score: -1303601.250000 Penalty: 3092.671143 Iteration 28Q: 3 clusters Score -1303601 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 11785 members Entering Unmasked Estep Score: -1303607.875000 Penalty: 3092.671143 Iteration 29Q: 3 clusters Score -1303608 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 11805 members Entering Unmasked Estep Score: -1303616.250000 Penalty: 3092.671143 Iteration 30Q: 3 clusters Score -1303616 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 11816 members Entering Unmasked Estep Score: -1303617.375000 Penalty: 3092.671143 Iteration 31Q: 3 clusters Score -1303617 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 11832 members Entering Unmasked Estep Score: -1303625.125000 Penalty: 3092.671143 Iteration 32Q: 3 clusters Score -1303625 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 11845 members Entering Unmasked Estep Score: -1303623.250000 Penalty: 3092.671143 Iteration 33Q: 3 clusters Score -1303623 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 11854 members Entering Unmasked Estep Score: -1303626.750000 Penalty: 3092.671143 Iteration 34Q: 3 clusters Score -1303627 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 11860 members Entering Unmasked Estep Score: -1303628.250000 Penalty: 3092.671143 Iteration 35Q: 3 clusters Score -1303628 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 11866 members Entering Unmasked Estep Score: -1303626.750000 Penalty: 3092.671143 Iteration 36Q: 3 clusters Score -1303627 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 11874 members Entering Unmasked Estep Score: -1303627.375000 Penalty: 3092.671143 Iteration 37Q: 3 clusters Score -1303627 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 11879 members Entering Unmasked Estep Score: -1303628.500000 Penalty: 3092.671143 Iteration 38Q: 3 clusters Score -1303628 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 11880 members Entering Unmasked Estep Score: -1303629.000000 Penalty: 3092.671143 Iteration 39Q: 3 clusters Score -1303629 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 11880 members Entering Unmasked Estep Score: -1303629.000000 Penalty: 3092.671143 Iteration 40F: 3 clusters Score -1303629 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1703 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Entering Unmasked Estep Score: -161495.687500 Penalty: 1209.023804 Iteration 0F: 2 clusters Score -161495.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -159561.156250 Penalty: 2418.047607 Iteration 0F: 3 clusters Score -159561.2 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -159935.687500 Penalty: 2418.047607 Iteration 1F: 3 clusters Score -159935.7 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -160018.875000 Penalty: 2418.047607 Iteration 2F: 3 clusters Score -160018.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -160060.484375 Penalty: 2418.047607 Iteration 3Q: 3 clusters Score -160060.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -160093.125000 Penalty: 2418.047607 Iteration 4Q: 3 clusters Score -160093.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -160129.828125 Penalty: 2418.047607 Iteration 5Q: 3 clusters Score -160129.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -160158.312500 Penalty: 2418.047607 Iteration 6Q: 3 clusters Score -160158.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -160180.968750 Penalty: 2418.047607 Iteration 7Q: 3 clusters Score -160181 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -160193.171875 Penalty: 2418.047607 Iteration 8Q: 3 clusters Score -160193.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -160206.359375 Penalty: 2418.047607 Iteration 9Q: 3 clusters Score -160206.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -160220.546875 Penalty: 2418.047607 Iteration 10Q: 3 clusters Score -160220.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -160236.328125 Penalty: 2418.047607 Iteration 11Q: 3 clusters Score -160236.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -160245.687500 Penalty: 2418.047607 Iteration 12Q: 3 clusters Score -160245.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -160251.500000 Penalty: 2418.047607 Iteration 13Q: 3 clusters Score -160251.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -160258.156250 Penalty: 2418.047607 Iteration 14Q: 3 clusters Score -160258.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -160261.359375 Penalty: 2418.047607 Iteration 15Q: 3 clusters Score -160261.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -160270.125000 Penalty: 2418.047607 Iteration 16Q: 3 clusters Score -160270.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -160287.046875 Penalty: 2418.047607 Iteration 17Q: 3 clusters Score -160287 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -160300.781250 Penalty: 2418.047607 Iteration 18Q: 3 clusters Score -160300.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -160307.968750 Penalty: 2418.047607 Iteration 19Q: 3 clusters Score -160308 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -160315.156250 Penalty: 2418.047607 Iteration 20F: 3 clusters Score -160315.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -160320.171875 Penalty: 2418.047607 Iteration 21Q: 3 clusters Score -160320.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -160322.234375 Penalty: 2418.047607 Iteration 22Q: 3 clusters Score -160322.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -160322.578125 Penalty: 2418.047607 Iteration 23Q: 3 clusters Score -160322.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -160325.359375 Penalty: 2418.047607 Iteration 24Q: 3 clusters Score -160325.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -160328.140625 Penalty: 2418.047607 Iteration 25Q: 3 clusters Score -160328.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -160329.296875 Penalty: 2418.047607 Iteration 26Q: 3 clusters Score -160329.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -160329.796875 Penalty: 2418.047607 Iteration 27Q: 3 clusters Score -160329.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -160330.218750 Penalty: 2418.047607 Iteration 28Q: 3 clusters Score -160330.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -160330.218750 Penalty: 2418.047607 Iteration 29F: 3 clusters Score -160330.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (12992 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12992 members Entering Unmasked Estep Score: -1212304.500000 Penalty: 1539.214478 Iteration 0F: 2 clusters Score -1212304 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6540 members Mstep: Class 2 contains 6452 members Entering Unmasked Estep Score: -1203218.625000 Penalty: 3078.428955 Iteration 0F: 3 clusters Score -1203219 nChanged 5736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6650 members Mstep: Class 2 contains 6342 members Entering Unmasked Estep Score: -1206431.250000 Penalty: 3078.428955 Iteration 1F: 3 clusters Score -1206431 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6745 members Mstep: Class 2 contains 6247 members Entering Unmasked Estep Score: -1206815.750000 Penalty: 3078.428955 Iteration 2F: 3 clusters Score -1206816 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6795 members Mstep: Class 2 contains 6197 members Entering Unmasked Estep Score: -1207174.000000 Penalty: 3078.428955 Iteration 3F: 3 clusters Score -1207174 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6859 members Mstep: Class 2 contains 6133 members Entering Unmasked Estep Score: -1207475.000000 Penalty: 3078.428955 Iteration 4F: 3 clusters Score -1207475 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6890 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -1207746.625000 Penalty: 3078.428955 Iteration 5Q: 3 clusters Score -1207747 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6911 members Mstep: Class 2 contains 6081 members Entering Unmasked Estep Score: -1208011.000000 Penalty: 3078.428955 Iteration 6Q: 3 clusters Score -1208011 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6926 members Mstep: Class 2 contains 6066 members Entering Unmasked Estep Score: -1208256.500000 Penalty: 3078.428955 Iteration 7Q: 3 clusters Score -1208256 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6929 members Mstep: Class 2 contains 6063 members Entering Unmasked Estep Score: -1208511.250000 Penalty: 3078.428955 Iteration 8Q: 3 clusters Score -1208511 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6924 members Mstep: Class 2 contains 6068 members Entering Unmasked Estep Score: -1208789.875000 Penalty: 3078.428955 Iteration 9Q: 3 clusters Score -1208790 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6912 members Mstep: Class 2 contains 6080 members Entering Unmasked Estep Score: -1209059.000000 Penalty: 3078.428955 Iteration 10Q: 3 clusters Score -1209059 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6821 members Mstep: Class 2 contains 6171 members Entering Unmasked Estep Score: -1209309.375000 Penalty: 3078.428955 Iteration 11Q: 3 clusters Score -1209309 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6703 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -1209506.500000 Penalty: 3078.428955 Iteration 12Q: 3 clusters Score -1209506 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Mstep: Class 2 contains 6388 members Entering Unmasked Estep Score: -1209637.125000 Penalty: 3078.428955 Iteration 13Q: 3 clusters Score -1209637 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 6508 members Entering Unmasked Estep Score: -1209748.375000 Penalty: 3078.428955 Iteration 14Q: 3 clusters Score -1209748 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6359 members Mstep: Class 2 contains 6633 members Entering Unmasked Estep Score: -1209835.500000 Penalty: 3078.428955 Iteration 15Q: 3 clusters Score -1209836 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6232 members Mstep: Class 2 contains 6760 members Entering Unmasked Estep Score: -1209912.375000 Penalty: 3078.428955 Iteration 16Q: 3 clusters Score -1209912 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6108 members Mstep: Class 2 contains 6884 members Entering Unmasked Estep Score: -1209983.125000 Penalty: 3078.428955 Iteration 17Q: 3 clusters Score -1209983 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5996 members Mstep: Class 2 contains 6996 members Entering Unmasked Estep Score: -1210035.375000 Penalty: 3078.428955 Iteration 18Q: 3 clusters Score -1210035 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5864 members Mstep: Class 2 contains 7128 members Entering Unmasked Estep Score: -1210085.875000 Penalty: 3078.428955 Iteration 19Q: 3 clusters Score -1210086 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5744 members Mstep: Class 2 contains 7248 members Entering Unmasked Estep Score: -1210126.500000 Penalty: 3078.428955 Iteration 20F: 3 clusters Score -1210126 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 7348 members Entering Unmasked Estep Score: -1210160.750000 Penalty: 3078.428955 Iteration 21Q: 3 clusters Score -1210161 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5565 members Mstep: Class 2 contains 7427 members Entering Unmasked Estep Score: -1210189.500000 Penalty: 3078.428955 Iteration 22Q: 3 clusters Score -1210190 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5480 members Mstep: Class 2 contains 7512 members Entering Unmasked Estep Score: -1210212.875000 Penalty: 3078.428955 Iteration 23Q: 3 clusters Score -1210213 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5391 members Mstep: Class 2 contains 7601 members Entering Unmasked Estep Score: -1210237.125000 Penalty: 3078.428955 Iteration 24Q: 3 clusters Score -1210237 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 7667 members Entering Unmasked Estep Score: -1210252.625000 Penalty: 3078.428955 Iteration 25Q: 3 clusters Score -1210253 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5260 members Mstep: Class 2 contains 7732 members Entering Unmasked Estep Score: -1210268.750000 Penalty: 3078.428955 Iteration 26Q: 3 clusters Score -1210269 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5188 members Mstep: Class 2 contains 7804 members Entering Unmasked Estep Score: -1210290.750000 Penalty: 3078.428955 Iteration 27Q: 3 clusters Score -1210291 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Mstep: Class 2 contains 7878 members Entering Unmasked Estep Score: -1210311.875000 Penalty: 3078.428955 Iteration 28Q: 3 clusters Score -1210312 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 7967 members Entering Unmasked Estep Score: -1210335.375000 Penalty: 3078.428955 Iteration 29Q: 3 clusters Score -1210335 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 8047 members Entering Unmasked Estep Score: -1210356.750000 Penalty: 3078.428955 Iteration 30Q: 3 clusters Score -1210357 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4854 members Mstep: Class 2 contains 8138 members Entering Unmasked Estep Score: -1210387.500000 Penalty: 3078.428955 Iteration 31Q: 3 clusters Score -1210388 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 8219 members Entering Unmasked Estep Score: -1210399.250000 Penalty: 3078.428955 Iteration 32Q: 3 clusters Score -1210399 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 8281 members Entering Unmasked Estep Score: -1210412.500000 Penalty: 3078.428955 Iteration 33Q: 3 clusters Score -1210412 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 8338 members Entering Unmasked Estep Score: -1210421.750000 Penalty: 3078.428955 Iteration 34Q: 3 clusters Score -1210422 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 8394 members Entering Unmasked Estep Score: -1210436.250000 Penalty: 3078.428955 Iteration 35Q: 3 clusters Score -1210436 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 8446 members Entering Unmasked Estep Score: -1210442.125000 Penalty: 3078.428955 Iteration 36Q: 3 clusters Score -1210442 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 8503 members Entering Unmasked Estep Score: -1210454.000000 Penalty: 3078.428955 Iteration 37Q: 3 clusters Score -1210454 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 8556 members Entering Unmasked Estep Score: -1210460.125000 Penalty: 3078.428955 Iteration 38Q: 3 clusters Score -1210460 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 8605 members Entering Unmasked Estep Score: -1210467.000000 Penalty: 3078.428955 Iteration 39Q: 3 clusters Score -1210467 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 8647 members Entering Unmasked Estep Score: -1210473.875000 Penalty: 3078.428955 Iteration 40F: 3 clusters Score -1210474 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 8681 members Entering Unmasked Estep Score: -1210476.500000 Penalty: 3078.428955 Iteration 41Q: 3 clusters Score -1210476 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 8718 members Entering Unmasked Estep Score: -1210489.625000 Penalty: 3078.428955 Iteration 42Q: 3 clusters Score -1210490 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 8752 members Entering Unmasked Estep Score: -1210495.125000 Penalty: 3078.428955 Iteration 43Q: 3 clusters Score -1210495 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 8783 members Entering Unmasked Estep Score: -1210497.250000 Penalty: 3078.428955 Iteration 44Q: 3 clusters Score -1210497 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 8804 members Entering Unmasked Estep Score: -1210498.750000 Penalty: 3078.428955 Iteration 45Q: 3 clusters Score -1210499 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 8824 members Entering Unmasked Estep Score: -1210499.250000 Penalty: 3078.428955 Iteration 46Q: 3 clusters Score -1210499 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 8842 members Entering Unmasked Estep Score: -1210504.125000 Penalty: 3078.428955 Iteration 47Q: 3 clusters Score -1210504 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 8861 members Entering Unmasked Estep Score: -1210506.125000 Penalty: 3078.428955 Iteration 48Q: 3 clusters Score -1210506 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 8879 members Entering Unmasked Estep Score: -1210506.750000 Penalty: 3078.428955 Iteration 49Q: 3 clusters Score -1210507 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 8894 members Entering Unmasked Estep Score: -1210509.250000 Penalty: 3078.428955 Iteration 50Q: 3 clusters Score -1210509 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 8905 members Entering Unmasked Estep Score: -1210509.500000 Penalty: 3078.428955 Iteration 51Q: 3 clusters Score -1210510 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 8913 members Entering Unmasked Estep Score: -1210510.625000 Penalty: 3078.428955 Iteration 52Q: 3 clusters Score -1210511 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 8919 members Entering Unmasked Estep Score: -1210511.375000 Penalty: 3078.428955 Iteration 53Q: 3 clusters Score -1210511 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 8928 members Entering Unmasked Estep Score: -1210513.625000 Penalty: 3078.428955 Iteration 54Q: 3 clusters Score -1210514 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 8939 members Entering Unmasked Estep Score: -1210512.250000 Penalty: 3078.428955 Iteration 55Q: 3 clusters Score -1210512 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 8951 members Entering Unmasked Estep Score: -1210513.250000 Penalty: 3078.428955 Iteration 56Q: 3 clusters Score -1210513 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 8958 members Entering Unmasked Estep Score: -1210513.250000 Penalty: 3078.428955 Iteration 57Q: 3 clusters Score -1210513 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 8962 members Entering Unmasked Estep Score: -1210515.125000 Penalty: 3078.428955 Iteration 58Q: 3 clusters Score -1210515 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 8966 members Entering Unmasked Estep Score: -1210515.250000 Penalty: 3078.428955 Iteration 59Q: 3 clusters Score -1210515 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 8966 members Entering Unmasked Estep Score: -1210515.250000 Penalty: 3078.428955 Iteration 60F: 3 clusters Score -1210515 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (598 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Entering Unmasked Estep Score: -48431.164062 Penalty: 1038.958496 Iteration 0F: 2 clusters Score -48431.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -47277.878906 Penalty: 2077.916992 Iteration 0F: 3 clusters Score -47277.88 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -47448.175781 Penalty: 2077.916992 Iteration 1F: 3 clusters Score -47448.18 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -47520.468750 Penalty: 2077.916992 Iteration 2F: 3 clusters Score -47520.47 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -47582.187500 Penalty: 2077.916992 Iteration 3Q: 3 clusters Score -47582.19 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -47618.066406 Penalty: 2077.916992 Iteration 4Q: 3 clusters Score -47618.07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -47639.722656 Penalty: 2077.916992 Iteration 5Q: 3 clusters Score -47639.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -47650.722656 Penalty: 2077.916992 Iteration 6Q: 3 clusters Score -47650.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -47654.695312 Penalty: 2077.916992 Iteration 7Q: 3 clusters Score -47654.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -47658.027344 Penalty: 2077.916992 Iteration 8Q: 3 clusters Score -47658.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -47663.628906 Penalty: 2077.916992 Iteration 9Q: 3 clusters Score -47663.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -47664.984375 Penalty: 2077.916992 Iteration 10Q: 3 clusters Score -47664.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -47667.570312 Penalty: 2077.916992 Iteration 11Q: 3 clusters Score -47667.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -47670.292969 Penalty: 2077.916992 Iteration 12Q: 3 clusters Score -47670.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -47673.035156 Penalty: 2077.916992 Iteration 13Q: 3 clusters Score -47673.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -47675.312500 Penalty: 2077.916992 Iteration 14Q: 3 clusters Score -47675.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -47677.585938 Penalty: 2077.916992 Iteration 15Q: 3 clusters Score -47677.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -47677.585938 Penalty: 2077.916992 Iteration 16F: 3 clusters Score -47677.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (5333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5333 members Entering Unmasked Estep Score: -496678.812500 Penalty: 1394.521240 Iteration 0F: 2 clusters Score -496678.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -492513.937500 Penalty: 2789.042480 Iteration 0F: 3 clusters Score -492513.9 nChanged 2159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -493767.343750 Penalty: 2789.042480 Iteration 1F: 3 clusters Score -493767.3 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -493971.937500 Penalty: 2789.042480 Iteration 2F: 3 clusters Score -493971.9 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -494128.031250 Penalty: 2789.042480 Iteration 3F: 3 clusters Score -494128 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -494247.343750 Penalty: 2789.042480 Iteration 4Q: 3 clusters Score -494247.3 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -494338.281250 Penalty: 2789.042480 Iteration 5Q: 3 clusters Score -494338.3 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -494422.750000 Penalty: 2789.042480 Iteration 6Q: 3 clusters Score -494422.8 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -494505.531250 Penalty: 2789.042480 Iteration 7Q: 3 clusters Score -494505.5 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -494615.531250 Penalty: 2789.042480 Iteration 8Q: 3 clusters Score -494615.5 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -494739.875000 Penalty: 2789.042480 Iteration 9Q: 3 clusters Score -494739.9 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -494876.093750 Penalty: 2789.042480 Iteration 10Q: 3 clusters Score -494876.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -495019.312500 Penalty: 2789.042480 Iteration 11Q: 3 clusters Score -495019.3 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -495176.250000 Penalty: 2789.042480 Iteration 12Q: 3 clusters Score -495176.2 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -495298.687500 Penalty: 2789.042480 Iteration 13Q: 3 clusters Score -495298.7 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -495399.937500 Penalty: 2789.042480 Iteration 14Q: 3 clusters Score -495399.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -495466.281250 Penalty: 2789.042480 Iteration 15Q: 3 clusters Score -495466.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -495501.250000 Penalty: 2789.042480 Iteration 16Q: 3 clusters Score -495501.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -495526.218750 Penalty: 2789.042480 Iteration 17Q: 3 clusters Score -495526.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -495539.687500 Penalty: 2789.042480 Iteration 18Q: 3 clusters Score -495539.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -495547.593750 Penalty: 2789.042480 Iteration 19Q: 3 clusters Score -495547.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -495555.531250 Penalty: 2789.042480 Iteration 20F: 3 clusters Score -495555.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -495560.843750 Penalty: 2789.042480 Iteration 21Q: 3 clusters Score -495560.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -495565.468750 Penalty: 2789.042480 Iteration 22Q: 3 clusters Score -495565.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -495568.156250 Penalty: 2789.042480 Iteration 23Q: 3 clusters Score -495568.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -495573.812500 Penalty: 2789.042480 Iteration 24Q: 3 clusters Score -495573.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -495578.656250 Penalty: 2789.042480 Iteration 25Q: 3 clusters Score -495578.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -495580.187500 Penalty: 2789.042480 Iteration 26Q: 3 clusters Score -495580.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -495581.343750 Penalty: 2789.042480 Iteration 27Q: 3 clusters Score -495581.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -495584.093750 Penalty: 2789.042480 Iteration 28Q: 3 clusters Score -495584.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -495585.625000 Penalty: 2789.042480 Iteration 29Q: 3 clusters Score -495585.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -495588.406250 Penalty: 2789.042480 Iteration 30Q: 3 clusters Score -495588.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -495588.843750 Penalty: 2789.042480 Iteration 31Q: 3 clusters Score -495588.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -495592.875000 Penalty: 2789.042480 Iteration 32Q: 3 clusters Score -495592.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -495591.937500 Penalty: 2789.042480 Iteration 33Q: 3 clusters Score -495591.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -495593.625000 Penalty: 2789.042480 Iteration 34Q: 3 clusters Score -495593.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -495593.281250 Penalty: 2789.042480 Iteration 35Q: 3 clusters Score -495593.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -495593.468750 Penalty: 2789.042480 Iteration 36Q: 3 clusters Score -495593.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -495593.468750 Penalty: 2789.042480 Iteration 37F: 3 clusters Score -495593.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1794 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Entering Unmasked Estep Score: -169296.906250 Penalty: 1217.483032 Iteration 0F: 2 clusters Score -169296.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -167374.328125 Penalty: 2434.966064 Iteration 0F: 3 clusters Score -167374.3 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -167785.843750 Penalty: 2434.966064 Iteration 1F: 3 clusters Score -167785.8 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -167931.250000 Penalty: 2434.966064 Iteration 2F: 3 clusters Score -167931.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -168044.812500 Penalty: 2434.966064 Iteration 3F: 3 clusters Score -168044.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -168149.359375 Penalty: 2434.966064 Iteration 4Q: 3 clusters Score -168149.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -168239.234375 Penalty: 2434.966064 Iteration 5Q: 3 clusters Score -168239.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -168305.625000 Penalty: 2434.966064 Iteration 6Q: 3 clusters Score -168305.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -168362.968750 Penalty: 2434.966064 Iteration 7Q: 3 clusters Score -168363 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -168399.218750 Penalty: 2434.966064 Iteration 8Q: 3 clusters Score -168399.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -168427.187500 Penalty: 2434.966064 Iteration 9Q: 3 clusters Score -168427.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -168465.296875 Penalty: 2434.966064 Iteration 10Q: 3 clusters Score -168465.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -168504.062500 Penalty: 2434.966064 Iteration 11Q: 3 clusters Score -168504.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -168534.921875 Penalty: 2434.966064 Iteration 12Q: 3 clusters Score -168534.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -168565.078125 Penalty: 2434.966064 Iteration 13Q: 3 clusters Score -168565.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -168595.156250 Penalty: 2434.966064 Iteration 14Q: 3 clusters Score -168595.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -168611.578125 Penalty: 2434.966064 Iteration 15Q: 3 clusters Score -168611.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -168619.718750 Penalty: 2434.966064 Iteration 16Q: 3 clusters Score -168619.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -168624.562500 Penalty: 2434.966064 Iteration 17Q: 3 clusters Score -168624.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -168630.218750 Penalty: 2434.966064 Iteration 18Q: 3 clusters Score -168630.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -168637.906250 Penalty: 2434.966064 Iteration 19Q: 3 clusters Score -168637.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -168645.937500 Penalty: 2434.966064 Iteration 20F: 3 clusters Score -168645.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -168651.562500 Penalty: 2434.966064 Iteration 21Q: 3 clusters Score -168651.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -168656.265625 Penalty: 2434.966064 Iteration 22Q: 3 clusters Score -168656.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -168660.796875 Penalty: 2434.966064 Iteration 23Q: 3 clusters Score -168660.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -168665.250000 Penalty: 2434.966064 Iteration 24Q: 3 clusters Score -168665.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -168669.046875 Penalty: 2434.966064 Iteration 25Q: 3 clusters Score -168669 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -168674.109375 Penalty: 2434.966064 Iteration 26Q: 3 clusters Score -168674.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -168677.734375 Penalty: 2434.966064 Iteration 27Q: 3 clusters Score -168677.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -168680.296875 Penalty: 2434.966064 Iteration 28Q: 3 clusters Score -168680.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -168680.750000 Penalty: 2434.966064 Iteration 29Q: 3 clusters Score -168680.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -168682.000000 Penalty: 2434.966064 Iteration 30Q: 3 clusters Score -168682 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -168682.531250 Penalty: 2434.966064 Iteration 31Q: 3 clusters Score -168682.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -168683.218750 Penalty: 2434.966064 Iteration 32Q: 3 clusters Score -168683.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -168683.546875 Penalty: 2434.966064 Iteration 33Q: 3 clusters Score -168683.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -168683.546875 Penalty: 2434.966064 Iteration 34F: 3 clusters Score -168683.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1572 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Entering Unmasked Estep Score: -145264.156250 Penalty: 1196.016968 Iteration 0F: 2 clusters Score -145264.2 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 803 members Entering Unmasked Estep Score: -143476.281250 Penalty: 2392.033936 Iteration 0F: 3 clusters Score -143476.3 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -143933.890625 Penalty: 2392.033936 Iteration 1F: 3 clusters Score -143933.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -144096.171875 Penalty: 2392.033936 Iteration 2F: 3 clusters Score -144096.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -144275.656250 Penalty: 2392.033936 Iteration 3F: 3 clusters Score -144275.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -144399.703125 Penalty: 2392.033936 Iteration 4Q: 3 clusters Score -144399.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -144503.218750 Penalty: 2392.033936 Iteration 5Q: 3 clusters Score -144503.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -144574.500000 Penalty: 2392.033936 Iteration 6Q: 3 clusters Score -144574.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -144602.671875 Penalty: 2392.033936 Iteration 7Q: 3 clusters Score -144602.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -144632.484375 Penalty: 2392.033936 Iteration 8Q: 3 clusters Score -144632.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -144645.984375 Penalty: 2392.033936 Iteration 9Q: 3 clusters Score -144646 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -144654.484375 Penalty: 2392.033936 Iteration 10Q: 3 clusters Score -144654.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -144665.562500 Penalty: 2392.033936 Iteration 11Q: 3 clusters Score -144665.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -144676.718750 Penalty: 2392.033936 Iteration 12Q: 3 clusters Score -144676.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -144683.781250 Penalty: 2392.033936 Iteration 13Q: 3 clusters Score -144683.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -144695.156250 Penalty: 2392.033936 Iteration 14Q: 3 clusters Score -144695.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -144700.906250 Penalty: 2392.033936 Iteration 15Q: 3 clusters Score -144700.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -144703.687500 Penalty: 2392.033936 Iteration 16Q: 3 clusters Score -144703.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -144704.921875 Penalty: 2392.033936 Iteration 17Q: 3 clusters Score -144704.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -144707.109375 Penalty: 2392.033936 Iteration 18Q: 3 clusters Score -144707.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -144707.109375 Penalty: 2392.033936 Iteration 19F: 3 clusters Score -144707.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (337 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Entering Unmasked Estep Score: -30512.720703 Penalty: 945.763489 Iteration 0F: 2 clusters Score -30512.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -29573.384766 Penalty: 1891.526978 Iteration 0F: 3 clusters Score -29573.38 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -29703.796875 Penalty: 1891.526978 Iteration 1F: 3 clusters Score -29703.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -29754.613281 Penalty: 1891.526978 Iteration 2F: 3 clusters Score -29754.61 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -29786.599609 Penalty: 1891.526978 Iteration 3Q: 3 clusters Score -29786.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -29798.412109 Penalty: 1891.526978 Iteration 4Q: 3 clusters Score -29798.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -29802.328125 Penalty: 1891.526978 Iteration 5Q: 3 clusters Score -29802.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -29802.328125 Penalty: 1891.526978 Iteration 6F: 3 clusters Score -29802.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2554 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Entering Unmasked Estep Score: -243744.718750 Penalty: 1274.880127 Iteration 0F: 2 clusters Score -243744.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -241293.562500 Penalty: 2549.760254 Iteration 0F: 3 clusters Score -241293.6 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -241837.796875 Penalty: 2549.760254 Iteration 1F: 3 clusters Score -241837.8 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -241978.015625 Penalty: 2549.760254 Iteration 2F: 3 clusters Score -241978 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -242072.593750 Penalty: 2549.760254 Iteration 3F: 3 clusters Score -242072.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -242181.015625 Penalty: 2549.760254 Iteration 4F: 3 clusters Score -242181 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -242276.515625 Penalty: 2549.760254 Iteration 5Q: 3 clusters Score -242276.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -242352.421875 Penalty: 2549.760254 Iteration 6Q: 3 clusters Score -242352.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -242402.359375 Penalty: 2549.760254 Iteration 7Q: 3 clusters Score -242402.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -242444.484375 Penalty: 2549.760254 Iteration 8Q: 3 clusters Score -242444.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -242485.515625 Penalty: 2549.760254 Iteration 9Q: 3 clusters Score -242485.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -242510.968750 Penalty: 2549.760254 Iteration 10Q: 3 clusters Score -242511 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -242536.890625 Penalty: 2549.760254 Iteration 11Q: 3 clusters Score -242536.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -242562.453125 Penalty: 2549.760254 Iteration 12Q: 3 clusters Score -242562.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -242586.796875 Penalty: 2549.760254 Iteration 13Q: 3 clusters Score -242586.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -242602.171875 Penalty: 2549.760254 Iteration 14Q: 3 clusters Score -242602.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -242611.390625 Penalty: 2549.760254 Iteration 15Q: 3 clusters Score -242611.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -242621.218750 Penalty: 2549.760254 Iteration 16Q: 3 clusters Score -242621.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -242629.250000 Penalty: 2549.760254 Iteration 17Q: 3 clusters Score -242629.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -242638.109375 Penalty: 2549.760254 Iteration 18Q: 3 clusters Score -242638.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -242640.828125 Penalty: 2549.760254 Iteration 19Q: 3 clusters Score -242640.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -242642.953125 Penalty: 2549.760254 Iteration 20F: 3 clusters Score -242643 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -242643.671875 Penalty: 2549.760254 Iteration 21Q: 3 clusters Score -242643.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -242644.687500 Penalty: 2549.760254 Iteration 22Q: 3 clusters Score -242644.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -242645.953125 Penalty: 2549.760254 Iteration 23Q: 3 clusters Score -242646 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -242647.593750 Penalty: 2549.760254 Iteration 24Q: 3 clusters Score -242647.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -242649.593750 Penalty: 2549.760254 Iteration 25Q: 3 clusters Score -242649.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -242651.578125 Penalty: 2549.760254 Iteration 26Q: 3 clusters Score -242651.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -242653.578125 Penalty: 2549.760254 Iteration 27Q: 3 clusters Score -242653.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -242656.718750 Penalty: 2549.760254 Iteration 28Q: 3 clusters Score -242656.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -242660.843750 Penalty: 2549.760254 Iteration 29Q: 3 clusters Score -242660.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -242666.281250 Penalty: 2549.760254 Iteration 30Q: 3 clusters Score -242666.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -242671.375000 Penalty: 2549.760254 Iteration 31Q: 3 clusters Score -242671.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -242676.750000 Penalty: 2549.760254 Iteration 32Q: 3 clusters Score -242676.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -242682.625000 Penalty: 2549.760254 Iteration 33Q: 3 clusters Score -242682.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -242685.531250 Penalty: 2549.760254 Iteration 34Q: 3 clusters Score -242685.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -242687.562500 Penalty: 2549.760254 Iteration 35Q: 3 clusters Score -242687.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -242690.359375 Penalty: 2549.760254 Iteration 36Q: 3 clusters Score -242690.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -242692.921875 Penalty: 2549.760254 Iteration 37Q: 3 clusters Score -242692.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -242695.828125 Penalty: 2549.760254 Iteration 38Q: 3 clusters Score -242695.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -242698.437500 Penalty: 2549.760254 Iteration 39Q: 3 clusters Score -242698.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -242700.812500 Penalty: 2549.760254 Iteration 40F: 3 clusters Score -242700.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -242703.906250 Penalty: 2549.760254 Iteration 41Q: 3 clusters Score -242703.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -242705.984375 Penalty: 2549.760254 Iteration 42Q: 3 clusters Score -242706 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -242707.468750 Penalty: 2549.760254 Iteration 43Q: 3 clusters Score -242707.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -242709.234375 Penalty: 2549.760254 Iteration 44Q: 3 clusters Score -242709.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -242712.718750 Penalty: 2549.760254 Iteration 45Q: 3 clusters Score -242712.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -242716.125000 Penalty: 2549.760254 Iteration 46Q: 3 clusters Score -242716.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -242718.984375 Penalty: 2549.760254 Iteration 47Q: 3 clusters Score -242719 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -242723.515625 Penalty: 2549.760254 Iteration 48Q: 3 clusters Score -242723.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -242723.781250 Penalty: 2549.760254 Iteration 49Q: 3 clusters Score -242723.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -242724.796875 Penalty: 2549.760254 Iteration 50Q: 3 clusters Score -242724.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -242725.640625 Penalty: 2549.760254 Iteration 51Q: 3 clusters Score -242725.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -242727.031250 Penalty: 2549.760254 Iteration 52Q: 3 clusters Score -242727 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -242727.218750 Penalty: 2549.760254 Iteration 53Q: 3 clusters Score -242727.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -242728.265625 Penalty: 2549.760254 Iteration 54Q: 3 clusters Score -242728.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -242730.421875 Penalty: 2549.760254 Iteration 55Q: 3 clusters Score -242730.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -242730.828125 Penalty: 2549.760254 Iteration 56Q: 3 clusters Score -242730.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -242730.828125 Penalty: 2549.760254 Iteration 57F: 3 clusters Score -242730.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1767 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Entering Unmasked Estep Score: -165914.187500 Penalty: 1215.018677 Iteration 0F: 2 clusters Score -165914.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -163983.750000 Penalty: 2430.037354 Iteration 0F: 3 clusters Score -163983.8 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -164373.281250 Penalty: 2430.037354 Iteration 1F: 3 clusters Score -164373.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -164481.859375 Penalty: 2430.037354 Iteration 2F: 3 clusters Score -164481.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -164541.562500 Penalty: 2430.037354 Iteration 3Q: 3 clusters Score -164541.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -164591.625000 Penalty: 2430.037354 Iteration 4Q: 3 clusters Score -164591.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -164651.718750 Penalty: 2430.037354 Iteration 5Q: 3 clusters Score -164651.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -164716.875000 Penalty: 2430.037354 Iteration 6Q: 3 clusters Score -164716.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -164809.812500 Penalty: 2430.037354 Iteration 7Q: 3 clusters Score -164809.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -164948.250000 Penalty: 2430.037354 Iteration 8F: 3 clusters Score -164948.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -165083.593750 Penalty: 2430.037354 Iteration 9Q: 3 clusters Score -165083.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -165215.500000 Penalty: 2430.037354 Iteration 10Q: 3 clusters Score -165215.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -165315.437500 Penalty: 2430.037354 Iteration 11Q: 3 clusters Score -165315.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -165399.062500 Penalty: 2430.037354 Iteration 12Q: 3 clusters Score -165399.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -165442.140625 Penalty: 2430.037354 Iteration 13Q: 3 clusters Score -165442.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -165454.718750 Penalty: 2430.037354 Iteration 14Q: 3 clusters Score -165454.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -165458.015625 Penalty: 2430.037354 Iteration 15Q: 3 clusters Score -165458 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -165460.625000 Penalty: 2430.037354 Iteration 16Q: 3 clusters Score -165460.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -165465.765625 Penalty: 2430.037354 Iteration 17Q: 3 clusters Score -165465.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -165467.406250 Penalty: 2430.037354 Iteration 18Q: 3 clusters Score -165467.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -165470.453125 Penalty: 2430.037354 Iteration 19Q: 3 clusters Score -165470.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -165473.031250 Penalty: 2430.037354 Iteration 20F: 3 clusters Score -165473 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -165474.671875 Penalty: 2430.037354 Iteration 21Q: 3 clusters Score -165474.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -165476.875000 Penalty: 2430.037354 Iteration 22Q: 3 clusters Score -165476.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -165478.890625 Penalty: 2430.037354 Iteration 23Q: 3 clusters Score -165478.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -165480.468750 Penalty: 2430.037354 Iteration 24Q: 3 clusters Score -165480.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -165482.187500 Penalty: 2430.037354 Iteration 25Q: 3 clusters Score -165482.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -165482.187500 Penalty: 2430.037354 Iteration 26F: 3 clusters Score -165482.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Entering Unmasked Estep Score: -113634.546875 Penalty: 1151.322998 Iteration 0F: 2 clusters Score -113634.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -112061.398438 Penalty: 2302.645996 Iteration 0F: 3 clusters Score -112061.4 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -112363.187500 Penalty: 2302.645996 Iteration 1F: 3 clusters Score -112363.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -112449.843750 Penalty: 2302.645996 Iteration 2F: 3 clusters Score -112449.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -112494.460938 Penalty: 2302.645996 Iteration 3Q: 3 clusters Score -112494.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -112517.757812 Penalty: 2302.645996 Iteration 4Q: 3 clusters Score -112517.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -112536.054688 Penalty: 2302.645996 Iteration 5Q: 3 clusters Score -112536.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -112546.265625 Penalty: 2302.645996 Iteration 6Q: 3 clusters Score -112546.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -112554.734375 Penalty: 2302.645996 Iteration 7Q: 3 clusters Score -112554.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -112557.929688 Penalty: 2302.645996 Iteration 8Q: 3 clusters Score -112557.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -112562.804688 Penalty: 2302.645996 Iteration 9Q: 3 clusters Score -112562.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -112570.953125 Penalty: 2302.645996 Iteration 10Q: 3 clusters Score -112571 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -112579.726562 Penalty: 2302.645996 Iteration 11Q: 3 clusters Score -112579.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -112586.234375 Penalty: 2302.645996 Iteration 12Q: 3 clusters Score -112586.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -112594.406250 Penalty: 2302.645996 Iteration 13Q: 3 clusters Score -112594.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -112598.164062 Penalty: 2302.645996 Iteration 14Q: 3 clusters Score -112598.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -112600.781250 Penalty: 2302.645996 Iteration 15Q: 3 clusters Score -112600.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -112602.429688 Penalty: 2302.645996 Iteration 16Q: 3 clusters Score -112602.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -112603.539062 Penalty: 2302.645996 Iteration 17Q: 3 clusters Score -112603.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -112604.203125 Penalty: 2302.645996 Iteration 18Q: 3 clusters Score -112604.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -112607.546875 Penalty: 2302.645996 Iteration 19Q: 3 clusters Score -112607.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -112608.015625 Penalty: 2302.645996 Iteration 20F: 3 clusters Score -112608 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -112608.617188 Penalty: 2302.645996 Iteration 21Q: 3 clusters Score -112608.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -112608.617188 Penalty: 2302.645996 Iteration 22F: 3 clusters Score -112608.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3122 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Entering Unmasked Estep Score: -294678.468750 Penalty: 1307.512329 Iteration 0F: 2 clusters Score -294678.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -291877.187500 Penalty: 2615.024658 Iteration 0F: 3 clusters Score -291877.2 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -292561.406250 Penalty: 2615.024658 Iteration 1F: 3 clusters Score -292561.4 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -292715.125000 Penalty: 2615.024658 Iteration 2F: 3 clusters Score -292715.1 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -292827.531250 Penalty: 2615.024658 Iteration 3F: 3 clusters Score -292827.5 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -292940.437500 Penalty: 2615.024658 Iteration 4Q: 3 clusters Score -292940.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -293051.437500 Penalty: 2615.024658 Iteration 5Q: 3 clusters Score -293051.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -293149.093750 Penalty: 2615.024658 Iteration 6Q: 3 clusters Score -293149.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -293240.812500 Penalty: 2615.024658 Iteration 7Q: 3 clusters Score -293240.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -293325.093750 Penalty: 2615.024658 Iteration 8Q: 3 clusters Score -293325.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -293398.812500 Penalty: 2615.024658 Iteration 9Q: 3 clusters Score -293398.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -293464.750000 Penalty: 2615.024658 Iteration 10Q: 3 clusters Score -293464.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -293534.250000 Penalty: 2615.024658 Iteration 11Q: 3 clusters Score -293534.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -293628.343750 Penalty: 2615.024658 Iteration 12Q: 3 clusters Score -293628.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -293749.250000 Penalty: 2615.024658 Iteration 13Q: 3 clusters Score -293749.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -293923.687500 Penalty: 2615.024658 Iteration 14Q: 3 clusters Score -293923.7 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -294173.593750 Penalty: 2615.024658 Iteration 15Q: 3 clusters Score -294173.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -294492.843750 Penalty: 2615.024658 Iteration 16Q: 3 clusters Score -294492.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -294762.843750 Penalty: 2615.024658 Iteration 17Q: 3 clusters Score -294762.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -294920.656250 Penalty: 2615.024658 Iteration 18Q: 3 clusters Score -294920.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -294992.375000 Penalty: 2615.024658 Iteration 19Q: 3 clusters Score -294992.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -295018.312500 Penalty: 2615.024658 Iteration 20F: 3 clusters Score -295018.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -295021.281250 Penalty: 2615.024658 Iteration 21Q: 3 clusters Score -295021.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -295023.687500 Penalty: 2615.024658 Iteration 22Q: 3 clusters Score -295023.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -295024.125000 Penalty: 2615.024658 Iteration 23Q: 3 clusters Score -295024.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -295024.125000 Penalty: 2615.024658 Iteration 24F: 3 clusters Score -295024.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 13574 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12992 members Mstep: Class 5 contains 598 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1794 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2554 members Mstep: Class 11 contains 1767 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 1113 members Mstep: Class 14 contains 3722 members Mstep: Class 15 contains 9422 members Mstep: Class 16 contains 432 members Mstep: Class 17 contains 2009 members Mstep: Class 18 contains 4473 members Mstep: Class 19 contains 798 members Mstep: Class 20 contains 1101 members Mstep: Class 21 contains 1529 members Mstep: Class 23 contains 2708 members Entering Unmasked Estep Score: -7242051.500000 Penalty: 40330.363281 Splitting cluster 13 changes total score from -7242235.000000 to -7242051.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (3722 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Entering Unmasked Estep Score: -332210.375000 Penalty: 1336.077637 Iteration 0F: 2 clusters Score -332210.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -329062.125000 Penalty: 2672.155273 Iteration 0F: 3 clusters Score -329062.1 nChanged 1436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -329948.750000 Penalty: 2672.155273 Iteration 1F: 3 clusters Score -329948.8 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -330169.062500 Penalty: 2672.155273 Iteration 2F: 3 clusters Score -330169.1 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -330335.968750 Penalty: 2672.155273 Iteration 3F: 3 clusters Score -330336 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -330494.937500 Penalty: 2672.155273 Iteration 4F: 3 clusters Score -330494.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -330641.687500 Penalty: 2672.155273 Iteration 5F: 3 clusters Score -330641.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -330766.500000 Penalty: 2672.155273 Iteration 6Q: 3 clusters Score -330766.5 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -330877.843750 Penalty: 2672.155273 Iteration 7Q: 3 clusters Score -330877.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -330975.406250 Penalty: 2672.155273 Iteration 8Q: 3 clusters Score -330975.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -331052.250000 Penalty: 2672.155273 Iteration 9Q: 3 clusters Score -331052.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -331111.937500 Penalty: 2672.155273 Iteration 10Q: 3 clusters Score -331111.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -331146.500000 Penalty: 2672.155273 Iteration 11Q: 3 clusters Score -331146.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -331178.843750 Penalty: 2672.155273 Iteration 12Q: 3 clusters Score -331178.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -331228.000000 Penalty: 2672.155273 Iteration 13Q: 3 clusters Score -331228 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -331259.250000 Penalty: 2672.155273 Iteration 14Q: 3 clusters Score -331259.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -331282.312500 Penalty: 2672.155273 Iteration 15Q: 3 clusters Score -331282.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -331305.437500 Penalty: 2672.155273 Iteration 16Q: 3 clusters Score -331305.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -331319.812500 Penalty: 2672.155273 Iteration 17Q: 3 clusters Score -331319.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -331334.406250 Penalty: 2672.155273 Iteration 18Q: 3 clusters Score -331334.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -331351.250000 Penalty: 2672.155273 Iteration 19Q: 3 clusters Score -331351.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -331364.062500 Penalty: 2672.155273 Iteration 20F: 3 clusters Score -331364.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -331372.000000 Penalty: 2672.155273 Iteration 21Q: 3 clusters Score -331372 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -331376.375000 Penalty: 2672.155273 Iteration 22Q: 3 clusters Score -331376.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -331379.750000 Penalty: 2672.155273 Iteration 23Q: 3 clusters Score -331379.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -331381.156250 Penalty: 2672.155273 Iteration 24Q: 3 clusters Score -331381.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -331382.937500 Penalty: 2672.155273 Iteration 25Q: 3 clusters Score -331382.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -331382.718750 Penalty: 2672.155273 Iteration 26Q: 3 clusters Score -331382.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -331382.718750 Penalty: 2672.155273 Iteration 27F: 3 clusters Score -331382.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (9422 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9422 members Entering Unmasked Estep Score: -910947.437500 Penalty: 1487.005371 Iteration 0F: 2 clusters Score -910947.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -904192.125000 Penalty: 2974.010742 Iteration 0F: 3 clusters Score -904192.1 nChanged 4057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -906284.375000 Penalty: 2974.010742 Iteration 1F: 3 clusters Score -906284.4 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Mstep: Class 2 contains 4840 members Entering Unmasked Estep Score: -906519.937500 Penalty: 2974.010742 Iteration 2F: 3 clusters Score -906519.9 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -906683.187500 Penalty: 2974.010742 Iteration 3Q: 3 clusters Score -906683.2 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -906817.437500 Penalty: 2974.010742 Iteration 4Q: 3 clusters Score -906817.4 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 5248 members Entering Unmasked Estep Score: -906976.375000 Penalty: 2974.010742 Iteration 5Q: 3 clusters Score -906976.4 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 5466 members Entering Unmasked Estep Score: -907148.437500 Penalty: 2974.010742 Iteration 6Q: 3 clusters Score -907148.4 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 5685 members Entering Unmasked Estep Score: -907328.812500 Penalty: 2974.010742 Iteration 7Q: 3 clusters Score -907328.8 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 5947 members Entering Unmasked Estep Score: -907555.187500 Penalty: 2974.010742 Iteration 8Q: 3 clusters Score -907555.2 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -907817.000000 Penalty: 2974.010742 Iteration 9Q: 3 clusters Score -907817 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 6519 members Entering Unmasked Estep Score: -908153.187500 Penalty: 2974.010742 Iteration 10Q: 3 clusters Score -908153.2 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 6803 members Entering Unmasked Estep Score: -908464.062500 Penalty: 2974.010742 Iteration 11Q: 3 clusters Score -908464.1 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 7009 members Entering Unmasked Estep Score: -908708.500000 Penalty: 2974.010742 Iteration 12Q: 3 clusters Score -908708.5 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 7164 members Entering Unmasked Estep Score: -908885.625000 Penalty: 2974.010742 Iteration 13Q: 3 clusters Score -908885.6 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 7318 members Entering Unmasked Estep Score: -909016.125000 Penalty: 2974.010742 Iteration 14Q: 3 clusters Score -909016.1 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 7440 members Entering Unmasked Estep Score: -909098.750000 Penalty: 2974.010742 Iteration 15Q: 3 clusters Score -909098.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 7546 members Entering Unmasked Estep Score: -909167.875000 Penalty: 2974.010742 Iteration 16Q: 3 clusters Score -909167.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 7641 members Entering Unmasked Estep Score: -909235.687500 Penalty: 2974.010742 Iteration 17Q: 3 clusters Score -909235.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 7725 members Entering Unmasked Estep Score: -909293.625000 Penalty: 2974.010742 Iteration 18Q: 3 clusters Score -909293.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 7795 members Entering Unmasked Estep Score: -909341.062500 Penalty: 2974.010742 Iteration 19Q: 3 clusters Score -909341.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 7848 members Entering Unmasked Estep Score: -909382.937500 Penalty: 2974.010742 Iteration 20F: 3 clusters Score -909382.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 7889 members Entering Unmasked Estep Score: -909415.500000 Penalty: 2974.010742 Iteration 21Q: 3 clusters Score -909415.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 7939 members Entering Unmasked Estep Score: -909456.500000 Penalty: 2974.010742 Iteration 22Q: 3 clusters Score -909456.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 7984 members Entering Unmasked Estep Score: -909492.812500 Penalty: 2974.010742 Iteration 23Q: 3 clusters Score -909492.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 8027 members Entering Unmasked Estep Score: -909533.125000 Penalty: 2974.010742 Iteration 24Q: 3 clusters Score -909533.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 8061 members Entering Unmasked Estep Score: -909576.687500 Penalty: 2974.010742 Iteration 25Q: 3 clusters Score -909576.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 8090 members Entering Unmasked Estep Score: -909610.687500 Penalty: 2974.010742 Iteration 26Q: 3 clusters Score -909610.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 8106 members Entering Unmasked Estep Score: -909653.750000 Penalty: 2974.010742 Iteration 27Q: 3 clusters Score -909653.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 8115 members Entering Unmasked Estep Score: -909703.125000 Penalty: 2974.010742 Iteration 28Q: 3 clusters Score -909703.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 8120 members Entering Unmasked Estep Score: -909752.375000 Penalty: 2974.010742 Iteration 29Q: 3 clusters Score -909752.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 8114 members Entering Unmasked Estep Score: -909798.187500 Penalty: 2974.010742 Iteration 30Q: 3 clusters Score -909798.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 8112 members Entering Unmasked Estep Score: -909842.250000 Penalty: 2974.010742 Iteration 31Q: 3 clusters Score -909842.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 8114 members Entering Unmasked Estep Score: -909894.125000 Penalty: 2974.010742 Iteration 32Q: 3 clusters Score -909894.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 8097 members Entering Unmasked Estep Score: -909943.187500 Penalty: 2974.010742 Iteration 33Q: 3 clusters Score -909943.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 8082 members Entering Unmasked Estep Score: -910006.250000 Penalty: 2974.010742 Iteration 34Q: 3 clusters Score -910006.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 8076 members Entering Unmasked Estep Score: -910072.812500 Penalty: 2974.010742 Iteration 35Q: 3 clusters Score -910072.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 8073 members Entering Unmasked Estep Score: -910142.750000 Penalty: 2974.010742 Iteration 36Q: 3 clusters Score -910142.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 8056 members Entering Unmasked Estep Score: -910197.500000 Penalty: 2974.010742 Iteration 37Q: 3 clusters Score -910197.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 8029 members Entering Unmasked Estep Score: -910244.125000 Penalty: 2974.010742 Iteration 38Q: 3 clusters Score -910244.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 8016 members Entering Unmasked Estep Score: -910280.625000 Penalty: 2974.010742 Iteration 39Q: 3 clusters Score -910280.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 7992 members Entering Unmasked Estep Score: -910337.437500 Penalty: 2974.010742 Iteration 40F: 3 clusters Score -910337.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 7945 members Entering Unmasked Estep Score: -910378.500000 Penalty: 2974.010742 Iteration 41Q: 3 clusters Score -910378.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 7908 members Entering Unmasked Estep Score: -910408.375000 Penalty: 2974.010742 Iteration 42Q: 3 clusters Score -910408.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 7862 members Entering Unmasked Estep Score: -910434.000000 Penalty: 2974.010742 Iteration 43Q: 3 clusters Score -910434 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 7826 members Entering Unmasked Estep Score: -910454.750000 Penalty: 2974.010742 Iteration 44Q: 3 clusters Score -910454.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 7789 members Entering Unmasked Estep Score: -910469.875000 Penalty: 2974.010742 Iteration 45Q: 3 clusters Score -910469.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 7762 members Entering Unmasked Estep Score: -910478.812500 Penalty: 2974.010742 Iteration 46Q: 3 clusters Score -910478.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 7731 members Entering Unmasked Estep Score: -910487.875000 Penalty: 2974.010742 Iteration 47Q: 3 clusters Score -910487.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 7706 members Entering Unmasked Estep Score: -910497.250000 Penalty: 2974.010742 Iteration 48Q: 3 clusters Score -910497.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 7679 members Entering Unmasked Estep Score: -910506.875000 Penalty: 2974.010742 Iteration 49Q: 3 clusters Score -910506.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 7654 members Entering Unmasked Estep Score: -910520.875000 Penalty: 2974.010742 Iteration 50Q: 3 clusters Score -910520.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 7622 members Entering Unmasked Estep Score: -910530.875000 Penalty: 2974.010742 Iteration 51Q: 3 clusters Score -910530.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 7599 members Entering Unmasked Estep Score: -910537.750000 Penalty: 2974.010742 Iteration 52Q: 3 clusters Score -910537.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 7585 members Entering Unmasked Estep Score: -910540.812500 Penalty: 2974.010742 Iteration 53Q: 3 clusters Score -910540.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 7570 members Entering Unmasked Estep Score: -910544.500000 Penalty: 2974.010742 Iteration 54Q: 3 clusters Score -910544.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 7558 members Entering Unmasked Estep Score: -910543.312500 Penalty: 2974.010742 Iteration 55Q: 3 clusters Score -910543.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 7550 members Entering Unmasked Estep Score: -910548.312500 Penalty: 2974.010742 Iteration 56Q: 3 clusters Score -910548.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 7546 members Entering Unmasked Estep Score: -910548.125000 Penalty: 2974.010742 Iteration 57Q: 3 clusters Score -910548.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 7542 members Entering Unmasked Estep Score: -910547.437500 Penalty: 2974.010742 Iteration 58Q: 3 clusters Score -910547.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 7541 members Entering Unmasked Estep Score: -910546.500000 Penalty: 2974.010742 Iteration 59Q: 3 clusters Score -910546.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 7539 members Entering Unmasked Estep Score: -910548.000000 Penalty: 2974.010742 Iteration 60F: 3 clusters Score -910548 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 7538 members Entering Unmasked Estep Score: -910547.500000 Penalty: 2974.010742 Iteration 61Q: 3 clusters Score -910547.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 7537 members Entering Unmasked Estep Score: -910547.875000 Penalty: 2974.010742 Iteration 62Q: 3 clusters Score -910547.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 7535 members Entering Unmasked Estep Score: -910546.875000 Penalty: 2974.010742 Iteration 63Q: 3 clusters Score -910546.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 7535 members Entering Unmasked Estep Score: -910546.875000 Penalty: 2974.010742 Iteration 64F: 3 clusters Score -910546.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (432 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Entering Unmasked Estep Score: -38777.968750 Penalty: 986.119141 Iteration 0F: 2 clusters Score -38777.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -37788.535156 Penalty: 1972.238281 Iteration 0F: 3 clusters Score -37788.54 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -37981.476562 Penalty: 1972.238281 Iteration 1F: 3 clusters Score -37981.48 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -38050.324219 Penalty: 1972.238281 Iteration 2F: 3 clusters Score -38050.32 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -38088.917969 Penalty: 1972.238281 Iteration 3Q: 3 clusters Score -38088.92 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -38113.746094 Penalty: 1972.238281 Iteration 4Q: 3 clusters Score -38113.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -38134.386719 Penalty: 1972.238281 Iteration 5Q: 3 clusters Score -38134.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -38143.562500 Penalty: 1972.238281 Iteration 6Q: 3 clusters Score -38143.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -38149.863281 Penalty: 1972.238281 Iteration 7Q: 3 clusters Score -38149.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -38151.652344 Penalty: 1972.238281 Iteration 8Q: 3 clusters Score -38151.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -38151.652344 Penalty: 1972.238281 Iteration 9F: 3 clusters Score -38151.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (4473 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Entering Unmasked Estep Score: -425370.625000 Penalty: 1365.944824 Iteration 0F: 2 clusters Score -425370.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -421733.187500 Penalty: 2731.889648 Iteration 0F: 3 clusters Score -421733.2 nChanged 1784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -422700.062500 Penalty: 2731.889648 Iteration 1F: 3 clusters Score -422700.1 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -422912.000000 Penalty: 2731.889648 Iteration 2F: 3 clusters Score -422912 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -423169.843750 Penalty: 2731.889648 Iteration 3F: 3 clusters Score -423169.8 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -423444.468750 Penalty: 2731.889648 Iteration 4F: 3 clusters Score -423444.5 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -423728.000000 Penalty: 2731.889648 Iteration 5F: 3 clusters Score -423728 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -423959.531250 Penalty: 2731.889648 Iteration 6F: 3 clusters Score -423959.5 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -424151.125000 Penalty: 2731.889648 Iteration 7F: 3 clusters Score -424151.1 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -424315.531250 Penalty: 2731.889648 Iteration 8Q: 3 clusters Score -424315.5 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -424451.468750 Penalty: 2731.889648 Iteration 9Q: 3 clusters Score -424451.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -424581.031250 Penalty: 2731.889648 Iteration 10Q: 3 clusters Score -424581 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -424698.500000 Penalty: 2731.889648 Iteration 11Q: 3 clusters Score -424698.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -424789.406250 Penalty: 2731.889648 Iteration 12Q: 3 clusters Score -424789.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -424841.218750 Penalty: 2731.889648 Iteration 13Q: 3 clusters Score -424841.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -424882.562500 Penalty: 2731.889648 Iteration 14Q: 3 clusters Score -424882.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -424918.968750 Penalty: 2731.889648 Iteration 15Q: 3 clusters Score -424919 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -424951.093750 Penalty: 2731.889648 Iteration 16Q: 3 clusters Score -424951.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -424976.281250 Penalty: 2731.889648 Iteration 17Q: 3 clusters Score -424976.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -425002.187500 Penalty: 2731.889648 Iteration 18Q: 3 clusters Score -425002.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -425023.218750 Penalty: 2731.889648 Iteration 19Q: 3 clusters Score -425023.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -425040.218750 Penalty: 2731.889648 Iteration 20F: 3 clusters Score -425040.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -425051.375000 Penalty: 2731.889648 Iteration 21Q: 3 clusters Score -425051.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -425058.937500 Penalty: 2731.889648 Iteration 22Q: 3 clusters Score -425058.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -425067.812500 Penalty: 2731.889648 Iteration 23Q: 3 clusters Score -425067.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -425079.750000 Penalty: 2731.889648 Iteration 24Q: 3 clusters Score -425079.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -425094.031250 Penalty: 2731.889648 Iteration 25Q: 3 clusters Score -425094 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -425105.250000 Penalty: 2731.889648 Iteration 26Q: 3 clusters Score -425105.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -425116.718750 Penalty: 2731.889648 Iteration 27Q: 3 clusters Score -425116.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -425127.468750 Penalty: 2731.889648 Iteration 28Q: 3 clusters Score -425127.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -425138.500000 Penalty: 2731.889648 Iteration 29Q: 3 clusters Score -425138.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -425148.343750 Penalty: 2731.889648 Iteration 30Q: 3 clusters Score -425148.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -425154.593750 Penalty: 2731.889648 Iteration 31Q: 3 clusters Score -425154.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -425159.687500 Penalty: 2731.889648 Iteration 32Q: 3 clusters Score -425159.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -425168.875000 Penalty: 2731.889648 Iteration 33Q: 3 clusters Score -425168.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -425178.781250 Penalty: 2731.889648 Iteration 34Q: 3 clusters Score -425178.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -425185.437500 Penalty: 2731.889648 Iteration 35Q: 3 clusters Score -425185.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -425192.625000 Penalty: 2731.889648 Iteration 36Q: 3 clusters Score -425192.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -425197.437500 Penalty: 2731.889648 Iteration 37Q: 3 clusters Score -425197.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -425203.562500 Penalty: 2731.889648 Iteration 38Q: 3 clusters Score -425203.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -425208.468750 Penalty: 2731.889648 Iteration 39Q: 3 clusters Score -425208.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -425214.406250 Penalty: 2731.889648 Iteration 40F: 3 clusters Score -425214.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -425218.718750 Penalty: 2731.889648 Iteration 41Q: 3 clusters Score -425218.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -425221.718750 Penalty: 2731.889648 Iteration 42Q: 3 clusters Score -425221.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -425227.000000 Penalty: 2731.889648 Iteration 43Q: 3 clusters Score -425227 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -425228.593750 Penalty: 2731.889648 Iteration 44Q: 3 clusters Score -425228.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -425230.312500 Penalty: 2731.889648 Iteration 45Q: 3 clusters Score -425230.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -425233.437500 Penalty: 2731.889648 Iteration 46Q: 3 clusters Score -425233.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -425237.781250 Penalty: 2731.889648 Iteration 47Q: 3 clusters Score -425237.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -425240.968750 Penalty: 2731.889648 Iteration 48Q: 3 clusters Score -425241 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -425244.625000 Penalty: 2731.889648 Iteration 49Q: 3 clusters Score -425244.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -425245.906250 Penalty: 2731.889648 Iteration 50Q: 3 clusters Score -425245.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -425249.937500 Penalty: 2731.889648 Iteration 51Q: 3 clusters Score -425249.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -425253.562500 Penalty: 2731.889648 Iteration 52Q: 3 clusters Score -425253.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -425257.375000 Penalty: 2731.889648 Iteration 53Q: 3 clusters Score -425257.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -425257.437500 Penalty: 2731.889648 Iteration 54Q: 3 clusters Score -425257.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -425257.625000 Penalty: 2731.889648 Iteration 55Q: 3 clusters Score -425257.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -425257.718750 Penalty: 2731.889648 Iteration 56Q: 3 clusters Score -425257.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -425258.187500 Penalty: 2731.889648 Iteration 57Q: 3 clusters Score -425258.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -425260.343750 Penalty: 2731.889648 Iteration 58Q: 3 clusters Score -425260.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -425262.375000 Penalty: 2731.889648 Iteration 59Q: 3 clusters Score -425262.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -425264.781250 Penalty: 2731.889648 Iteration 60F: 3 clusters Score -425264.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -425266.343750 Penalty: 2731.889648 Iteration 61Q: 3 clusters Score -425266.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -425267.406250 Penalty: 2731.889648 Iteration 62Q: 3 clusters Score -425267.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -425267.375000 Penalty: 2731.889648 Iteration 63Q: 3 clusters Score -425267.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -425268.562500 Penalty: 2731.889648 Iteration 64Q: 3 clusters Score -425268.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -425269.250000 Penalty: 2731.889648 Iteration 65Q: 3 clusters Score -425269.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -425270.000000 Penalty: 2731.889648 Iteration 66Q: 3 clusters Score -425270 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -425270.437500 Penalty: 2731.889648 Iteration 67Q: 3 clusters Score -425270.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -425270.437500 Penalty: 2731.889648 Iteration 68F: 3 clusters Score -425270.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (798 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Entering Unmasked Estep Score: -65964.429688 Penalty: 1085.842651 Iteration 0F: 2 clusters Score -65964.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -64721.128906 Penalty: 2171.685303 Iteration 0F: 3 clusters Score -64721.13 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -64970.449219 Penalty: 2171.685303 Iteration 1F: 3 clusters Score -64970.45 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -65040.000000 Penalty: 2171.685303 Iteration 2F: 3 clusters Score -65040 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -65065.171875 Penalty: 2171.685303 Iteration 3Q: 3 clusters Score -65065.17 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -65081.453125 Penalty: 2171.685303 Iteration 4Q: 3 clusters Score -65081.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -65099.285156 Penalty: 2171.685303 Iteration 5Q: 3 clusters Score -65099.29 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -65118.082031 Penalty: 2171.685303 Iteration 6Q: 3 clusters Score -65118.08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -65140.613281 Penalty: 2171.685303 Iteration 7Q: 3 clusters Score -65140.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -65149.718750 Penalty: 2171.685303 Iteration 8Q: 3 clusters Score -65149.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -65161.406250 Penalty: 2171.685303 Iteration 9Q: 3 clusters Score -65161.41 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -65174.117188 Penalty: 2171.685303 Iteration 10Q: 3 clusters Score -65174.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -65188.917969 Penalty: 2171.685303 Iteration 11Q: 3 clusters Score -65188.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -65193.175781 Penalty: 2171.685303 Iteration 12Q: 3 clusters Score -65193.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -65198.726562 Penalty: 2171.685303 Iteration 13Q: 3 clusters Score -65198.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -65199.796875 Penalty: 2171.685303 Iteration 14Q: 3 clusters Score -65199.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -65199.796875 Penalty: 2171.685303 Iteration 15F: 3 clusters Score -65199.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1101 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Entering Unmasked Estep Score: -102164.023438 Penalty: 1138.145752 Iteration 0F: 2 clusters Score -102164 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -100663.796875 Penalty: 2276.291504 Iteration 0F: 3 clusters Score -100663.8 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -100945.289062 Penalty: 2276.291504 Iteration 1F: 3 clusters Score -100945.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -101007.046875 Penalty: 2276.291504 Iteration 2F: 3 clusters Score -101007 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -101036.773438 Penalty: 2276.291504 Iteration 3Q: 3 clusters Score -101036.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -101063.117188 Penalty: 2276.291504 Iteration 4Q: 3 clusters Score -101063.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -101076.343750 Penalty: 2276.291504 Iteration 5Q: 3 clusters Score -101076.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -101091.953125 Penalty: 2276.291504 Iteration 6Q: 3 clusters Score -101092 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -101097.914062 Penalty: 2276.291504 Iteration 7Q: 3 clusters Score -101097.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -101102.695312 Penalty: 2276.291504 Iteration 8Q: 3 clusters Score -101102.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -101106.718750 Penalty: 2276.291504 Iteration 9Q: 3 clusters Score -101106.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -101112.750000 Penalty: 2276.291504 Iteration 10Q: 3 clusters Score -101112.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -101119.007812 Penalty: 2276.291504 Iteration 11Q: 3 clusters Score -101119 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -101121.320312 Penalty: 2276.291504 Iteration 12Q: 3 clusters Score -101121.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -101124.640625 Penalty: 2276.291504 Iteration 13Q: 3 clusters Score -101124.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -101131.335938 Penalty: 2276.291504 Iteration 14Q: 3 clusters Score -101131.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -101135.671875 Penalty: 2276.291504 Iteration 15Q: 3 clusters Score -101135.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -101141.835938 Penalty: 2276.291504 Iteration 16Q: 3 clusters Score -101141.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -101150.335938 Penalty: 2276.291504 Iteration 17Q: 3 clusters Score -101150.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -101160.398438 Penalty: 2276.291504 Iteration 18Q: 3 clusters Score -101160.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -101170.085938 Penalty: 2276.291504 Iteration 19Q: 3 clusters Score -101170.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -101176.812500 Penalty: 2276.291504 Iteration 20F: 3 clusters Score -101176.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -101179.554688 Penalty: 2276.291504 Iteration 21Q: 3 clusters Score -101179.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -101182.351562 Penalty: 2276.291504 Iteration 22Q: 3 clusters Score -101182.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -101185.265625 Penalty: 2276.291504 Iteration 23Q: 3 clusters Score -101185.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -101188.992188 Penalty: 2276.291504 Iteration 24Q: 3 clusters Score -101189 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -101194.398438 Penalty: 2276.291504 Iteration 25Q: 3 clusters Score -101194.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -101198.476562 Penalty: 2276.291504 Iteration 26Q: 3 clusters Score -101198.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -101207.500000 Penalty: 2276.291504 Iteration 27Q: 3 clusters Score -101207.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -101211.617188 Penalty: 2276.291504 Iteration 28Q: 3 clusters Score -101211.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -101213.468750 Penalty: 2276.291504 Iteration 29Q: 3 clusters Score -101213.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -101220.960938 Penalty: 2276.291504 Iteration 30Q: 3 clusters Score -101221 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -101224.320312 Penalty: 2276.291504 Iteration 31Q: 3 clusters Score -101224.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -101228.109375 Penalty: 2276.291504 Iteration 32Q: 3 clusters Score -101228.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -101230.398438 Penalty: 2276.291504 Iteration 33Q: 3 clusters Score -101230.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -101231.882812 Penalty: 2276.291504 Iteration 34Q: 3 clusters Score -101231.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -101233.273438 Penalty: 2276.291504 Iteration 35Q: 3 clusters Score -101233.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -101233.718750 Penalty: 2276.291504 Iteration 36Q: 3 clusters Score -101233.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -101233.718750 Penalty: 2276.291504 Iteration 37F: 3 clusters Score -101233.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (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: -131841.843750 Penalty: 1191.510010 Iteration 0F: 2 clusters Score -131841.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -130073.257812 Penalty: 2383.020020 Iteration 0F: 3 clusters Score -130073.3 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -130490.015625 Penalty: 2383.020020 Iteration 1F: 3 clusters Score -130490 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -130619.781250 Penalty: 2383.020020 Iteration 2F: 3 clusters Score -130619.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -130753.625000 Penalty: 2383.020020 Iteration 3F: 3 clusters Score -130753.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -130905.312500 Penalty: 2383.020020 Iteration 4F: 3 clusters Score -130905.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -131056.132812 Penalty: 2383.020020 Iteration 5F: 3 clusters Score -131056.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -131215.609375 Penalty: 2383.020020 Iteration 6F: 3 clusters Score -131215.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -131309.546875 Penalty: 2383.020020 Iteration 7Q: 3 clusters Score -131309.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -131402.625000 Penalty: 2383.020020 Iteration 8Q: 3 clusters Score -131402.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -131462.328125 Penalty: 2383.020020 Iteration 9Q: 3 clusters Score -131462.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -131505.984375 Penalty: 2383.020020 Iteration 10Q: 3 clusters Score -131506 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -131543.750000 Penalty: 2383.020020 Iteration 11Q: 3 clusters Score -131543.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -131584.593750 Penalty: 2383.020020 Iteration 12Q: 3 clusters Score -131584.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -131632.875000 Penalty: 2383.020020 Iteration 13Q: 3 clusters Score -131632.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -131665.515625 Penalty: 2383.020020 Iteration 14Q: 3 clusters Score -131665.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -131704.656250 Penalty: 2383.020020 Iteration 15Q: 3 clusters Score -131704.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -131758.953125 Penalty: 2383.020020 Iteration 16Q: 3 clusters Score -131759 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -131815.687500 Penalty: 2383.020020 Iteration 17Q: 3 clusters Score -131815.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -131843.453125 Penalty: 2383.020020 Iteration 18Q: 3 clusters Score -131843.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -131855.546875 Penalty: 2383.020020 Iteration 19Q: 3 clusters Score -131855.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -131860.515625 Penalty: 2383.020020 Iteration 20F: 3 clusters Score -131860.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -131866.828125 Penalty: 2383.020020 Iteration 21Q: 3 clusters Score -131866.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -131867.640625 Penalty: 2383.020020 Iteration 22Q: 3 clusters Score -131867.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -131868.265625 Penalty: 2383.020020 Iteration 23Q: 3 clusters Score -131868.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -131871.250000 Penalty: 2383.020020 Iteration 24Q: 3 clusters Score -131871.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -131873.984375 Penalty: 2383.020020 Iteration 25Q: 3 clusters Score -131874 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -131876.531250 Penalty: 2383.020020 Iteration 26Q: 3 clusters Score -131876.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -131876.531250 Penalty: 2383.020020 Iteration 27F: 3 clusters Score -131876.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 13574 members Mstep: Class 3 contains 1703 members Mstep: Class 4 contains 12992 members Mstep: Class 5 contains 598 members Mstep: Class 6 contains 5333 members Mstep: Class 7 contains 1794 members Mstep: Class 8 contains 1572 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 2554 members Mstep: Class 11 contains 1767 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 3122 members Mstep: Class 14 contains 3722 members Mstep: Class 15 contains 9422 members Mstep: Class 16 contains 432 members Mstep: Class 17 contains 880 members Mstep: Class 18 contains 4473 members Mstep: Class 19 contains 798 members Mstep: Class 20 contains 1101 members Mstep: Class 21 contains 649 members Mstep: Class 23 contains 2708 members Entering Unmasked Estep Score: -7241619.500000 Penalty: 40330.363281 Splitting cluster 21 changes total score from -7242235.000000 to -7241619.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (2708 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Entering Unmasked Estep Score: -246350.328125 Penalty: 1284.394409 Iteration 0F: 2 clusters Score -246350.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -243803.953125 Penalty: 2568.788818 Iteration 0F: 3 clusters Score -243804 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -244430.234375 Penalty: 2568.788818 Iteration 1F: 3 clusters Score -244430.2 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -244623.343750 Penalty: 2568.788818 Iteration 2F: 3 clusters Score -244623.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -244745.234375 Penalty: 2568.788818 Iteration 3F: 3 clusters Score -244745.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -244834.687500 Penalty: 2568.788818 Iteration 4F: 3 clusters Score -244834.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -244922.125000 Penalty: 2568.788818 Iteration 5Q: 3 clusters Score -244922.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -244978.578125 Penalty: 2568.788818 Iteration 6Q: 3 clusters Score -244978.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -245015.734375 Penalty: 2568.788818 Iteration 7Q: 3 clusters Score -245015.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -245048.875000 Penalty: 2568.788818 Iteration 8Q: 3 clusters Score -245048.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -245078.109375 Penalty: 2568.788818 Iteration 9Q: 3 clusters Score -245078.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -245101.640625 Penalty: 2568.788818 Iteration 10Q: 3 clusters Score -245101.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -245120.625000 Penalty: 2568.788818 Iteration 11Q: 3 clusters Score -245120.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -245145.593750 Penalty: 2568.788818 Iteration 12Q: 3 clusters Score -245145.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -245182.000000 Penalty: 2568.788818 Iteration 13Q: 3 clusters Score -245182 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -245231.343750 Penalty: 2568.788818 Iteration 14Q: 3 clusters Score -245231.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -245273.734375 Penalty: 2568.788818 Iteration 15Q: 3 clusters Score -245273.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -245315.953125 Penalty: 2568.788818 Iteration 16Q: 3 clusters Score -245316 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -245343.343750 Penalty: 2568.788818 Iteration 17Q: 3 clusters Score -245343.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -245363.125000 Penalty: 2568.788818 Iteration 18Q: 3 clusters Score -245363.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -245378.390625 Penalty: 2568.788818 Iteration 19Q: 3 clusters Score -245378.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -245392.093750 Penalty: 2568.788818 Iteration 20F: 3 clusters Score -245392.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -245402.984375 Penalty: 2568.788818 Iteration 21Q: 3 clusters Score -245403 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -245412.093750 Penalty: 2568.788818 Iteration 22Q: 3 clusters Score -245412.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -245422.046875 Penalty: 2568.788818 Iteration 23Q: 3 clusters Score -245422 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -245430.875000 Penalty: 2568.788818 Iteration 24Q: 3 clusters Score -245430.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -245436.703125 Penalty: 2568.788818 Iteration 25Q: 3 clusters Score -245436.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -245441.343750 Penalty: 2568.788818 Iteration 26Q: 3 clusters Score -245441.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -245444.265625 Penalty: 2568.788818 Iteration 27Q: 3 clusters Score -245444.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -245447.296875 Penalty: 2568.788818 Iteration 28Q: 3 clusters Score -245447.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -245453.515625 Penalty: 2568.788818 Iteration 29Q: 3 clusters Score -245453.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -245458.375000 Penalty: 2568.788818 Iteration 30Q: 3 clusters Score -245458.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -245462.890625 Penalty: 2568.788818 Iteration 31Q: 3 clusters Score -245462.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -245465.890625 Penalty: 2568.788818 Iteration 32Q: 3 clusters Score -245465.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -245466.875000 Penalty: 2568.788818 Iteration 33Q: 3 clusters Score -245466.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -245468.140625 Penalty: 2568.788818 Iteration 34Q: 3 clusters Score -245468.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -245468.140625 Penalty: 2568.788818 Iteration 35F: 3 clusters Score -245468.1 nChanged 0 --- Evaluating fit on full set of 237954 points --- Entering Unmasked Estep Score: -21775258.000000 Penalty: 42246.175781 25->22 Clusters: Score -21775258.000000, best is -21790968.000000 Main iterations: 0 (time per=infms) Total iterations: 13702 (time per=39.656254ms) Iterations metric 2: 67355578368.000000 (time per=8.067186ns) Iterations metric 3: 1616572317696.000000 (time per=336.124768ps) That took 543.369995 seconds.